Part A: GAN

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Background Research

The EMNIST dataset is a widely recognized benchmark for learning, classification, and computer vision systems. Its popularity is due to the task's simplicity and intuitiveness, the dataset's manageable size and storage requirements, and the database's accessibility and user-friendliness. The MNIST database originated from the larger NIST Special Database 19, which includes handwritten digits, as well as uppercase and lowercase letters. This task uses a variant of the complete NIST dataset, named Extended MNIST (EMNIST), which was created using the same conversion methods as the original MNIST dataset. EMNIST offers a more challenging classification task that involves letters while maintaining the same image structure and parameters as MNIST. This ensures direct compatibility with existing classifiers and systems.

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Setting up everything

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Importing the neccessary libraries

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# Helper Libraries
import numpy as np
import matplotlib.pyplot as plt
import os
import tensorflow as tf
import pandas as pd

# For EDA
from sklearn.manifold import TSNE

# For Preprocessing
from tensorflow.keras.preprocessing.image import ImageDataGenerator
from sklearn.utils import resample

# For Model Training/Improvment
from keras import Sequential, Model
from keras.layers import Dense, Conv2D, Reshape, UpSampling2D, BatchNormalization, Activation, Input, LeakyReLU, ZeroPadding2D, Dropout, Flatten, Conv2DTranspose, Embedding, Concatenate
from tensorflow.keras.utils import to_categorical
from sklearn.preprocessing import LabelEncoder
from tensorflow.keras.optimizers import RMSprop, Adam
from tensorflow.keras import backend as K
from tensorflow.keras.applications import InceptionV3
from tensorflow.keras.applications.inception_v3 import preprocess_input
from scipy.linalg import sqrtm
from tensorflow.image import resize
from scipy.special import kl_div
from skimage.transform import resize

# For the Images GIF for the "eye power" evaluation
import os
import imageio
from IPython.display import display, Image

def create_gif(image_folder, output_path, duration=0.5):
    # Get all image file names in the directory
    images = [img for img in os.listdir(image_folder) if img.endswith(".png")]
    images.sort(key=lambda x: int(x.split('_')[-1].split('.')[0]))  # Sort images by epoch number

    # Read images and append to list
    frames = []
    for image in images:
        img_path = os.path.join(image_folder, image)
        frames.append(imageio.imread(img_path))

    # Create and save the GIF
    imageio.mimsave(output_path, frames, duration=duration)
    print(f"GIF saved at {output_path}")

Loading the required dataset

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# Loading the dataset
data = pd.read_csv('emnist-letters-train.csv', header = None)

EDA

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View the first 5 rows of the dataset

data.head()

	0	1	2	3	4	5	6	7	8	9	...	775	776	777	778	779	780	781	782	783	784
0	23	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	0
1	7	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	0
2	16	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	0
3	15	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	0
4	23	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	0

5 rows × 785 columns

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From above, we can see that there is 785 columns and 5 rows in the dataset.

Each row represents a image. The 1st column represents the labels. The 2nd to 784th column represents the image data.

1st column: The emnist-letters dataset is made up of alphabets from letter A to letter Z. Each letter is assigned to an alphabet, example, letter A is assigned to 1, letter B is assigned to 2, etc.

2nd to 784th column: To store the images easily, the images are flattened from a 28x28 to a 784 vector where each column holds a part of the image data.

Before using the images for GAN machine learning later on, we would need to convert the 784 vector image data back into a 28x28 image.

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View the shape of the image and label

# Image data
X = data.iloc[:, 1:].values
# Label data
y = data.iloc[:, 0].values

# Show the shape of the Image Data
print(f"Images shape: {X.shape}")

# Show the shape of the Label Data
print(f"Labels shape: {y.shape}")

Images shape: (99040, 784)
Labels shape: (99040,)

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From above, we can see that the images are indeed currently in the 784 vector which we would be converting back to a 28x28 later on.

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Reshape the image data into the required dimensions (Preprocessing)

# Reshape Image Data into the required dimensions
X = X.reshape(99040, 28, 28)

# Show the shape of the Image Data
print(f"Images shape: {X.shape}")

Images shape: (99040, 28, 28)

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This is a preprocessing step. From above, we have converted the images back into 28x28 to be used.

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Viewing 10 images from each class

# Create a dictionary to store 10 random images per class
class_images = {}
unique_labels = np.unique(y)

# Number of images per class to display
num_images_per_class = 10

for label in unique_labels:
    # Get all images of the current label
    label_indices = np.where(y == label)[0]
    # Select 10 random indices from the label indices
    random_indices = np.random.choice(label_indices, size=num_images_per_class, replace=False)
    # Store the random images for the current label
    class_images[label] = X[random_indices]

# Number of classes and images
num_classes = len(class_images)
num_images = num_images_per_class * num_classes
num_columns = num_images_per_class  # Each class will have num_images_per_class images in one row
num_rows = num_classes  # Each class will be represented in one row

# Create the subplots
fig, ax = plt.subplots(num_rows, num_columns, figsize=(15, 1.5 * num_rows))

# Plot each image
for i, label in enumerate(unique_labels):
    for j in range(num_images_per_class):
        ax[i, j].imshow(class_images[label][j].reshape(28, 28), cmap='gray')
        ax[i, j].set_title(f"Class {label} - Image {j + 1}", fontsize=8)  # Adjust fontsize as needed
        ax[i, j].axis('off')

plt.tight_layout()
plt.show()

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From above, we can see that are 27 classes.

There is class -1 which is blank and does not contain any useful features or contribute to an alphabet for machine learning. Therefore later on in preprocessing, we have to exclude class -1 from the training dataset to make it so that the neural network can train on proper data.

We can also observe that images are not in the correct orientation. We will be transposing the images to the correct orientation so that it would be easier for us to visualize and for the machine to learn properly.

We can also observe that the classes is a mix of upper case and lower case letters which could affect how the machine learns as certain letters such as "a" and "A" would look differently, affecting the ability of the machine to learn. However, as each image is already assigned a label, the machine is able to learn on both sets of lower case letters and upper case letters.

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Transposing the images (Preprocessing)

# Transposing the image by 90 degress anticlockwise
X = X.transpose(0,2,1)

# Show the shape of the Image Data
print(f"Images shape: {X.shape}")

fig, ax = plt.subplots(1,10)
for i in range(10):
        ax[i].imshow(X[i], cmap='gray')

Images shape: (99040, 28, 28)

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This is a preprocessing step. From above, we have swapped the width and height of the images, effectively changing the orientation of the images. This allows the machine to be trained on the correct orientation of the dataset.

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Average image

# Create a dictionary to store the average image per class
average_images = {}
unique_labels = np.unique(y)

# Compute the average image for each class
for label in unique_labels:
    # Get all images of the current label
    label_indices = np.where(y == label)[0]
    # Compute the average image
    average_image = np.mean(X[label_indices], axis=0)
    # Store the average image for the current label
    average_images[label] = average_image

# Number of classes
num_classes = len(average_images)
images_per_row = 5
num_rows = (num_classes + images_per_row - 1) // images_per_row  # Ceiling division

# Create the subplots
fig, ax = plt.subplots(num_rows, images_per_row, figsize=(15, 3 * num_rows))

# Flatten the axes array for easier indexing
ax = ax.flatten()

# Plot each average image
for i, label in enumerate(unique_labels):
    ax[i].imshow(average_images[label].reshape(28, 28), cmap='gray')
    ax[i].set_title(f"Class {label} - Average", fontsize=8)  # Adjust fontsize as needed
    ax[i].axis('off')

# Hide any unused subplots
for i in range(len(unique_labels), len(ax)):
    ax[i].axis('off')

plt.tight_layout()
plt.show()

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From above, we have found the average image by taking the average value of each pixels across all images in every class. This allow us to visualize and highlight the details among different classes.​

• What is it about

  • Images are generated by computing the pixel-wise average of a collection of images within a specific category or class.

• Why do we use it for the EMNIST Dataset:

  • Detecting Common Features:
    • Averaging images of the same class (e.g., all 'A's or all 'B's) can highlight the common features and patterns within that class. This can be useful to understand what the "typical" character of each class looks like.
  • Identifying Noise and Variability:
    • If the average image of a particular class is blurry, it indicates high variability in how that character is written. Conversely, a sharp average image suggests low variability.
  • Quality Check:
    • Average images can help identify issues with the dataset. For instance, if the average image of the letter looks strange, it might indicate mislabeled data or inclusion of unwanted images.

We can see that class -1 is a class where images are just blank or have no image. Since there is no useful features from the class, we would be dropping the class from the dataset for training.

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Dropping class -1 from the dataset (Preprocessing)

# Exclude class -1
valid_indices = y != -1
X = X[valid_indices]
y = y[valid_indices]

# Create a dictionary to store 10 random images per class
class_images = {}
unique_labels = np.unique(y)

# Number of images per class to display
num_images_per_class = 10

for label in unique_labels:
    # Get all images of the current label
    label_indices = np.where(y == label)[0]
    # Select 10 random indices from the label indices
    random_indices = np.random.choice(label_indices, size=num_images_per_class, replace=False)
    # Store the random images for the current label
    class_images[label] = X[random_indices]

# Number of classes and images
num_classes = len(class_images)
num_images = num_images_per_class * num_classes
num_columns = num_images_per_class  # Each class will have num_images_per_class images in one row
num_rows = num_classes  # Each class will be represented in one row

# Create the subplots
fig, ax = plt.subplots(num_rows, num_columns, figsize=(15, 1.5 * num_rows))

# Plot each image
for i, label in enumerate(unique_labels):
    for j in range(num_images_per_class):
        ax[i, j].imshow(class_images[label][j].reshape(28, 28), cmap='gray')
        ax[i, j].set_title(f"Class {label} - Image {j + 1}", fontsize=8)  # Adjust fontsize as needed
        ax[i, j].axis('off')

plt.tight_layout()
plt.show()

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This is a preprocessing step. From above, we have excluded class -1 from the dataset. This allows the machine to be trained on the more useful classes of the dataset, as shown in previous steps class -1 is a completely empty image with no useful features.

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Contrastive image

# Dictionary to store the average image per class
average_images = {}
unique_labels = np.unique(y)

# Compute the average image for each class
for label in unique_labels:
    # Get all images of the current label
    label_indices = np.where(y == label)[0]
    # Compute the average image
    average_image = np.mean(X[label_indices], axis=0)
    # Store the average image for the current label
    average_images[label] = average_image

# Compute the contrastive images
contrastive_images = {}
for i, label1 in enumerate(unique_labels):
    for j, label2 in enumerate(unique_labels):
        if label1 != label2:
            contrastive_image = average_images[label1] - average_images[label2]
            contrastive_images[(label1, label2)] = contrastive_image

# Number of contrastive images
num_contrastive = len(contrastive_images)
images_per_row = 10
num_rows = (num_contrastive + images_per_row - 1) // images_per_row  # Ceiling division

# Create the subplots
fig, ax = plt.subplots(num_rows, images_per_row, figsize=(20, 3 * num_rows))

# Flatten the axes array for easier indexing
ax = ax.flatten()

# Plot each contrastive image
for i, ((label1, label2), contrastive_image) in enumerate(contrastive_images.items()):
    im = ax[i].imshow(contrastive_image.reshape(28, 28), cmap='bwr', vmin=-np.max(np.abs(contrastive_image)), vmax=np.max(np.abs(contrastive_image)))
    ax[i].set_title(f"Contrast: {label1} - {label2}", fontsize=8)  # Adjust fontsize as needed
    ax[i].axis('off')

# Hide any unused subplots
for i in range(len(contrastive_images), len(ax)):
    ax[i].axis('off')

# Add a colorbar
fig.colorbar(im, ax=ax, orientation='horizontal', fraction=0.02, pad=0.04)

plt.tight_layout()
plt.show()

C:\Users\caleb\AppData\Local\Temp\ipykernel_12944\7717810.py:46: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.
  plt.tight_layout()

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Using the average images, we can further compute the contrastive image between different classes.

• What is it about:
  • Contrastive images refer to comparing images from different classes or different subsets of data to highlight and analyze differences. For instance, you might compare images of the same letter from different sources or styles to understand variability within the class.
• Why do we use it for EMNIST Dataset:
  • Analyzing Variability:
    • By comparing contrastive images, you can analyze how different images within the same class vary. This helps in understanding the range of variability and common features within the class.
  • Insight into Variability:
    • Helps to understand the variability within different classes of EMNIST, which can be useful for feature extraction and model improvement.
  • Class Separation:
    • Can provide insights into how well different classes are separated or how they overlap, which is useful for tasks like classification and clustering.
  • Identifying Differences:
    • Contrastive images can be used to identify key differences between classes. For example, comparing images of '5' and '6' can help to understand the features that distinguish these two digits.

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T-SNE

# Flatten each image in X to 1D array
X_flat = X.reshape(X.shape[0], -1)  # Flatten each image into a 1D array

# Perform T-SNE dimensionality reduction
tsne = TSNE(n_components=2, random_state=42)
X_tsne = tsne.fit_transform(X_flat)

# Plotting the 2D embedding
plt.figure(figsize=(10, 8))

# Get unique classes
unique_classes = np.unique(y)

# Assign a color to each class
colors = plt.cm.tab10(np.linspace(0, 1, len(unique_classes)))

# Plot each class with its own color
for i, class_label in enumerate(unique_classes):
    plt.scatter(X_tsne[y == class_label, 0], X_tsne[y == class_label, 1], color=colors[i], label=f'Class {class_label}', s=10)

plt.title('T-SNE Visualization of Image Dataset')
plt.xlabel('T-SNE Component 1')
plt.ylabel('T-SNE Component 2')
plt.legend()
plt.show()

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From above, we can see the T-SNE visualization of the different classes in the dataset.

• What is it about:
  • t-SNE is a non-linear dimensionality reduction technique specifically designed for the visualization of high-dimensional datasets. It reduces the dimensions of the data while preserving the structure and relationships between data points. t-SNE is particularly effective for visualizing data in two or three dimensions.
• Why do we use it for EMNIST Dataset:
  • High-Dimensional Data:
    • EMNIST images are high-dimensional (28x28 pixels, resulting in 784-dimensional vectors). Visualizing this high-dimensional data directly is challenging, and t-SNE helps reduce these dimensions to 2D or 3D for easier visualization.
  • Cluster Visualization:
    • t-SNE can reveal the natural clusters in the data. For instance, letters of the same class should ideally cluster together. This can help in understanding the distribution of different characters.
  • Anomaly Detection:
    • Outliers or mislabeled data can be detected through t-SNE plots, as these points will often appear isolated from the main clusters.

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View the number of images in each class

# Count the number of images in each class
class_counts = np.unique(y, return_counts=True)

# Plot the number of images in each class
plt.figure(figsize=(10, 6))
bars = plt.bar(class_counts[0], class_counts[1], color='skyblue')
plt.xlabel('Class')
plt.ylabel('Number of Images')
plt.title('Number of Images in Each Class')
plt.xticks(class_counts[0])

# Add the count labels on top of each bar with diagonal rotation
for bar, count in zip(bars, class_counts[1]):
    plt.text(bar.get_x() + bar.get_width() / 2.0, bar.get_height(), str(count),
             ha='center', va='bottom', rotation=45)

plt.tight_layout()
plt.show()

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From above, we can see that there are different numbers of images in each class.

The largest class 25 (Y) has 3453 images while the smallest class 14 (N) has 3365 images.

We would fix this in preprocessing.

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Preprocessing

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Oversampling to balance the imbalanced classes

# Count the number of images in each class
class_counts = np.unique(y, return_counts=True)

# Find the maximum count among all classes
max_count = np.max(class_counts[1])

# Balanced dataset
balanced_X = []
balanced_y = []

for label in class_counts[0]:
    # Get all images of the current label
    label_indices = np.where(y == label)[0]
    # Resample images to match the maximum count
    resampled_indices = resample(label_indices, replace=True, n_samples=max_count, random_state=42)
    balanced_X.append(X[resampled_indices])
    balanced_y.append(y[resampled_indices])

# Concatenate the balanced datasets
balanced_X = np.concatenate(balanced_X)
balanced_y = np.concatenate(balanced_y)

# Show the shape of the balanced Image Data and Label Data
print(f"Balanced Images shape: {balanced_X.shape}")
print(f"Balanced Labels shape: {balanced_y.shape}")

# Verify the balancing
balanced_class_counts = np.unique(balanced_y, return_counts=True)

# Plot the number of images in each balanced class
plt.figure(figsize=(10, 6))
bars = plt.bar(balanced_class_counts[0], balanced_class_counts[1], color='skyblue')
plt.xlabel('Class')
plt.ylabel('Number of Images')
plt.title('Number of Images in Each Balanced Class')
plt.xticks(balanced_class_counts[0])

# Add the count labels on top of each bar with diagonal rotation
for bar, count in zip(bars, balanced_class_counts[1]):
    plt.text(bar.get_x() + bar.get_width() / 2.0, bar.get_height(), str(count),
             ha='center', va='bottom', rotation=45)

plt.tight_layout()
plt.show()

Balanced Images shape: (89778, 28, 28)
Balanced Labels shape: (89778,)

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There are several ways that are able to be used to balance the number of images in each class:

• Undersampling:
  • Undersampling would not be suitable in this scenario because it involves reducing the number of instances in the majority class to match the minority class. This approach could potentially discard valuable data and lead to loss of information, especially if the dataset is not excessively large.
• Oversampling:
  • Oversampling involves increasing the number of instances in the minority class to match the majority class.
  • In this case, since the smallest class has 3365 images and the largest class has 3453 images, we would increase the number of samples in the smallest class to match the largest class. This can be done using techniques like SMOTE (Synthetic Minority Over-sampling Technique) or simply duplicating existing samples until all classes have an equal number of samples.
• Data Augmentation:
  • Data augmentation involves creating new training examples by perturbing existing data through transformations like rotation, scaling, flipping, etc
  • While typically used to artificially increase the size of a dataset, it can also be used to balance class distributions by generating new samples for minority classes until all classes have an equal number of samples.

In the end, we have chosen with OverSampling due to several reasons:

• Keeps all the original data intact and augments the minority classes to match the majority class size.
• Can help improve model performance by providing more balanced training data without losing any information.
• However, we must be careful as it can lead to overfitting. This is because the model might see the same minority class samples multiple times.

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Normalization

# Normalize the balanced dataset
balanced_X = balanced_X / 255.0

# Verify the new shape and normalization
print(f"Normalized Images shape: {balanced_X.shape}")

# Example: Show the first image after normalization
plt.figure()
plt.imshow(balanced_X[0], cmap='gray')
plt.colorbar()
plt.title('Normalized Image')
plt.show()

Normalized Images shape: (89778, 28, 28)

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From above, we have done normalization. I have decided to do normalization due to several reasons:

• Stable Training:
  • GANs, especially, can be challenging to train because they involve two networks (the generator and the discriminator) that are trained simultaneously. Normalizing input data helps stabilize the training process by providing a consistent scale for the inputs.
• Gradient Descent Efficiency:
  • Normalization ensures that the gradients used for updating the weights are within a reasonable range, preventing issues like exploding or vanishing gradients which can hinder the training of both the generator and discriminator.
• Balanced Learning:
  • By normalizing the data, each feature contributes equally to the learning process. This is particularly important in image data where each pixel should have an equal opportunity to influence the model's learning.
• Mitigates Dominance:
  • Without normalization, features with larger scales (e.g., high pixel values) can dominate the learning process, leading to suboptimal training.

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Model Training

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Choice of metrics

D loss:

• Quantifies how well the discriminator is able to distinguish between real and fake handwritten characters. It is a measure of the performance of the discriminator network.
• The discriminator loss helps in training the discriminator to effectively differentiate between real handwritten characters and those generated by the generator. A well-calibrated discriminator loss is crucial for the GAN to produce realistic handwritten characters.
• Significance:
  • Smaller Values: Discriminator is effectively distinguishing between real and fake handwritten characters.
  • Larger Values: Discriminator is struggling to differentiate between real and fake handwritten characters.

G loss:

• Measures how well the generator is performing by evaluating how well it can fool the discriminator into classifying fake handwritten characters as real.
• Helps in training the generator to produce high-quality and realistic handwritten characters. By minimizing this loss, the generator learns to create handwritten characters that are increasingly difficult for the discriminator to distinguish from real ones.
• Significance:
  • Smaller Values: Indicate that the generator is effectively fooling the discriminator which is the goal.
  • Larger Values: Suggest that the generator is not successfully fooling the discriminator.

D accuracy:

• Measures how accurately the discriminator classifies real and fake handwritten characters.
• Provides insight into the performance of the discriminator on the EMNIST dataset, indicating how well it differentiates between real and generated handwritten characters.
• Significance:
  • Larger Values: Indicate that the discriminator is accurately classifying real and fake handwritten characters.
  • Smaller Values: Suggest that the discriminator is not performing well, either because it is not distinguishing real from fake handwritten characters effectively or because the generator has become very effective at creating realistic handwritten characters.

D KL divergence:

• Measure how the discriminator’s predictions (probability distributions) deviate from the true labels (real vs. fake).
• Significance:
  • Smaller Values: Discriminator is accurately classifying real vs. fake handwritten characters.

G KL divergence:

• Measure how the distribution of generated images deviates from the true data distribution.
• Access how well the generator’s outputs match the real data distribution of handwritten characters and how the discriminator’s probability distributions align with true labels.
• Significance:
  • Smaller Values: Generator is producing characters that closely match the real characters in the dataset. .

FID Score:

• Measures the quality of generated images by comparing the distribution of generated handwritten characters to the distribution of real handwritten characters. It uses features extracted by a pre-trained Inception network.
• Provides a quantitative measure of how realistic the generated handwritten characters are compared to real ones. Lower FID scores indicate better quality of generated handwritten characters.
• Significance:
  • Smaller Values: Indicate better quality of generated handwritten characters. A lower FID score means that the generated handwritten characters are more similar to the real handwritten characters in terms of their feature distributions, which implies higher quality.
  • Larger Values: Suggest worse quality of generated handwritten characters. Higher FID scores mean that the generated handwritten characters are less similar to the real handwritten characters, indicating poorer performance of the generator.

TLDR

• Discriminator Loss (D Loss):
  • Smaller values are generally better, indicating effective differentiation. However, if too small, the generator may need improvement.
• Generator Loss (G Loss):
  • Smaller values are better, as they indicate that the generator is successfully creating realistic handwritten characters.
• Discriminator Accuracy (D Accuracy):
  • Larger values are better, showing that the discriminator is effectively distinguishing between real and generated characters.
• KL Divergence (Kullback-Leibler Divergence):
  • Smaller values are better, indicating that the generated characters’ distribution is close to the real characters’ distribution.
• FID Score (Fréchet Inception Distance):
  • Smaller values are better, indicating that the generated handwritten characters are of higher quality and closely resemble real characters.

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DCGAN Model

DCGAN (Deep Convolutional Generative Adversarial Network) is a type of Generative Adversarial Network (GAN) that uses deep convolutional networks in both the generator and discriminator.

Why did we choose to train this model:

• Image Generation:
  • DCGANs can generate high-quality images, which is beneficial if you want to generate more samples of handwritten characters or digits.
• High Resolution:
  • DCGANs are capable of producing reasonably high-resolution images, which can be useful if you need detailed character images.
• Versatility:
  • Since EMNIST includes various types of handwritten characters, DCGANs can help explore different classes by generating samples for each class.
• Training Stability:
  • The architecture improvements of DCGANs, such as using batch normalization and ReLU activations, help stabilize training and improve convergence compared to other GAN models.

Weaknesses:

• Lack of Control over Output:
  • DCGANs in their original form do not incorporate labels directly into the generation process. They also do not provide an easy way to control the attributes of the generated images, making it difficult to generate images with specific desired characteristics. This limitation can be problematic when there's a need to generate images with certain features or conditions, such as specific class of handwritten characters which we will encounter later on.

# Define KL divergence metric
def kl_divergence(y_true, y_pred):
    y_true = K.clip(y_true, K.epsilon(), 1)
    y_pred = K.clip(y_pred, K.epsilon(), 1)
    return K.sum(y_true * K.log(y_true / y_pred), axis=-1)

class DCGAN:
    def __init__(self, rows, cols, channels, z=100):
        self.img_rows = rows
        self.img_cols = cols
        self.channels = channels
        self.img_shape = (self.img_rows, self.img_cols, self.channels)
        self.latent_dim = z

        optimizer = Adam(learning_rate=0.0002, beta_1=0.5)

        self.discriminator = self.build_discriminator()
        self.discriminator.compile(loss='binary_crossentropy', optimizer=optimizer, metrics=['accuracy', kl_divergence])

        self.generator = self.build_generator()

        z = Input(shape=(self.latent_dim,))
        img = self.generator(z)

        self.discriminator.trainable = False
        valid = self.discriminator(img)

        self.combined = Model(z, valid)
        self.combined.compile(loss='binary_crossentropy', optimizer=optimizer, metrics=[kl_divergence])

    def build_generator(self):
        model = Sequential(name='Generator')
        model.add(Dense(128 * 7 * 7, activation="relu", input_dim=self.latent_dim))
        model.add(Reshape((7, 7, 128)))
        model.add(Conv2DTranspose(128, (4, 4), strides=(2, 2), padding='same'))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Conv2DTranspose(128, (4, 4), strides=(2, 2), padding='same'))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Conv2D(self.channels, kernel_size=7, padding="same", activation='sigmoid'))

        model.summary()

        noise = Input(shape=(self.latent_dim,))
        img = model(noise)
        return Model(noise, img)

    def build_discriminator(self):
        model = Sequential(name='Discriminator')
        model.add(Conv2D(128, kernel_size=3, strides=2, input_shape=self.img_shape, padding="same"))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dropout(0.4))
        model.add(Conv2D(128, kernel_size=3, strides=2, padding="same"))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dropout(0.4))
        model.add(Flatten())
        model.add(Dense(1, activation='sigmoid'))

        model.summary()

        img = Input(shape=self.img_shape)
        validity = model(img)
        return Model(img, validity)

    def calculate_fid(self, real_images, generated_images):
        real_images_resized = np.array([resize(img, (75, 75, self.channels), anti_aliasing=True) for img in real_images])
        generated_images_resized = np.array([resize(img, (75, 75, self.channels), anti_aliasing=True) for img in generated_images])

        if self.channels == 1:
            real_images_rgb = np.concatenate([real_images_resized] * 3, axis=-1)
            generated_images_rgb = np.concatenate([generated_images_resized] * 3, axis=-1)
        else:
            real_images_rgb = real_images_resized
            generated_images_rgb = generated_images_resized

        model = InceptionV3(include_top=False, pooling='avg', input_shape=(75, 75, 3))
        
        real_images_rgb = preprocess_input(real_images_rgb)
        generated_images_rgb = preprocess_input(generated_images_rgb)
        
        real_activations = model.predict(real_images_rgb)
        generated_activations = model.predict(generated_images_rgb)

        mu_real, sigma_real = real_activations.mean(axis=0), np.cov(real_activations, rowvar=False)
        mu_gen, sigma_gen = generated_activations.mean(axis=0), np.cov(generated_activations, rowvar=False)

        ssdiff = np.sum((mu_real - mu_gen) ** 2.0)
        sqrt_sigma = sqrtm(sigma_real.dot(sigma_gen))
        if np.iscomplexobj(sqrt_sigma):
            sqrt_sigma = sqrt_sigma.real
        fid = ssdiff + np.trace(sigma_real + sigma_gen - 2.0 * sqrt_sigma)

        return fid

    def train(self, balanced_X, epochs, batch_size=128, save_interval=50):
        X_train = balanced_X

        X_train = X_train.reshape(-1, self.img_rows, self.img_cols, self.channels)

        valid = np.ones((batch_size, 1))
        fake = np.zeros((batch_size, 1))

        d_losses = []
        g_losses = []
        d_accuracies = []
        kl_divergences_d = []
        kl_divergences_g = []
        fid_scores = []

        for epoch in range(epochs):
            idx = np.random.randint(0, X_train.shape[0], batch_size)
            imgs = X_train[idx]

            noise = np.random.normal(0, 1, (batch_size, self.latent_dim))
            gen_imgs = self.generator.predict(noise)

            d_loss_real = self.discriminator.train_on_batch(imgs, valid)
            d_loss_fake = self.discriminator.train_on_batch(gen_imgs, fake)
            d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)

            g_loss = self.combined.train_on_batch(noise, valid)

            if epoch % save_interval == 0:
                fid_score = self.calculate_fid(imgs, gen_imgs)
                fid_scores.append(fid_score)

            print("%d [D loss: %f, acc.: %.2f%%, KL div.: %f] [G loss: %f, KL div.: %f, FID: %f]" % (
                epoch, d_loss[0], 100 * d_loss[1], d_loss[2], g_loss[0], g_loss[1], fid_score if epoch % save_interval == 0 else 0))

            if epoch % save_interval == 0:
                self.save_imgs(epoch)
                d_losses.append(d_loss[0])
                g_losses.append(g_loss[0])
                d_accuracies.append(100 * d_loss[1])
                kl_divergences_d.append(d_loss[2])
                kl_divergences_g.append(g_loss[1])

        self.print_final_metrics(d_losses, g_losses, d_accuracies, kl_divergences_d, kl_divergences_g, fid_scores)
        self.plot_losses(d_losses, g_losses, save_interval)
        self.plot_accuracy(d_accuracies, save_interval)
        self.plot_kl_divergence(kl_divergences_d, kl_divergences_g, save_interval)
        self.plot_fid(fid_scores, save_interval)

    def save_imgs(self, epoch):
        r, c = 5, 5
        noise = np.random.normal(0, 1, (r * c, self.latent_dim))
        gen_imgs = self.generator.predict(noise)
        
        gen_imgs_resized = np.array([resize(img, (75, 75, self.channels), anti_aliasing=True) for img in gen_imgs])

        fig, axs = plt.subplots(r, c)
        cnt = 0
        for i in range(r):
            for j in range(c):
                axs[i, j].imshow(gen_imgs_resized[cnt, :, :, 0], cmap='gray')
                axs[i, j].axis('off')
                cnt += 1
        os.makedirs('generated_DCGAN', exist_ok=True)
        fig.savefig("generated_DCGAN/DCGAN_mnist_{:d}.png".format(epoch))
        plt.close()

    def print_final_metrics(self, d_losses, g_losses, d_accuracies, kl_divergences_d, kl_divergences_g, fid_scores):
        print("\nFinal metrics:")
        print(f"Final D loss: {d_losses[-1] if d_losses else 'No data'}")
        print(f"Final G loss: {g_losses[-1] if g_losses else 'No data'}")
        print(f"Final D accuracy: {d_accuracies[-1] if d_accuracies else 'No data'}%")
        print(f"Final D KL Divergence: {kl_divergences_d[-1] if kl_divergences_d else 'No data'}")
        print(f"Final G KL Divergence: {kl_divergences_g[-1] if kl_divergences_g else 'No data'}")
        print(f"Final FID: {fid_scores[-1] if fid_scores else 'No data'}")

    def plot_losses(self, d_losses, g_losses, save_interval):
        epochs_range = range(0, len(d_losses) * save_interval, save_interval)
        plt.figure(figsize=(10, 5))
        plt.plot(epochs_range, d_losses, label="Discriminator Loss")
        plt.plot(epochs_range, g_losses, label="Generator Loss")
        plt.title("Losses")
        plt.xlabel("Epochs")
        plt.ylabel("Loss")
        plt.legend()
        plt.show()

    def plot_accuracy(self, d_accuracies, save_interval):
        epochs_range = range(0, len(d_accuracies) * save_interval, save_interval)
        plt.figure(figsize=(10, 5))
        plt.plot(epochs_range, d_accuracies, label="Discriminator Accuracy")
        plt.title("Discriminator Accuracy")
        plt.xlabel("Epochs")
        plt.ylabel("Accuracy (%)")
        plt.legend()
        plt.show()

    def plot_kl_divergence(self, kl_divergences_d, kl_divergences_g, save_interval):
        epochs_range = range(0, len(kl_divergences_d) * save_interval, save_interval)
        plt.figure(figsize=(10, 5))
        plt.plot(epochs_range, kl_divergences_d, label="Discriminator KL Divergence")
        plt.plot(epochs_range, kl_divergences_g, label="Generator KL Divergence")
        plt.title("KL Divergence")
        plt.xlabel("Epochs")
        plt.ylabel("KL Divergence")
        plt.legend()
        plt.show()

    def plot_fid(self, fid_scores, save_interval):
        epochs_range = range(0, len(fid_scores) * save_interval, save_interval)
        plt.figure(figsize=(10, 5))
        plt.plot(epochs_range, fid_scores, label="FID Score")
        plt.title("FID Score")
        plt.xlabel("Epochs")
        plt.ylabel("FID Score")
        plt.legend()
        plt.show()

Running the DCGAN Model

# Instantiate and train the DCGAN model
dcgan = DCGAN(28, 28, 1)
dcgan.train(balanced_X, epochs=8001, batch_size=128, save_interval=100)

Model: "Discriminator"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv2d_1713 (Conv2D)        (None, 14, 14, 128)       1280      
                                                                 
 leaky_re_lu_24 (LeakyReLU)  (None, 14, 14, 128)       0         
                                                                 
 dropout_12 (Dropout)        (None, 14, 14, 128)       0         
                                                                 
 conv2d_1714 (Conv2D)        (None, 7, 7, 128)         147584    
                                                                 
 leaky_re_lu_25 (LeakyReLU)  (None, 7, 7, 128)         0         
                                                                 
 dropout_13 (Dropout)        (None, 7, 7, 128)         0         
                                                                 
 flatten_9 (Flatten)         (None, 6272)              0         
                                                                 
 dense_16 (Dense)            (None, 1)                 6273      
                                                                 
=================================================================
Total params: 155,137
Trainable params: 155,137
Non-trainable params: 0
_________________________________________________________________
Model: "Generator"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense_17 (Dense)            (None, 6272)              633472    
                                                                 
 reshape_7 (Reshape)         (None, 7, 7, 128)         0         
                                                                 
 conv2d_transpose_12 (Conv2D  (None, 14, 14, 128)      262272    
 Transpose)                                                      
                                                                 
 leaky_re_lu_26 (LeakyReLU)  (None, 14, 14, 128)       0         
                                                                 
 conv2d_transpose_13 (Conv2D  (None, 28, 28, 128)      262272    
 Transpose)                                                      
                                                                 
 leaky_re_lu_27 (LeakyReLU)  (None, 28, 28, 128)       0         
                                                                 
 conv2d_1715 (Conv2D)        (None, 28, 28, 1)         6273      
                                                                 
=================================================================
Total params: 1,164,289
Trainable params: 1,164,289
Non-trainable params: 0
_________________________________________________________________
4/4 [==============================] - 0s 60ms/step
4/4 [==============================] - 1s 120ms/step
4/4 [==============================] - 0s 24ms/step
0 [D loss: 0.710607, acc.: 26.17%, KL div.: 0.350044] [G loss: 0.686486, KL div.: 0.686486, FID: 323.562163]
1/1 [==============================] - 0s 62ms/step
4/4 [==============================] - 0s 31ms/step
1 [D loss: 0.696694, acc.: 45.31%, KL div.: 0.344887] [G loss: 0.714801, KL div.: 0.714801, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
2 [D loss: 0.681479, acc.: 69.92%, KL div.: 0.345427] [G loss: 0.746928, KL div.: 0.746928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3 [D loss: 0.662740, acc.: 78.52%, KL div.: 0.343838] [G loss: 0.787044, KL div.: 0.787044, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4 [D loss: 0.648437, acc.: 78.91%, KL div.: 0.345137] [G loss: 0.828254, KL div.: 0.828254, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5 [D loss: 0.632200, acc.: 85.16%, KL div.: 0.341352] [G loss: 0.862217, KL div.: 0.862217, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6 [D loss: 0.620222, acc.: 82.42%, KL div.: 0.341562] [G loss: 0.894472, KL div.: 0.894472, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7 [D loss: 0.609857, acc.: 86.72%, KL div.: 0.337502] [G loss: 0.907623, KL div.: 0.907622, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
8 [D loss: 0.612216, acc.: 86.72%, KL div.: 0.334491] [G loss: 0.879610, KL div.: 0.879610, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
9 [D loss: 0.618277, acc.: 93.75%, KL div.: 0.323975] [G loss: 0.825907, KL div.: 0.825907, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
10 [D loss: 0.624106, acc.: 96.48%, KL div.: 0.307664] [G loss: 0.764088, KL div.: 0.764088, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
11 [D loss: 0.623408, acc.: 100.00%, KL div.: 0.287697] [G loss: 0.720970, KL div.: 0.720970, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
12 [D loss: 0.606417, acc.: 73.44%, KL div.: 0.259699] [G loss: 0.697857, KL div.: 0.697857, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
13 [D loss: 0.590277, acc.: 51.95%, KL div.: 0.239949] [G loss: 0.689435, KL div.: 0.689435, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
14 [D loss: 0.567374, acc.: 50.00%, KL div.: 0.215747] [G loss: 0.686854, KL div.: 0.686854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
15 [D loss: 0.534257, acc.: 50.39%, KL div.: 0.183099] [G loss: 0.687497, KL div.: 0.687497, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
16 [D loss: 0.515198, acc.: 50.39%, KL div.: 0.164756] [G loss: 0.688859, KL div.: 0.688859, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
17 [D loss: 0.488355, acc.: 50.39%, KL div.: 0.139122] [G loss: 0.691318, KL div.: 0.691318, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
18 [D loss: 0.459521, acc.: 57.81%, KL div.: 0.111851] [G loss: 0.694719, KL div.: 0.694719, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
19 [D loss: 0.439620, acc.: 87.11%, KL div.: 0.093777] [G loss: 0.698233, KL div.: 0.698233, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
20 [D loss: 0.417064, acc.: 100.00%, KL div.: 0.073327] [G loss: 0.702350, KL div.: 0.702350, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
21 [D loss: 0.402908, acc.: 100.00%, KL div.: 0.061373] [G loss: 0.706545, KL div.: 0.706545, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
22 [D loss: 0.399244, acc.: 100.00%, KL div.: 0.060006] [G loss: 0.712589, KL div.: 0.712589, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
23 [D loss: 0.381462, acc.: 100.00%, KL div.: 0.044789] [G loss: 0.718103, KL div.: 0.718103, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
24 [D loss: 0.370453, acc.: 100.00%, KL div.: 0.037182] [G loss: 0.726304, KL div.: 0.726304, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
25 [D loss: 0.363244, acc.: 100.00%, KL div.: 0.034015] [G loss: 0.736341, KL div.: 0.736341, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
26 [D loss: 0.354890, acc.: 100.00%, KL div.: 0.030262] [G loss: 0.746779, KL div.: 0.746779, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
27 [D loss: 0.344879, acc.: 100.00%, KL div.: 0.026276] [G loss: 0.762326, KL div.: 0.762326, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
28 [D loss: 0.332842, acc.: 100.00%, KL div.: 0.021129] [G loss: 0.782290, KL div.: 0.782290, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
29 [D loss: 0.323368, acc.: 100.00%, KL div.: 0.020479] [G loss: 0.805678, KL div.: 0.805678, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
30 [D loss: 0.310306, acc.: 100.00%, KL div.: 0.017622] [G loss: 0.833658, KL div.: 0.833658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
31 [D loss: 0.299429, acc.: 100.00%, KL div.: 0.018722] [G loss: 0.871668, KL div.: 0.871668, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
32 [D loss: 0.281487, acc.: 100.00%, KL div.: 0.015002] [G loss: 0.914853, KL div.: 0.914853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
33 [D loss: 0.263548, acc.: 100.00%, KL div.: 0.013040] [G loss: 0.971534, KL div.: 0.971534, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
34 [D loss: 0.249361, acc.: 100.00%, KL div.: 0.015693] [G loss: 1.032190, KL div.: 1.032190, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
35 [D loss: 0.227064, acc.: 100.00%, KL div.: 0.013825] [G loss: 1.108259, KL div.: 1.108259, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
36 [D loss: 0.205519, acc.: 100.00%, KL div.: 0.011928] [G loss: 1.204601, KL div.: 1.204601, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
37 [D loss: 0.182102, acc.: 100.00%, KL div.: 0.010094] [G loss: 1.314841, KL div.: 1.314841, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
38 [D loss: 0.162326, acc.: 100.00%, KL div.: 0.010828] [G loss: 1.430001, KL div.: 1.430001, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
39 [D loss: 0.142503, acc.: 100.00%, KL div.: 0.011299] [G loss: 1.555771, KL div.: 1.555771, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
40 [D loss: 0.125542, acc.: 100.00%, KL div.: 0.011448] [G loss: 1.695806, KL div.: 1.695806, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
41 [D loss: 0.109721, acc.: 100.00%, KL div.: 0.012280] [G loss: 1.834050, KL div.: 1.834050, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
42 [D loss: 0.095105, acc.: 99.61%, KL div.: 0.011898] [G loss: 1.970319, KL div.: 1.970319, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
43 [D loss: 0.081831, acc.: 100.00%, KL div.: 0.010362] [G loss: 2.126095, KL div.: 2.126095, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
44 [D loss: 0.066007, acc.: 100.00%, KL div.: 0.005735] [G loss: 2.281976, KL div.: 2.281976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
45 [D loss: 0.060878, acc.: 100.00%, KL div.: 0.008735] [G loss: 2.423732, KL div.: 2.423732, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
46 [D loss: 0.055773, acc.: 100.00%, KL div.: 0.010734] [G loss: 2.550461, KL div.: 2.550461, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
47 [D loss: 0.047462, acc.: 100.00%, KL div.: 0.008428] [G loss: 2.684691, KL div.: 2.684691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
48 [D loss: 0.049506, acc.: 100.00%, KL div.: 0.014509] [G loss: 2.788059, KL div.: 2.788059, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
49 [D loss: 0.040199, acc.: 100.00%, KL div.: 0.009307] [G loss: 2.911556, KL div.: 2.911556, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
50 [D loss: 0.038124, acc.: 100.00%, KL div.: 0.010267] [G loss: 3.001901, KL div.: 3.001901, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
51 [D loss: 0.035540, acc.: 100.00%, KL div.: 0.010307] [G loss: 3.102105, KL div.: 3.102105, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
52 [D loss: 0.032209, acc.: 100.00%, KL div.: 0.008884] [G loss: 3.167562, KL div.: 3.167562, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
53 [D loss: 0.030292, acc.: 100.00%, KL div.: 0.008484] [G loss: 3.218575, KL div.: 3.218575, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
54 [D loss: 0.039018, acc.: 99.61%, KL div.: 0.010480] [G loss: 2.957077, KL div.: 2.957077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
55 [D loss: 1.792505, acc.: 50.00%, KL div.: 0.006211] [G loss: 0.191685, KL div.: 0.191685, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
56 [D loss: 3.696381, acc.: 49.22%, KL div.: 0.023066] [G loss: 0.027588, KL div.: 0.027588, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
57 [D loss: 1.620499, acc.: 46.88%, KL div.: 0.099921] [G loss: 0.665254, KL div.: 0.665254, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
58 [D loss: 0.534937, acc.: 76.95%, KL div.: 0.335054] [G loss: 2.272134, KL div.: 2.272134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
59 [D loss: 0.481923, acc.: 69.14%, KL div.: 0.428708] [G loss: 2.670776, KL div.: 2.670776, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
60 [D loss: 0.417119, acc.: 75.78%, KL div.: 0.366903] [G loss: 2.506142, KL div.: 2.506142, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
61 [D loss: 0.306199, acc.: 88.67%, KL div.: 0.247112] [G loss: 2.402123, KL div.: 2.402123, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
62 [D loss: 0.262344, acc.: 92.19%, KL div.: 0.201203] [G loss: 2.475431, KL div.: 2.475431, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
63 [D loss: 0.235986, acc.: 95.31%, KL div.: 0.168302] [G loss: 2.462583, KL div.: 2.462583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
64 [D loss: 0.212221, acc.: 97.66%, KL div.: 0.140803] [G loss: 2.465363, KL div.: 2.465363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
65 [D loss: 0.209361, acc.: 97.27%, KL div.: 0.136205] [G loss: 2.583583, KL div.: 2.583583, FID: 0.000000]
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66 [D loss: 0.223769, acc.: 96.88%, KL div.: 0.141367] [G loss: 2.409640, KL div.: 2.409640, FID: 0.000000]
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67 [D loss: 0.237582, acc.: 97.66%, KL div.: 0.125766] [G loss: 2.033700, KL div.: 2.033700, FID: 0.000000]
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68 [D loss: 0.299379, acc.: 95.70%, KL div.: 0.144759] [G loss: 1.428260, KL div.: 1.428260, FID: 0.000000]
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69 [D loss: 0.282159, acc.: 97.27%, KL div.: 0.122003] [G loss: 1.351143, KL div.: 1.351143, FID: 0.000000]
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70 [D loss: 0.294123, acc.: 96.09%, KL div.: 0.114671] [G loss: 1.251192, KL div.: 1.251192, FID: 0.000000]
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71 [D loss: 0.403447, acc.: 91.41%, KL div.: 0.122434] [G loss: 0.942770, KL div.: 0.942770, FID: 0.000000]
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72 [D loss: 0.387090, acc.: 87.11%, KL div.: 0.088879] [G loss: 1.175663, KL div.: 1.175663, FID: 0.000000]
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73 [D loss: 0.408959, acc.: 86.33%, KL div.: 0.125519] [G loss: 1.037012, KL div.: 1.037012, FID: 0.000000]
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74 [D loss: 0.415927, acc.: 90.23%, KL div.: 0.142600] [G loss: 0.969988, KL div.: 0.969988, FID: 0.000000]
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75 [D loss: 0.516410, acc.: 70.31%, KL div.: 0.167902] [G loss: 0.838399, KL div.: 0.838399, FID: 0.000000]
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76 [D loss: 0.619194, acc.: 56.25%, KL div.: 0.146590] [G loss: 0.825470, KL div.: 0.825470, FID: 0.000000]
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77 [D loss: 0.608918, acc.: 57.42%, KL div.: 0.170765] [G loss: 0.852332, KL div.: 0.852332, FID: 0.000000]
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78 [D loss: 0.670767, acc.: 49.22%, KL div.: 0.238772] [G loss: 0.810602, KL div.: 0.810602, FID: 0.000000]
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79 [D loss: 0.729603, acc.: 43.75%, KL div.: 0.286471] [G loss: 0.810088, KL div.: 0.810088, FID: 0.000000]
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80 [D loss: 0.706429, acc.: 47.66%, KL div.: 0.333056] [G loss: 0.909126, KL div.: 0.909126, FID: 0.000000]
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81 [D loss: 0.669751, acc.: 65.23%, KL div.: 0.356009] [G loss: 0.961976, KL div.: 0.961976, FID: 0.000000]
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82 [D loss: 0.638135, acc.: 71.48%, KL div.: 0.343423] [G loss: 0.997869, KL div.: 0.997869, FID: 0.000000]
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83 [D loss: 0.575942, acc.: 80.47%, KL div.: 0.297896] [G loss: 1.060176, KL div.: 1.060176, FID: 0.000000]
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84 [D loss: 0.503922, acc.: 87.11%, KL div.: 0.254075] [G loss: 1.175865, KL div.: 1.175865, FID: 0.000000]
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85 [D loss: 0.482585, acc.: 87.50%, KL div.: 0.266091] [G loss: 1.221957, KL div.: 1.221957, FID: 0.000000]
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86 [D loss: 0.437900, acc.: 90.23%, KL div.: 0.235325] [G loss: 1.268991, KL div.: 1.268991, FID: 0.000000]
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87 [D loss: 0.400652, acc.: 92.97%, KL div.: 0.211077] [G loss: 1.330211, KL div.: 1.330211, FID: 0.000000]
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88 [D loss: 0.384761, acc.: 94.53%, KL div.: 0.202466] [G loss: 1.346756, KL div.: 1.346756, FID: 0.000000]
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89 [D loss: 0.328040, acc.: 96.09%, KL div.: 0.164908] [G loss: 1.458798, KL div.: 1.458798, FID: 0.000000]
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90 [D loss: 0.314453, acc.: 96.48%, KL div.: 0.167863] [G loss: 1.555252, KL div.: 1.555252, FID: 0.000000]
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91 [D loss: 0.283094, acc.: 97.27%, KL div.: 0.149579] [G loss: 1.567955, KL div.: 1.567955, FID: 0.000000]
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92 [D loss: 0.278916, acc.: 96.48%, KL div.: 0.149837] [G loss: 1.559170, KL div.: 1.559170, FID: 0.000000]
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93 [D loss: 0.248232, acc.: 98.05%, KL div.: 0.124110] [G loss: 1.586303, KL div.: 1.586303, FID: 0.000000]
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94 [D loss: 0.211495, acc.: 98.83%, KL div.: 0.092833] [G loss: 1.632915, KL div.: 1.632915, FID: 0.000000]
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95 [D loss: 0.215779, acc.: 98.44%, KL div.: 0.103362] [G loss: 1.670969, KL div.: 1.670969, FID: 0.000000]
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96 [D loss: 0.187168, acc.: 98.83%, KL div.: 0.080280] [G loss: 1.728928, KL div.: 1.728928, FID: 0.000000]
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97 [D loss: 0.185462, acc.: 99.22%, KL div.: 0.083372] [G loss: 1.777200, KL div.: 1.777200, FID: 0.000000]
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98 [D loss: 0.162456, acc.: 100.00%, KL div.: 0.065842] [G loss: 1.822683, KL div.: 1.822683, FID: 0.000000]
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99 [D loss: 0.152505, acc.: 100.00%, KL div.: 0.059212] [G loss: 1.857212, KL div.: 1.857212, FID: 0.000000]
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100 [D loss: 0.156197, acc.: 99.61%, KL div.: 0.068120] [G loss: 1.874664, KL div.: 1.874664, FID: 260.811270]
1/1 [==============================] - 0s 21ms/step
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101 [D loss: 0.148613, acc.: 100.00%, KL div.: 0.061850] [G loss: 1.938476, KL div.: 1.938476, FID: 0.000000]
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102 [D loss: 0.147838, acc.: 98.83%, KL div.: 0.064932] [G loss: 1.969278, KL div.: 1.969278, FID: 0.000000]
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103 [D loss: 0.138876, acc.: 99.61%, KL div.: 0.060097] [G loss: 2.012845, KL div.: 2.012845, FID: 0.000000]
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104 [D loss: 0.125681, acc.: 98.83%, KL div.: 0.052322] [G loss: 2.053599, KL div.: 2.053599, FID: 0.000000]
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105 [D loss: 0.122011, acc.: 100.00%, KL div.: 0.049453] [G loss: 2.068084, KL div.: 2.068084, FID: 0.000000]
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106 [D loss: 0.141530, acc.: 98.83%, KL div.: 0.069299] [G loss: 2.052254, KL div.: 2.052254, FID: 0.000000]
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107 [D loss: 0.115836, acc.: 100.00%, KL div.: 0.045936] [G loss: 2.088279, KL div.: 2.088279, FID: 0.000000]
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108 [D loss: 0.112309, acc.: 99.61%, KL div.: 0.043822] [G loss: 2.111722, KL div.: 2.111722, FID: 0.000000]
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109 [D loss: 0.099158, acc.: 100.00%, KL div.: 0.030662] [G loss: 2.136808, KL div.: 2.136808, FID: 0.000000]
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110 [D loss: 0.109576, acc.: 99.61%, KL div.: 0.042798] [G loss: 2.162872, KL div.: 2.162872, FID: 0.000000]
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111 [D loss: 0.113610, acc.: 99.61%, KL div.: 0.039542] [G loss: 2.099597, KL div.: 2.099597, FID: 0.000000]
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112 [D loss: 0.139441, acc.: 98.83%, KL div.: 0.044564] [G loss: 1.985077, KL div.: 1.985077, FID: 0.000000]
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113 [D loss: 0.240805, acc.: 93.36%, KL div.: 0.033725] [G loss: 1.603296, KL div.: 1.603296, FID: 0.000000]
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114 [D loss: 1.298028, acc.: 49.61%, KL div.: 0.061241] [G loss: 0.680956, KL div.: 0.680956, FID: 0.000000]
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115 [D loss: 3.064783, acc.: 44.14%, KL div.: 0.145849] [G loss: 0.344146, KL div.: 0.344146, FID: 0.000000]
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116 [D loss: 1.086877, acc.: 26.17%, KL div.: 0.681154] [G loss: 2.830872, KL div.: 2.830872, FID: 0.000000]
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117 [D loss: 1.672505, acc.: 3.91%, KL div.: 1.130582] [G loss: 1.270230, KL div.: 1.270230, FID: 0.000000]
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118 [D loss: 1.607668, acc.: 1.17%, KL div.: 1.083358] [G loss: 0.745873, KL div.: 0.745873, FID: 0.000000]
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119 [D loss: 1.419236, acc.: 3.12%, KL div.: 0.925019] [G loss: 0.647731, KL div.: 0.647731, FID: 0.000000]
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120 [D loss: 1.384160, acc.: 0.78%, KL div.: 0.777833] [G loss: 0.575494, KL div.: 0.575494, FID: 0.000000]
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121 [D loss: 1.249709, acc.: 2.34%, KL div.: 0.669830] [G loss: 0.694501, KL div.: 0.694501, FID: 0.000000]
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122 [D loss: 1.037010, acc.: 12.50%, KL div.: 0.623912] [G loss: 0.928451, KL div.: 0.928451, FID: 0.000000]
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123 [D loss: 0.927387, acc.: 34.38%, KL div.: 0.592559] [G loss: 0.959798, KL div.: 0.959798, FID: 0.000000]
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124 [D loss: 0.841148, acc.: 50.78%, KL div.: 0.548437] [G loss: 0.997818, KL div.: 0.997818, FID: 0.000000]
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125 [D loss: 0.774122, acc.: 54.30%, KL div.: 0.491848] [G loss: 0.964358, KL div.: 0.964358, FID: 0.000000]
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126 [D loss: 0.702669, acc.: 57.42%, KL div.: 0.416907] [G loss: 0.972896, KL div.: 0.972896, FID: 0.000000]
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127 [D loss: 0.666389, acc.: 67.19%, KL div.: 0.393644] [G loss: 1.051954, KL div.: 1.051954, FID: 0.000000]
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128 [D loss: 0.569661, acc.: 79.30%, KL div.: 0.324764] [G loss: 1.121133, KL div.: 1.121133, FID: 0.000000]
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129 [D loss: 0.528980, acc.: 83.20%, KL div.: 0.310057] [G loss: 1.208722, KL div.: 1.208722, FID: 0.000000]
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130 [D loss: 0.486734, acc.: 85.55%, KL div.: 0.289111] [G loss: 1.248242, KL div.: 1.248242, FID: 0.000000]
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131 [D loss: 0.452940, acc.: 87.11%, KL div.: 0.270857] [G loss: 1.329653, KL div.: 1.329653, FID: 0.000000]
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132 [D loss: 0.421179, acc.: 89.06%, KL div.: 0.251204] [G loss: 1.393685, KL div.: 1.393685, FID: 0.000000]
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133 [D loss: 0.387482, acc.: 91.80%, KL div.: 0.219821] [G loss: 1.410461, KL div.: 1.410461, FID: 0.000000]
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134 [D loss: 0.357311, acc.: 93.75%, KL div.: 0.200591] [G loss: 1.409600, KL div.: 1.409600, FID: 0.000000]
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135 [D loss: 0.362277, acc.: 94.53%, KL div.: 0.198771] [G loss: 1.428037, KL div.: 1.428037, FID: 0.000000]
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136 [D loss: 0.379623, acc.: 93.75%, KL div.: 0.186553] [G loss: 1.310153, KL div.: 1.310153, FID: 0.000000]
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137 [D loss: 0.450543, acc.: 86.33%, KL div.: 0.203387] [G loss: 1.196195, KL div.: 1.196195, FID: 0.000000]
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138 [D loss: 0.512510, acc.: 71.09%, KL div.: 0.175841] [G loss: 0.997553, KL div.: 0.997553, FID: 0.000000]
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139 [D loss: 0.713856, acc.: 50.78%, KL div.: 0.198664] [G loss: 0.827526, KL div.: 0.827526, FID: 0.000000]
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140 [D loss: 1.022226, acc.: 34.77%, KL div.: 0.285758] [G loss: 0.715703, KL div.: 0.715703, FID: 0.000000]
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141 [D loss: 1.010417, acc.: 24.22%, KL div.: 0.388049] [G loss: 1.029338, KL div.: 1.029338, FID: 0.000000]
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142 [D loss: 0.967485, acc.: 28.52%, KL div.: 0.605629] [G loss: 1.552442, KL div.: 1.552442, FID: 0.000000]
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143 [D loss: 0.938431, acc.: 49.61%, KL div.: 0.771172] [G loss: 1.786507, KL div.: 1.786507, FID: 0.000000]
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144 [D loss: 0.983986, acc.: 50.00%, KL div.: 0.796044] [G loss: 1.586465, KL div.: 1.586466, FID: 0.000000]
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145 [D loss: 0.937324, acc.: 48.05%, KL div.: 0.721143] [G loss: 1.331909, KL div.: 1.331909, FID: 0.000000]
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146 [D loss: 0.883587, acc.: 47.66%, KL div.: 0.642856] [G loss: 1.377494, KL div.: 1.377494, FID: 0.000000]
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147 [D loss: 0.866794, acc.: 47.66%, KL div.: 0.635417] [G loss: 1.293726, KL div.: 1.293726, FID: 0.000000]
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148 [D loss: 0.831080, acc.: 46.09%, KL div.: 0.586697] [G loss: 1.194304, KL div.: 1.194304, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
149 [D loss: 0.835556, acc.: 45.70%, KL div.: 0.574515] [G loss: 1.156440, KL div.: 1.156440, FID: 0.000000]
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150 [D loss: 0.819859, acc.: 46.48%, KL div.: 0.550913] [G loss: 1.110513, KL div.: 1.110513, FID: 0.000000]
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151 [D loss: 0.806569, acc.: 44.53%, KL div.: 0.533153] [G loss: 1.071660, KL div.: 1.071660, FID: 0.000000]
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152 [D loss: 0.818622, acc.: 45.31%, KL div.: 0.529581] [G loss: 1.027749, KL div.: 1.027749, FID: 0.000000]
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153 [D loss: 0.806721, acc.: 45.31%, KL div.: 0.506798] [G loss: 0.960959, KL div.: 0.960959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
154 [D loss: 0.820806, acc.: 36.33%, KL div.: 0.485221] [G loss: 0.874247, KL div.: 0.874247, FID: 0.000000]
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155 [D loss: 0.782518, acc.: 37.11%, KL div.: 0.426414] [G loss: 0.813508, KL div.: 0.813508, FID: 0.000000]
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156 [D loss: 0.816448, acc.: 31.64%, KL div.: 0.446731] [G loss: 0.783946, KL div.: 0.783946, FID: 0.000000]
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157 [D loss: 0.791073, acc.: 28.12%, KL div.: 0.424035] [G loss: 0.778427, KL div.: 0.778427, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
158 [D loss: 0.770369, acc.: 36.33%, KL div.: 0.415089] [G loss: 0.789089, KL div.: 0.789089, FID: 0.000000]
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159 [D loss: 0.689323, acc.: 58.20%, KL div.: 0.361089] [G loss: 0.837552, KL div.: 0.837552, FID: 0.000000]
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160 [D loss: 0.661772, acc.: 68.75%, KL div.: 0.356022] [G loss: 0.880406, KL div.: 0.880406, FID: 0.000000]
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161 [D loss: 0.619046, acc.: 75.78%, KL div.: 0.332636] [G loss: 0.913803, KL div.: 0.913803, FID: 0.000000]
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162 [D loss: 0.560888, acc.: 82.81%, KL div.: 0.297313] [G loss: 0.969172, KL div.: 0.969172, FID: 0.000000]
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163 [D loss: 0.539702, acc.: 86.72%, KL div.: 0.282385] [G loss: 1.007425, KL div.: 1.007425, FID: 0.000000]
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164 [D loss: 0.524137, acc.: 87.11%, KL div.: 0.279350] [G loss: 1.026369, KL div.: 1.026369, FID: 0.000000]
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165 [D loss: 0.486481, acc.: 93.36%, KL div.: 0.245382] [G loss: 1.035830, KL div.: 1.035830, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
166 [D loss: 0.478412, acc.: 93.75%, KL div.: 0.241450] [G loss: 1.030729, KL div.: 1.030729, FID: 0.000000]
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167 [D loss: 0.460798, acc.: 96.48%, KL div.: 0.217619] [G loss: 0.991873, KL div.: 0.991873, FID: 0.000000]
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168 [D loss: 0.474436, acc.: 96.09%, KL div.: 0.222407] [G loss: 0.971039, KL div.: 0.971039, FID: 0.000000]
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169 [D loss: 0.443683, acc.: 96.88%, KL div.: 0.193653] [G loss: 0.981754, KL div.: 0.981754, FID: 0.000000]
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170 [D loss: 0.434627, acc.: 96.09%, KL div.: 0.178635] [G loss: 0.960283, KL div.: 0.960283, FID: 0.000000]
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171 [D loss: 0.449231, acc.: 99.22%, KL div.: 0.193036] [G loss: 0.953214, KL div.: 0.953214, FID: 0.000000]
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172 [D loss: 0.432416, acc.: 97.66%, KL div.: 0.171788] [G loss: 0.931936, KL div.: 0.931936, FID: 0.000000]
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173 [D loss: 0.419559, acc.: 98.44%, KL div.: 0.160397] [G loss: 0.945820, KL div.: 0.945820, FID: 0.000000]
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174 [D loss: 0.421937, acc.: 99.22%, KL div.: 0.159375] [G loss: 0.928563, KL div.: 0.928563, FID: 0.000000]
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175 [D loss: 0.432839, acc.: 97.66%, KL div.: 0.158048] [G loss: 0.913721, KL div.: 0.913721, FID: 0.000000]
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176 [D loss: 0.434947, acc.: 97.66%, KL div.: 0.159605] [G loss: 0.897203, KL div.: 0.897203, FID: 0.000000]
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177 [D loss: 0.448662, acc.: 93.36%, KL div.: 0.150477] [G loss: 0.849562, KL div.: 0.849562, FID: 0.000000]
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178 [D loss: 0.489620, acc.: 77.73%, KL div.: 0.150279] [G loss: 0.772454, KL div.: 0.772454, FID: 0.000000]
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179 [D loss: 0.591181, acc.: 51.56%, KL div.: 0.164618] [G loss: 0.627823, KL div.: 0.627823, FID: 0.000000]
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180 [D loss: 0.674329, acc.: 49.22%, KL div.: 0.153417] [G loss: 0.542556, KL div.: 0.542556, FID: 0.000000]
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181 [D loss: 0.709486, acc.: 48.05%, KL div.: 0.164688] [G loss: 0.540433, KL div.: 0.540433, FID: 0.000000]
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182 [D loss: 0.712414, acc.: 47.66%, KL div.: 0.198036] [G loss: 0.619456, KL div.: 0.619456, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
183 [D loss: 0.685252, acc.: 46.88%, KL div.: 0.237056] [G loss: 0.750009, KL div.: 0.750009, FID: 0.000000]
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211 [D loss: 0.702988, acc.: 44.92%, KL div.: 0.292719] [G loss: 0.645773, KL div.: 0.645773, FID: 0.000000]
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212 [D loss: 0.658926, acc.: 49.22%, KL div.: 0.258003] [G loss: 0.654023, KL div.: 0.654023, FID: 0.000000]
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213 [D loss: 0.643985, acc.: 57.42%, KL div.: 0.252930] [G loss: 0.664954, KL div.: 0.664954, FID: 0.000000]
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214 [D loss: 0.620585, acc.: 57.81%, KL div.: 0.241340] [G loss: 0.677031, KL div.: 0.677031, FID: 0.000000]
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215 [D loss: 0.592012, acc.: 60.55%, KL div.: 0.219238] [G loss: 0.690218, KL div.: 0.690218, FID: 0.000000]
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216 [D loss: 0.563554, acc.: 71.09%, KL div.: 0.206738] [G loss: 0.710331, KL div.: 0.710331, FID: 0.000000]
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217 [D loss: 0.557185, acc.: 73.44%, KL div.: 0.201630] [G loss: 0.722093, KL div.: 0.722093, FID: 0.000000]
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218 [D loss: 0.540547, acc.: 77.34%, KL div.: 0.198668] [G loss: 0.762834, KL div.: 0.762834, FID: 0.000000]
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219 [D loss: 0.517235, acc.: 80.08%, KL div.: 0.189483] [G loss: 0.783935, KL div.: 0.783935, FID: 0.000000]
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220 [D loss: 0.510666, acc.: 82.03%, KL div.: 0.177235] [G loss: 0.781882, KL div.: 0.781882, FID: 0.000000]
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221 [D loss: 0.505255, acc.: 81.64%, KL div.: 0.186916] [G loss: 0.826864, KL div.: 0.826864, FID: 0.000000]
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222 [D loss: 0.494360, acc.: 82.81%, KL div.: 0.175305] [G loss: 0.837690, KL div.: 0.837690, FID: 0.000000]
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223 [D loss: 0.475481, acc.: 87.50%, KL div.: 0.172924] [G loss: 0.860073, KL div.: 0.860073, FID: 0.000000]
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224 [D loss: 0.486710, acc.: 89.84%, KL div.: 0.188882] [G loss: 0.875082, KL div.: 0.875082, FID: 0.000000]
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225 [D loss: 0.509156, acc.: 82.81%, KL div.: 0.203130] [G loss: 0.887497, KL div.: 0.887497, FID: 0.000000]
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226 [D loss: 0.520373, acc.: 82.42%, KL div.: 0.216187] [G loss: 0.927005, KL div.: 0.927005, FID: 0.000000]
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227 [D loss: 0.534407, acc.: 80.47%, KL div.: 0.216134] [G loss: 0.914726, KL div.: 0.914726, FID: 0.000000]
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228 [D loss: 0.562578, acc.: 74.22%, KL div.: 0.231860] [G loss: 0.932386, KL div.: 0.932386, FID: 0.000000]
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229 [D loss: 0.606459, acc.: 66.41%, KL div.: 0.251416] [G loss: 0.881045, KL div.: 0.881045, FID: 0.000000]
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230 [D loss: 0.700838, acc.: 48.44%, KL div.: 0.280705] [G loss: 0.857602, KL div.: 0.857602, FID: 0.000000]
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231 [D loss: 0.820055, acc.: 37.89%, KL div.: 0.320583] [G loss: 0.883910, KL div.: 0.883910, FID: 0.000000]
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232 [D loss: 0.764494, acc.: 38.67%, KL div.: 0.416057] [G loss: 1.173109, KL div.: 1.173109, FID: 0.000000]
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233 [D loss: 0.719329, acc.: 50.00%, KL div.: 0.498749] [G loss: 1.408979, KL div.: 1.408979, FID: 0.000000]
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234 [D loss: 0.728297, acc.: 50.78%, KL div.: 0.532284] [G loss: 1.442243, KL div.: 1.442243, FID: 0.000000]
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235 [D loss: 0.735404, acc.: 51.17%, KL div.: 0.533966] [G loss: 1.446872, KL div.: 1.446872, FID: 0.000000]
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236 [D loss: 0.727423, acc.: 51.95%, KL div.: 0.503665] [G loss: 1.257233, KL div.: 1.257233, FID: 0.000000]
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237 [D loss: 0.736025, acc.: 49.61%, KL div.: 0.485618] [G loss: 1.128389, KL div.: 1.128389, FID: 0.000000]
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238 [D loss: 0.723879, acc.: 48.44%, KL div.: 0.440797] [G loss: 1.017334, KL div.: 1.017334, FID: 0.000000]
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239 [D loss: 0.756133, acc.: 43.75%, KL div.: 0.441496] [G loss: 0.888885, KL div.: 0.888885, FID: 0.000000]
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240 [D loss: 0.791396, acc.: 37.50%, KL div.: 0.439790] [G loss: 0.821114, KL div.: 0.821114, FID: 0.000000]
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241 [D loss: 0.781882, acc.: 38.28%, KL div.: 0.415124] [G loss: 0.755177, KL div.: 0.755177, FID: 0.000000]
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242 [D loss: 0.837216, acc.: 23.44%, KL div.: 0.425233] [G loss: 0.683918, KL div.: 0.683918, FID: 0.000000]
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243 [D loss: 0.794904, acc.: 27.73%, KL div.: 0.393733] [G loss: 0.670840, KL div.: 0.670840, FID: 0.000000]
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244 [D loss: 0.803845, acc.: 30.08%, KL div.: 0.390850] [G loss: 0.635977, KL div.: 0.635977, FID: 0.000000]
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245 [D loss: 0.782981, acc.: 31.64%, KL div.: 0.373403] [G loss: 0.654607, KL div.: 0.654607, FID: 0.000000]
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246 [D loss: 0.782508, acc.: 34.77%, KL div.: 0.377700] [G loss: 0.652102, KL div.: 0.652102, FID: 0.000000]
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247 [D loss: 0.750552, acc.: 34.38%, KL div.: 0.345729] [G loss: 0.654759, KL div.: 0.654759, FID: 0.000000]
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248 [D loss: 0.731127, acc.: 43.75%, KL div.: 0.348513] [G loss: 0.692906, KL div.: 0.692906, FID: 0.000000]
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249 [D loss: 0.699801, acc.: 48.83%, KL div.: 0.322150] [G loss: 0.704924, KL div.: 0.704924, FID: 0.000000]
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250 [D loss: 0.674614, acc.: 60.16%, KL div.: 0.305850] [G loss: 0.730170, KL div.: 0.730170, FID: 0.000000]
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251 [D loss: 0.672001, acc.: 57.03%, KL div.: 0.304976] [G loss: 0.735645, KL div.: 0.735645, FID: 0.000000]
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252 [D loss: 0.654667, acc.: 62.50%, KL div.: 0.302886] [G loss: 0.768442, KL div.: 0.768442, FID: 0.000000]
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253 [D loss: 0.642163, acc.: 64.06%, KL div.: 0.294609] [G loss: 0.772935, KL div.: 0.772935, FID: 0.000000]
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254 [D loss: 0.619882, acc.: 69.53%, KL div.: 0.293164] [G loss: 0.818447, KL div.: 0.818447, FID: 0.000000]
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255 [D loss: 0.622679, acc.: 68.36%, KL div.: 0.283058] [G loss: 0.806775, KL div.: 0.806775, FID: 0.000000]
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256 [D loss: 0.617126, acc.: 70.70%, KL div.: 0.285569] [G loss: 0.838442, KL div.: 0.838442, FID: 0.000000]
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257 [D loss: 0.589984, acc.: 74.22%, KL div.: 0.276542] [G loss: 0.883551, KL div.: 0.883551, FID: 0.000000]
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258 [D loss: 0.583370, acc.: 75.78%, KL div.: 0.285504] [G loss: 0.909226, KL div.: 0.909226, FID: 0.000000]
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259 [D loss: 0.580216, acc.: 71.88%, KL div.: 0.276476] [G loss: 0.898858, KL div.: 0.898858, FID: 0.000000]
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260 [D loss: 0.587673, acc.: 71.48%, KL div.: 0.297788] [G loss: 0.950418, KL div.: 0.950418, FID: 0.000000]
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261 [D loss: 0.563261, acc.: 78.91%, KL div.: 0.278790] [G loss: 0.960286, KL div.: 0.960286, FID: 0.000000]
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262 [D loss: 0.545912, acc.: 81.64%, KL div.: 0.274065] [G loss: 0.974729, KL div.: 0.974729, FID: 0.000000]
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263 [D loss: 0.520737, acc.: 83.20%, KL div.: 0.273456] [G loss: 1.050123, KL div.: 1.050123, FID: 0.000000]
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264 [D loss: 0.522103, acc.: 79.69%, KL div.: 0.255257] [G loss: 1.028680, KL div.: 1.028680, FID: 0.000000]
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265 [D loss: 0.527970, acc.: 80.47%, KL div.: 0.273105] [G loss: 1.050350, KL div.: 1.050350, FID: 0.000000]
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266 [D loss: 0.528276, acc.: 80.86%, KL div.: 0.259091] [G loss: 1.011571, KL div.: 1.011571, FID: 0.000000]
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267 [D loss: 0.512383, acc.: 83.20%, KL div.: 0.253410] [G loss: 1.047320, KL div.: 1.047320, FID: 0.000000]
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268 [D loss: 0.539659, acc.: 77.34%, KL div.: 0.261699] [G loss: 0.989897, KL div.: 0.989897, FID: 0.000000]
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269 [D loss: 0.549390, acc.: 78.52%, KL div.: 0.268285] [G loss: 0.973579, KL div.: 0.973579, FID: 0.000000]
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270 [D loss: 0.539222, acc.: 78.12%, KL div.: 0.250652] [G loss: 0.945197, KL div.: 0.945197, FID: 0.000000]
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271 [D loss: 0.576165, acc.: 72.66%, KL div.: 0.270271] [G loss: 0.915098, KL div.: 0.915098, FID: 0.000000]
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272 [D loss: 0.594070, acc.: 68.36%, KL div.: 0.281208] [G loss: 0.867214, KL div.: 0.867214, FID: 0.000000]
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273 [D loss: 0.566646, acc.: 75.78%, KL div.: 0.262103] [G loss: 0.891694, KL div.: 0.891694, FID: 0.000000]
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274 [D loss: 0.607913, acc.: 67.58%, KL div.: 0.294572] [G loss: 0.867830, KL div.: 0.867830, FID: 0.000000]
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275 [D loss: 0.617197, acc.: 66.02%, KL div.: 0.283958] [G loss: 0.814823, KL div.: 0.814823, FID: 0.000000]
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276 [D loss: 0.601620, acc.: 66.41%, KL div.: 0.268282] [G loss: 0.792806, KL div.: 0.792806, FID: 0.000000]
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277 [D loss: 0.632104, acc.: 58.98%, KL div.: 0.283377] [G loss: 0.812754, KL div.: 0.812754, FID: 0.000000]
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278 [D loss: 0.624854, acc.: 62.11%, KL div.: 0.291071] [G loss: 0.808548, KL div.: 0.808548, FID: 0.000000]
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279 [D loss: 0.636647, acc.: 62.11%, KL div.: 0.280699] [G loss: 0.781827, KL div.: 0.781827, FID: 0.000000]
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280 [D loss: 0.672335, acc.: 54.30%, KL div.: 0.318276] [G loss: 0.776109, KL div.: 0.776109, FID: 0.000000]
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281 [D loss: 0.685335, acc.: 50.00%, KL div.: 0.322361] [G loss: 0.790817, KL div.: 0.790817, FID: 0.000000]
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282 [D loss: 0.720320, acc.: 41.80%, KL div.: 0.351556] [G loss: 0.804438, KL div.: 0.804438, FID: 0.000000]
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283 [D loss: 0.699899, acc.: 50.39%, KL div.: 0.339289] [G loss: 0.788271, KL div.: 0.788271, FID: 0.000000]
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284 [D loss: 0.727661, acc.: 46.48%, KL div.: 0.357220] [G loss: 0.833056, KL div.: 0.833056, FID: 0.000000]
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285 [D loss: 0.763597, acc.: 42.58%, KL div.: 0.396720] [G loss: 0.841680, KL div.: 0.841680, FID: 0.000000]
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286 [D loss: 0.771492, acc.: 42.19%, KL div.: 0.428603] [G loss: 0.857363, KL div.: 0.857363, FID: 0.000000]
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288 [D loss: 0.777349, acc.: 42.58%, KL div.: 0.426804] [G loss: 0.839457, KL div.: 0.839457, FID: 0.000000]
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289 [D loss: 0.807239, acc.: 37.50%, KL div.: 0.456382] [G loss: 0.872248, KL div.: 0.872248, FID: 0.000000]
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290 [D loss: 0.807027, acc.: 35.94%, KL div.: 0.457703] [G loss: 0.885413, KL div.: 0.885413, FID: 0.000000]
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291 [D loss: 0.762231, acc.: 44.53%, KL div.: 0.424617] [G loss: 0.869328, KL div.: 0.869328, FID: 0.000000]
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292 [D loss: 0.785239, acc.: 40.62%, KL div.: 0.453476] [G loss: 0.851867, KL div.: 0.851866, FID: 0.000000]
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293 [D loss: 0.783297, acc.: 42.97%, KL div.: 0.462670] [G loss: 0.875417, KL div.: 0.875417, FID: 0.000000]
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294 [D loss: 0.758260, acc.: 43.36%, KL div.: 0.432203] [G loss: 0.876778, KL div.: 0.876778, FID: 0.000000]
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295 [D loss: 0.794216, acc.: 38.67%, KL div.: 0.459399] [G loss: 0.862138, KL div.: 0.862138, FID: 0.000000]
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296 [D loss: 0.804256, acc.: 33.98%, KL div.: 0.454312] [G loss: 0.827829, KL div.: 0.827829, FID: 0.000000]
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297 [D loss: 0.787854, acc.: 42.19%, KL div.: 0.452100] [G loss: 0.838963, KL div.: 0.838963, FID: 0.000000]
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298 [D loss: 0.744952, acc.: 38.67%, KL div.: 0.403065] [G loss: 0.834723, KL div.: 0.834723, FID: 0.000000]
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299 [D loss: 0.763484, acc.: 39.84%, KL div.: 0.411522] [G loss: 0.794291, KL div.: 0.794291, FID: 0.000000]
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300 [D loss: 0.742867, acc.: 42.19%, KL div.: 0.405642] [G loss: 0.849145, KL div.: 0.849145, FID: 155.648675]
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301 [D loss: 0.756606, acc.: 42.19%, KL div.: 0.414549] [G loss: 0.840755, KL div.: 0.840755, FID: 0.000000]
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302 [D loss: 0.728265, acc.: 49.61%, KL div.: 0.398488] [G loss: 0.856215, KL div.: 0.856215, FID: 0.000000]
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303 [D loss: 0.742306, acc.: 44.53%, KL div.: 0.407807] [G loss: 0.853096, KL div.: 0.853096, FID: 0.000000]
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304 [D loss: 0.681013, acc.: 59.77%, KL div.: 0.371746] [G loss: 0.904117, KL div.: 0.904117, FID: 0.000000]
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305 [D loss: 0.688188, acc.: 58.59%, KL div.: 0.386726] [G loss: 0.906453, KL div.: 0.906453, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
306 [D loss: 0.668896, acc.: 62.50%, KL div.: 0.370542] [G loss: 0.908902, KL div.: 0.908902, FID: 0.000000]
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307 [D loss: 0.627698, acc.: 69.14%, KL div.: 0.348530] [G loss: 0.950436, KL div.: 0.950436, FID: 0.000000]
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308 [D loss: 0.596782, acc.: 75.00%, KL div.: 0.330529] [G loss: 0.977524, KL div.: 0.977524, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
309 [D loss: 0.591820, acc.: 75.00%, KL div.: 0.320438] [G loss: 0.958460, KL div.: 0.958460, FID: 0.000000]
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310 [D loss: 0.563137, acc.: 81.25%, KL div.: 0.300265] [G loss: 0.981603, KL div.: 0.981603, FID: 0.000000]
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311 [D loss: 0.563921, acc.: 80.86%, KL div.: 0.307574] [G loss: 0.999375, KL div.: 0.999375, FID: 0.000000]
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312 [D loss: 0.544248, acc.: 87.50%, KL div.: 0.277264] [G loss: 0.957088, KL div.: 0.957088, FID: 0.000000]
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313 [D loss: 0.527643, acc.: 90.62%, KL div.: 0.262668] [G loss: 0.951475, KL div.: 0.951475, FID: 0.000000]
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314 [D loss: 0.522400, acc.: 89.45%, KL div.: 0.258160] [G loss: 0.947519, KL div.: 0.947519, FID: 0.000000]
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315 [D loss: 0.505888, acc.: 93.36%, KL div.: 0.233975] [G loss: 0.914489, KL div.: 0.914489, FID: 0.000000]
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316 [D loss: 0.506717, acc.: 91.80%, KL div.: 0.225172] [G loss: 0.879853, KL div.: 0.879853, FID: 0.000000]
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317 [D loss: 0.503720, acc.: 93.36%, KL div.: 0.221863] [G loss: 0.900107, KL div.: 0.900107, FID: 0.000000]
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318 [D loss: 0.497268, acc.: 92.19%, KL div.: 0.207956] [G loss: 0.867545, KL div.: 0.867545, FID: 0.000000]
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319 [D loss: 0.496711, acc.: 92.19%, KL div.: 0.208008] [G loss: 0.884374, KL div.: 0.884374, FID: 0.000000]
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320 [D loss: 0.478619, acc.: 94.14%, KL div.: 0.187600] [G loss: 0.869078, KL div.: 0.869078, FID: 0.000000]
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321 [D loss: 0.463974, acc.: 94.53%, KL div.: 0.178681] [G loss: 0.880327, KL div.: 0.880327, FID: 0.000000]
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322 [D loss: 0.452399, acc.: 97.27%, KL div.: 0.170116] [G loss: 0.888649, KL div.: 0.888649, FID: 0.000000]
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323 [D loss: 0.444067, acc.: 96.88%, KL div.: 0.163398] [G loss: 0.890016, KL div.: 0.890016, FID: 0.000000]
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324 [D loss: 0.417431, acc.: 98.44%, KL div.: 0.153998] [G loss: 0.933106, KL div.: 0.933106, FID: 0.000000]
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325 [D loss: 0.407291, acc.: 99.22%, KL div.: 0.147563] [G loss: 0.953482, KL div.: 0.953482, FID: 0.000000]
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326 [D loss: 0.389689, acc.: 99.61%, KL div.: 0.138113] [G loss: 0.976632, KL div.: 0.976632, FID: 0.000000]
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327 [D loss: 0.372478, acc.: 99.61%, KL div.: 0.130521] [G loss: 1.013670, KL div.: 1.013670, FID: 0.000000]
4/4 [==============================] - 0s 43ms/step
328 [D loss: 0.360794, acc.: 99.61%, KL div.: 0.131490] [G loss: 1.037232, KL div.: 1.037232, FID: 0.000000]
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329 [D loss: 0.364709, acc.: 99.61%, KL div.: 0.141041] [G loss: 1.050107, KL div.: 1.050107, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
330 [D loss: 0.354783, acc.: 99.22%, KL div.: 0.127283] [G loss: 1.059756, KL div.: 1.059756, FID: 0.000000]
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331 [D loss: 0.324695, acc.: 99.22%, KL div.: 0.108397] [G loss: 1.089032, KL div.: 1.089031, FID: 0.000000]
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332 [D loss: 0.336500, acc.: 98.83%, KL div.: 0.113750] [G loss: 1.070127, KL div.: 1.070127, FID: 0.000000]
4/4 [==============================] - 0s 29ms/step
333 [D loss: 0.345967, acc.: 99.22%, KL div.: 0.121434] [G loss: 1.085553, KL div.: 1.085553, FID: 0.000000]
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334 [D loss: 0.342597, acc.: 98.83%, KL div.: 0.125357] [G loss: 1.109453, KL div.: 1.109453, FID: 0.000000]
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335 [D loss: 0.320910, acc.: 99.22%, KL div.: 0.108489] [G loss: 1.122734, KL div.: 1.122734, FID: 0.000000]
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336 [D loss: 0.338028, acc.: 98.44%, KL div.: 0.113708] [G loss: 1.107998, KL div.: 1.107998, FID: 0.000000]
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337 [D loss: 0.351633, acc.: 98.44%, KL div.: 0.120469] [G loss: 1.091577, KL div.: 1.091577, FID: 0.000000]
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338 [D loss: 0.345055, acc.: 97.27%, KL div.: 0.126344] [G loss: 1.182124, KL div.: 1.182124, FID: 0.000000]
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339 [D loss: 0.318002, acc.: 98.05%, KL div.: 0.113048] [G loss: 1.218817, KL div.: 1.218817, FID: 0.000000]
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340 [D loss: 0.341151, acc.: 96.48%, KL div.: 0.128633] [G loss: 1.243033, KL div.: 1.243033, FID: 0.000000]
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341 [D loss: 0.366238, acc.: 94.53%, KL div.: 0.142412] [G loss: 1.190733, KL div.: 1.190733, FID: 0.000000]
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342 [D loss: 0.462359, acc.: 81.25%, KL div.: 0.166599] [G loss: 1.090520, KL div.: 1.090520, FID: 0.000000]
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343 [D loss: 0.659352, acc.: 57.81%, KL div.: 0.166318] [G loss: 0.855286, KL div.: 0.855286, FID: 0.000000]
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344 [D loss: 0.954639, acc.: 39.84%, KL div.: 0.239053] [G loss: 0.755963, KL div.: 0.755963, FID: 0.000000]
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345 [D loss: 1.099405, acc.: 28.12%, KL div.: 0.344095] [G loss: 0.963296, KL div.: 0.963296, FID: 0.000000]
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346 [D loss: 0.972571, acc.: 23.83%, KL div.: 0.561657] [G loss: 1.554981, KL div.: 1.554981, FID: 0.000000]
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347 [D loss: 1.011438, acc.: 42.97%, KL div.: 0.789758] [G loss: 1.850801, KL div.: 1.850801, FID: 0.000000]
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348 [D loss: 1.052003, acc.: 46.09%, KL div.: 0.838209] [G loss: 1.770439, KL div.: 1.770439, FID: 0.000000]
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349 [D loss: 1.070114, acc.: 44.14%, KL div.: 0.841780] [G loss: 1.545082, KL div.: 1.545082, FID: 0.000000]
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350 [D loss: 1.083376, acc.: 35.94%, KL div.: 0.788548] [G loss: 1.390811, KL div.: 1.390811, FID: 0.000000]
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351 [D loss: 1.108244, acc.: 37.50%, KL div.: 0.821415] [G loss: 1.378601, KL div.: 1.378601, FID: 0.000000]
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352 [D loss: 1.083497, acc.: 39.84%, KL div.: 0.806942] [G loss: 1.245280, KL div.: 1.245280, FID: 0.000000]
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353 [D loss: 1.073648, acc.: 42.19%, KL div.: 0.793566] [G loss: 1.208061, KL div.: 1.208061, FID: 0.000000]
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354 [D loss: 1.029812, acc.: 35.55%, KL div.: 0.735955] [G loss: 1.154121, KL div.: 1.154121, FID: 0.000000]
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355 [D loss: 1.029155, acc.: 37.11%, KL div.: 0.730542] [G loss: 1.136650, KL div.: 1.136650, FID: 0.000000]
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356 [D loss: 0.973756, acc.: 40.23%, KL div.: 0.692051] [G loss: 1.112474, KL div.: 1.112474, FID: 0.000000]
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357 [D loss: 0.989692, acc.: 37.50%, KL div.: 0.691287] [G loss: 1.020548, KL div.: 1.020548, FID: 0.000000]
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358 [D loss: 0.979107, acc.: 39.06%, KL div.: 0.682321] [G loss: 0.926010, KL div.: 0.926010, FID: 0.000000]
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359 [D loss: 0.977166, acc.: 27.34%, KL div.: 0.633294] [G loss: 0.795190, KL div.: 0.795190, FID: 0.000000]
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360 [D loss: 0.946023, acc.: 17.19%, KL div.: 0.564741] [G loss: 0.709649, KL div.: 0.709649, FID: 0.000000]
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361 [D loss: 0.923855, acc.: 14.06%, KL div.: 0.525783] [G loss: 0.668072, KL div.: 0.668072, FID: 0.000000]
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362 [D loss: 0.919186, acc.: 12.11%, KL div.: 0.495691] [G loss: 0.604901, KL div.: 0.604901, FID: 0.000000]
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363 [D loss: 0.893366, acc.: 12.50%, KL div.: 0.467698] [G loss: 0.590215, KL div.: 0.590215, FID: 0.000000]
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364 [D loss: 0.855535, acc.: 15.23%, KL div.: 0.422911] [G loss: 0.579982, KL div.: 0.579982, FID: 0.000000]
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365 [D loss: 0.823819, acc.: 16.41%, KL div.: 0.393587] [G loss: 0.580855, KL div.: 0.580855, FID: 0.000000]
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366 [D loss: 0.779448, acc.: 28.12%, KL div.: 0.350961] [G loss: 0.582702, KL div.: 0.582702, FID: 0.000000]
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367 [D loss: 0.758703, acc.: 30.08%, KL div.: 0.336347] [G loss: 0.599966, KL div.: 0.599966, FID: 0.000000]
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368 [D loss: 0.714686, acc.: 40.62%, KL div.: 0.307182] [G loss: 0.616306, KL div.: 0.616306, FID: 0.000000]
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369 [D loss: 0.685725, acc.: 44.92%, KL div.: 0.287143] [G loss: 0.630489, KL div.: 0.630489, FID: 0.000000]
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370 [D loss: 0.665303, acc.: 51.56%, KL div.: 0.281078] [G loss: 0.653200, KL div.: 0.653200, FID: 0.000000]
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371 [D loss: 0.645863, acc.: 54.30%, KL div.: 0.264589] [G loss: 0.670248, KL div.: 0.670248, FID: 0.000000]
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372 [D loss: 0.621967, acc.: 62.50%, KL div.: 0.252658] [G loss: 0.688253, KL div.: 0.688253, FID: 0.000000]
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373 [D loss: 0.606945, acc.: 67.19%, KL div.: 0.245909] [G loss: 0.698172, KL div.: 0.698172, FID: 0.000000]
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374 [D loss: 0.599360, acc.: 65.23%, KL div.: 0.242064] [G loss: 0.713224, KL div.: 0.713224, FID: 0.000000]
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375 [D loss: 0.576516, acc.: 75.39%, KL div.: 0.225770] [G loss: 0.729490, KL div.: 0.729490, FID: 0.000000]
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376 [D loss: 0.562727, acc.: 78.52%, KL div.: 0.220196] [G loss: 0.749495, KL div.: 0.749495, FID: 0.000000]
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377 [D loss: 0.559549, acc.: 75.00%, KL div.: 0.213924] [G loss: 0.749128, KL div.: 0.749128, FID: 0.000000]
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378 [D loss: 0.546266, acc.: 80.47%, KL div.: 0.209011] [G loss: 0.747268, KL div.: 0.747268, FID: 0.000000]
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379 [D loss: 0.533813, acc.: 82.42%, KL div.: 0.205781] [G loss: 0.785888, KL div.: 0.785888, FID: 0.000000]
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380 [D loss: 0.533323, acc.: 77.73%, KL div.: 0.198141] [G loss: 0.776505, KL div.: 0.776505, FID: 0.000000]
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381 [D loss: 0.539878, acc.: 78.91%, KL div.: 0.207728] [G loss: 0.792683, KL div.: 0.792683, FID: 0.000000]
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382 [D loss: 0.553866, acc.: 74.61%, KL div.: 0.214698] [G loss: 0.793070, KL div.: 0.793070, FID: 0.000000]
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383 [D loss: 0.546556, acc.: 72.66%, KL div.: 0.212394] [G loss: 0.786974, KL div.: 0.786974, FID: 0.000000]
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384 [D loss: 0.553207, acc.: 74.61%, KL div.: 0.221844] [G loss: 0.806000, KL div.: 0.806000, FID: 0.000000]
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385 [D loss: 0.563019, acc.: 76.95%, KL div.: 0.227361] [G loss: 0.786594, KL div.: 0.786594, FID: 0.000000]
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386 [D loss: 0.592987, acc.: 69.14%, KL div.: 0.232507] [G loss: 0.769446, KL div.: 0.769446, FID: 0.000000]
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387 [D loss: 0.583501, acc.: 73.05%, KL div.: 0.234177] [G loss: 0.786691, KL div.: 0.786691, FID: 0.000000]
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388 [D loss: 0.609439, acc.: 69.14%, KL div.: 0.249737] [G loss: 0.807826, KL div.: 0.807826, FID: 0.000000]
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389 [D loss: 0.622515, acc.: 67.19%, KL div.: 0.273630] [G loss: 0.817464, KL div.: 0.817464, FID: 0.000000]
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390 [D loss: 0.633633, acc.: 64.45%, KL div.: 0.285416] [G loss: 0.810856, KL div.: 0.810856, FID: 0.000000]
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391 [D loss: 0.663373, acc.: 58.20%, KL div.: 0.312150] [G loss: 0.822439, KL div.: 0.822439, FID: 0.000000]
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392 [D loss: 0.651330, acc.: 64.84%, KL div.: 0.324692] [G loss: 0.846070, KL div.: 0.846070, FID: 0.000000]
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393 [D loss: 0.670762, acc.: 55.08%, KL div.: 0.350037] [G loss: 0.867872, KL div.: 0.867872, FID: 0.000000]
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394 [D loss: 0.686154, acc.: 53.52%, KL div.: 0.351589] [G loss: 0.841958, KL div.: 0.841958, FID: 0.000000]
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395 [D loss: 0.672237, acc.: 59.38%, KL div.: 0.357721] [G loss: 0.870817, KL div.: 0.870817, FID: 0.000000]
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396 [D loss: 0.689069, acc.: 50.78%, KL div.: 0.377516] [G loss: 0.885849, KL div.: 0.885849, FID: 0.000000]
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397 [D loss: 0.710579, acc.: 48.05%, KL div.: 0.385282] [G loss: 0.884314, KL div.: 0.884314, FID: 0.000000]
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398 [D loss: 0.702369, acc.: 52.73%, KL div.: 0.390501] [G loss: 0.870100, KL div.: 0.870100, FID: 0.000000]
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399 [D loss: 0.729477, acc.: 44.14%, KL div.: 0.406134] [G loss: 0.854496, KL div.: 0.854496, FID: 0.000000]
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400 [D loss: 0.705329, acc.: 53.91%, KL div.: 0.393144] [G loss: 0.884941, KL div.: 0.884941, FID: 113.159810]
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401 [D loss: 0.728482, acc.: 49.22%, KL div.: 0.409652] [G loss: 0.852818, KL div.: 0.852818, FID: 0.000000]
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402 [D loss: 0.723966, acc.: 45.70%, KL div.: 0.401460] [G loss: 0.870253, KL div.: 0.870253, FID: 0.000000]
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403 [D loss: 0.749242, acc.: 41.41%, KL div.: 0.419237] [G loss: 0.839731, KL div.: 0.839731, FID: 0.000000]
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404 [D loss: 0.731110, acc.: 43.75%, KL div.: 0.404790] [G loss: 0.853511, KL div.: 0.853511, FID: 0.000000]
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405 [D loss: 0.745776, acc.: 40.23%, KL div.: 0.420177] [G loss: 0.846746, KL div.: 0.846746, FID: 0.000000]
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406 [D loss: 0.733108, acc.: 42.97%, KL div.: 0.407332] [G loss: 0.834234, KL div.: 0.834234, FID: 0.000000]
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407 [D loss: 0.727326, acc.: 44.53%, KL div.: 0.393155] [G loss: 0.829679, KL div.: 0.829679, FID: 0.000000]
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408 [D loss: 0.724673, acc.: 46.48%, KL div.: 0.395780] [G loss: 0.813374, KL div.: 0.813374, FID: 0.000000]
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409 [D loss: 0.716844, acc.: 45.70%, KL div.: 0.394363] [G loss: 0.819705, KL div.: 0.819705, FID: 0.000000]
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410 [D loss: 0.732937, acc.: 45.31%, KL div.: 0.405240] [G loss: 0.812616, KL div.: 0.812616, FID: 0.000000]
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411 [D loss: 0.717811, acc.: 47.66%, KL div.: 0.393894] [G loss: 0.828084, KL div.: 0.828084, FID: 0.000000]
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412 [D loss: 0.715020, acc.: 49.61%, KL div.: 0.394787] [G loss: 0.841750, KL div.: 0.841750, FID: 0.000000]
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413 [D loss: 0.708096, acc.: 48.44%, KL div.: 0.384513] [G loss: 0.812843, KL div.: 0.812843, FID: 0.000000]
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414 [D loss: 0.699601, acc.: 53.52%, KL div.: 0.380886] [G loss: 0.829024, KL div.: 0.829024, FID: 0.000000]
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415 [D loss: 0.722682, acc.: 47.66%, KL div.: 0.392217] [G loss: 0.835132, KL div.: 0.835132, FID: 0.000000]
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416 [D loss: 0.697749, acc.: 49.61%, KL div.: 0.384762] [G loss: 0.834254, KL div.: 0.834254, FID: 0.000000]
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417 [D loss: 0.695232, acc.: 51.95%, KL div.: 0.384061] [G loss: 0.848705, KL div.: 0.848705, FID: 0.000000]
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418 [D loss: 0.684725, acc.: 58.20%, KL div.: 0.367198] [G loss: 0.823557, KL div.: 0.823557, FID: 0.000000]
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419 [D loss: 0.678099, acc.: 56.25%, KL div.: 0.368111] [G loss: 0.846729, KL div.: 0.846729, FID: 0.000000]
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420 [D loss: 0.664059, acc.: 60.16%, KL div.: 0.366878] [G loss: 0.852237, KL div.: 0.852237, FID: 0.000000]
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421 [D loss: 0.665049, acc.: 60.94%, KL div.: 0.349498] [G loss: 0.830247, KL div.: 0.830247, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
422 [D loss: 0.664404, acc.: 60.94%, KL div.: 0.350359] [G loss: 0.825252, KL div.: 0.825252, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
423 [D loss: 0.686297, acc.: 56.25%, KL div.: 0.356090] [G loss: 0.826580, KL div.: 0.826580, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
424 [D loss: 0.655711, acc.: 62.50%, KL div.: 0.351318] [G loss: 0.886536, KL div.: 0.886536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
425 [D loss: 0.665672, acc.: 58.20%, KL div.: 0.352087] [G loss: 0.860537, KL div.: 0.860537, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
426 [D loss: 0.659932, acc.: 61.72%, KL div.: 0.352375] [G loss: 0.845965, KL div.: 0.845965, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
427 [D loss: 0.644596, acc.: 64.45%, KL div.: 0.340125] [G loss: 0.855620, KL div.: 0.855620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
428 [D loss: 0.637995, acc.: 67.19%, KL div.: 0.328786] [G loss: 0.828383, KL div.: 0.828383, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
429 [D loss: 0.629605, acc.: 71.09%, KL div.: 0.321830] [G loss: 0.869449, KL div.: 0.869449, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
430 [D loss: 0.642034, acc.: 66.02%, KL div.: 0.328407] [G loss: 0.855674, KL div.: 0.855674, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
431 [D loss: 0.633161, acc.: 66.80%, KL div.: 0.324365] [G loss: 0.860496, KL div.: 0.860496, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
432 [D loss: 0.642889, acc.: 63.28%, KL div.: 0.336398] [G loss: 0.842765, KL div.: 0.842765, FID: 0.000000]
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433 [D loss: 0.637707, acc.: 67.19%, KL div.: 0.325505] [G loss: 0.854751, KL div.: 0.854751, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
434 [D loss: 0.637556, acc.: 64.84%, KL div.: 0.328003] [G loss: 0.840591, KL div.: 0.840591, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
435 [D loss: 0.650922, acc.: 65.23%, KL div.: 0.328778] [G loss: 0.841534, KL div.: 0.841534, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
436 [D loss: 0.625730, acc.: 67.58%, KL div.: 0.313736] [G loss: 0.839066, KL div.: 0.839066, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
437 [D loss: 0.646224, acc.: 65.62%, KL div.: 0.323391] [G loss: 0.830019, KL div.: 0.830019, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
438 [D loss: 0.650650, acc.: 61.72%, KL div.: 0.318728] [G loss: 0.821095, KL div.: 0.821095, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
439 [D loss: 0.658112, acc.: 62.50%, KL div.: 0.338672] [G loss: 0.822963, KL div.: 0.822963, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
440 [D loss: 0.654684, acc.: 62.50%, KL div.: 0.328847] [G loss: 0.816558, KL div.: 0.816558, FID: 0.000000]
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441 [D loss: 0.656391, acc.: 62.50%, KL div.: 0.331772] [G loss: 0.828881, KL div.: 0.828881, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
442 [D loss: 0.676430, acc.: 55.08%, KL div.: 0.337670] [G loss: 0.782665, KL div.: 0.782665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
443 [D loss: 0.668881, acc.: 57.81%, KL div.: 0.321885] [G loss: 0.789466, KL div.: 0.789466, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
444 [D loss: 0.689190, acc.: 53.52%, KL div.: 0.335521] [G loss: 0.789508, KL div.: 0.789508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
445 [D loss: 0.683690, acc.: 53.52%, KL div.: 0.337389] [G loss: 0.782441, KL div.: 0.782441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
446 [D loss: 0.685839, acc.: 55.47%, KL div.: 0.334289] [G loss: 0.769422, KL div.: 0.769422, FID: 0.000000]
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447 [D loss: 0.666822, acc.: 61.33%, KL div.: 0.338178] [G loss: 0.798716, KL div.: 0.798716, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
448 [D loss: 0.684463, acc.: 57.42%, KL div.: 0.344171] [G loss: 0.799035, KL div.: 0.799035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
449 [D loss: 0.683977, acc.: 58.59%, KL div.: 0.339571] [G loss: 0.803331, KL div.: 0.803331, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
450 [D loss: 0.703424, acc.: 51.17%, KL div.: 0.354675] [G loss: 0.786636, KL div.: 0.786636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
451 [D loss: 0.689618, acc.: 53.91%, KL div.: 0.349145] [G loss: 0.767586, KL div.: 0.767586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
452 [D loss: 0.698676, acc.: 51.17%, KL div.: 0.351995] [G loss: 0.765542, KL div.: 0.765542, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
453 [D loss: 0.677480, acc.: 59.77%, KL div.: 0.328226] [G loss: 0.783381, KL div.: 0.783381, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
454 [D loss: 0.711699, acc.: 47.27%, KL div.: 0.352031] [G loss: 0.752374, KL div.: 0.752374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
455 [D loss: 0.698480, acc.: 50.78%, KL div.: 0.353513] [G loss: 0.781756, KL div.: 0.781756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
456 [D loss: 0.718825, acc.: 46.88%, KL div.: 0.357857] [G loss: 0.747793, KL div.: 0.747793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
457 [D loss: 0.727637, acc.: 48.44%, KL div.: 0.355218] [G loss: 0.738886, KL div.: 0.738886, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
458 [D loss: 0.709815, acc.: 51.95%, KL div.: 0.370030] [G loss: 0.808578, KL div.: 0.808578, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
459 [D loss: 0.724720, acc.: 46.88%, KL div.: 0.371768] [G loss: 0.776013, KL div.: 0.776013, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
460 [D loss: 0.729235, acc.: 46.09%, KL div.: 0.365852] [G loss: 0.783962, KL div.: 0.783962, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
461 [D loss: 0.734199, acc.: 44.92%, KL div.: 0.377687] [G loss: 0.783271, KL div.: 0.783271, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
462 [D loss: 0.746628, acc.: 43.36%, KL div.: 0.378080] [G loss: 0.748706, KL div.: 0.748706, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
463 [D loss: 0.742361, acc.: 43.36%, KL div.: 0.386411] [G loss: 0.782259, KL div.: 0.782259, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
464 [D loss: 0.756648, acc.: 37.50%, KL div.: 0.381526] [G loss: 0.742835, KL div.: 0.742835, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
465 [D loss: 0.764554, acc.: 37.50%, KL div.: 0.399339] [G loss: 0.752923, KL div.: 0.752923, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
466 [D loss: 0.785052, acc.: 33.59%, KL div.: 0.407790] [G loss: 0.738337, KL div.: 0.738337, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
467 [D loss: 0.770519, acc.: 28.91%, KL div.: 0.394914] [G loss: 0.729496, KL div.: 0.729496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
468 [D loss: 0.746890, acc.: 38.28%, KL div.: 0.376542] [G loss: 0.729247, KL div.: 0.729247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
469 [D loss: 0.761954, acc.: 37.11%, KL div.: 0.392475] [G loss: 0.746246, KL div.: 0.746246, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
470 [D loss: 0.768312, acc.: 38.67%, KL div.: 0.397564] [G loss: 0.763954, KL div.: 0.763954, FID: 0.000000]
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471 [D loss: 0.760329, acc.: 41.02%, KL div.: 0.408993] [G loss: 0.792520, KL div.: 0.792520, FID: 0.000000]
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472 [D loss: 0.747368, acc.: 40.62%, KL div.: 0.410884] [G loss: 0.778597, KL div.: 0.778597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
473 [D loss: 0.741326, acc.: 42.58%, KL div.: 0.400086] [G loss: 0.798343, KL div.: 0.798343, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
474 [D loss: 0.748620, acc.: 38.28%, KL div.: 0.399300] [G loss: 0.781565, KL div.: 0.781565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
475 [D loss: 0.750354, acc.: 39.84%, KL div.: 0.405341] [G loss: 0.759471, KL div.: 0.759471, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
476 [D loss: 0.750324, acc.: 41.80%, KL div.: 0.408913] [G loss: 0.774466, KL div.: 0.774466, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
477 [D loss: 0.739606, acc.: 43.36%, KL div.: 0.389946] [G loss: 0.778836, KL div.: 0.778836, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
478 [D loss: 0.718975, acc.: 48.05%, KL div.: 0.378081] [G loss: 0.781574, KL div.: 0.781574, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
479 [D loss: 0.727545, acc.: 45.70%, KL div.: 0.390302] [G loss: 0.772489, KL div.: 0.772489, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
480 [D loss: 0.700456, acc.: 57.03%, KL div.: 0.370955] [G loss: 0.786996, KL div.: 0.786996, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
481 [D loss: 0.713860, acc.: 49.22%, KL div.: 0.377294] [G loss: 0.780830, KL div.: 0.780830, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
482 [D loss: 0.691377, acc.: 51.17%, KL div.: 0.363444] [G loss: 0.787807, KL div.: 0.787807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
483 [D loss: 0.686864, acc.: 58.59%, KL div.: 0.357286] [G loss: 0.803157, KL div.: 0.803157, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
484 [D loss: 0.652061, acc.: 65.23%, KL div.: 0.335245] [G loss: 0.812243, KL div.: 0.812243, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
485 [D loss: 0.679012, acc.: 59.38%, KL div.: 0.348403] [G loss: 0.798367, KL div.: 0.798367, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
486 [D loss: 0.662793, acc.: 63.67%, KL div.: 0.345536] [G loss: 0.800873, KL div.: 0.800873, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
487 [D loss: 0.680235, acc.: 56.25%, KL div.: 0.349618] [G loss: 0.797636, KL div.: 0.797636, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
488 [D loss: 0.659327, acc.: 62.89%, KL div.: 0.337063] [G loss: 0.801197, KL div.: 0.801197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
489 [D loss: 0.648164, acc.: 68.36%, KL div.: 0.331996] [G loss: 0.826200, KL div.: 0.826200, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
490 [D loss: 0.644579, acc.: 65.62%, KL div.: 0.328006] [G loss: 0.823542, KL div.: 0.823542, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
491 [D loss: 0.639289, acc.: 66.02%, KL div.: 0.322452] [G loss: 0.835772, KL div.: 0.835772, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
492 [D loss: 0.639970, acc.: 66.80%, KL div.: 0.318451] [G loss: 0.825327, KL div.: 0.825327, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
493 [D loss: 0.622416, acc.: 67.58%, KL div.: 0.303318] [G loss: 0.828099, KL div.: 0.828099, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
494 [D loss: 0.622059, acc.: 69.14%, KL div.: 0.306692] [G loss: 0.832345, KL div.: 0.832345, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
495 [D loss: 0.626287, acc.: 68.36%, KL div.: 0.304390] [G loss: 0.812553, KL div.: 0.812553, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
496 [D loss: 0.612219, acc.: 71.09%, KL div.: 0.293850] [G loss: 0.832020, KL div.: 0.832020, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
497 [D loss: 0.626402, acc.: 69.14%, KL div.: 0.301711] [G loss: 0.809988, KL div.: 0.809988, FID: 0.000000]
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498 [D loss: 0.612035, acc.: 69.92%, KL div.: 0.284821] [G loss: 0.797033, KL div.: 0.797033, FID: 0.000000]
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499 [D loss: 0.624353, acc.: 68.75%, KL div.: 0.290740] [G loss: 0.823667, KL div.: 0.823667, FID: 0.000000]
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500 [D loss: 0.609334, acc.: 66.80%, KL div.: 0.297293] [G loss: 0.826836, KL div.: 0.826836, FID: 82.653364]
1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 68ms/step
501 [D loss: 0.620736, acc.: 66.80%, KL div.: 0.289471] [G loss: 0.826802, KL div.: 0.826802, FID: 0.000000]
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502 [D loss: 0.599742, acc.: 71.09%, KL div.: 0.276311] [G loss: 0.823394, KL div.: 0.823394, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
503 [D loss: 0.614317, acc.: 67.58%, KL div.: 0.282881] [G loss: 0.805080, KL div.: 0.805080, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
504 [D loss: 0.615475, acc.: 69.92%, KL div.: 0.285276] [G loss: 0.818293, KL div.: 0.818293, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
505 [D loss: 0.625340, acc.: 65.23%, KL div.: 0.288716] [G loss: 0.785964, KL div.: 0.785963, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
506 [D loss: 0.655507, acc.: 59.38%, KL div.: 0.301671] [G loss: 0.755780, KL div.: 0.755780, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
507 [D loss: 0.620446, acc.: 66.41%, KL div.: 0.287757] [G loss: 0.830443, KL div.: 0.830443, FID: 0.000000]
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508 [D loss: 0.637676, acc.: 63.67%, KL div.: 0.312242] [G loss: 0.839960, KL div.: 0.839960, FID: 0.000000]
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509 [D loss: 0.679587, acc.: 54.69%, KL div.: 0.321316] [G loss: 0.776614, KL div.: 0.776614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
510 [D loss: 0.649918, acc.: 64.06%, KL div.: 0.312591] [G loss: 0.828940, KL div.: 0.828940, FID: 0.000000]
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511 [D loss: 0.676456, acc.: 55.86%, KL div.: 0.317896] [G loss: 0.787771, KL div.: 0.787771, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
512 [D loss: 0.657996, acc.: 62.50%, KL div.: 0.312309] [G loss: 0.827518, KL div.: 0.827518, FID: 0.000000]
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513 [D loss: 0.702475, acc.: 53.12%, KL div.: 0.355347] [G loss: 0.812689, KL div.: 0.812689, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
514 [D loss: 0.709266, acc.: 48.44%, KL div.: 0.359876] [G loss: 0.808359, KL div.: 0.808359, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
515 [D loss: 0.702249, acc.: 53.52%, KL div.: 0.361666] [G loss: 0.829450, KL div.: 0.829450, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
516 [D loss: 0.687043, acc.: 52.73%, KL div.: 0.362822] [G loss: 0.880350, KL div.: 0.880350, FID: 0.000000]
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517 [D loss: 0.731280, acc.: 45.70%, KL div.: 0.389396] [G loss: 0.837369, KL div.: 0.837369, FID: 0.000000]
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518 [D loss: 0.709528, acc.: 50.78%, KL div.: 0.386158] [G loss: 0.870622, KL div.: 0.870622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
519 [D loss: 0.720497, acc.: 46.48%, KL div.: 0.396474] [G loss: 0.843960, KL div.: 0.843960, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
520 [D loss: 0.708322, acc.: 50.00%, KL div.: 0.381897] [G loss: 0.853083, KL div.: 0.853083, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
521 [D loss: 0.712529, acc.: 54.30%, KL div.: 0.395110] [G loss: 0.858295, KL div.: 0.858295, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
522 [D loss: 0.729447, acc.: 49.22%, KL div.: 0.410365] [G loss: 0.858279, KL div.: 0.858279, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
523 [D loss: 0.734421, acc.: 50.00%, KL div.: 0.420713] [G loss: 0.860855, KL div.: 0.860855, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
524 [D loss: 0.730925, acc.: 41.41%, KL div.: 0.406674] [G loss: 0.816196, KL div.: 0.816196, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
525 [D loss: 0.723541, acc.: 47.27%, KL div.: 0.394025] [G loss: 0.799214, KL div.: 0.799214, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
526 [D loss: 0.752362, acc.: 42.58%, KL div.: 0.407423] [G loss: 0.766629, KL div.: 0.766629, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
527 [D loss: 0.759300, acc.: 41.80%, KL div.: 0.416175] [G loss: 0.781245, KL div.: 0.781245, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
528 [D loss: 0.742116, acc.: 43.36%, KL div.: 0.401838] [G loss: 0.785124, KL div.: 0.785124, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
529 [D loss: 0.742161, acc.: 48.05%, KL div.: 0.407584] [G loss: 0.788998, KL div.: 0.788998, FID: 0.000000]
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530 [D loss: 0.761817, acc.: 37.89%, KL div.: 0.411541] [G loss: 0.738793, KL div.: 0.738793, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
531 [D loss: 0.756231, acc.: 41.80%, KL div.: 0.403681] [G loss: 0.773831, KL div.: 0.773831, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
532 [D loss: 0.745185, acc.: 42.58%, KL div.: 0.392010] [G loss: 0.771491, KL div.: 0.771491, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
533 [D loss: 0.735461, acc.: 42.58%, KL div.: 0.371365] [G loss: 0.719801, KL div.: 0.719801, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
534 [D loss: 0.719714, acc.: 46.09%, KL div.: 0.367652] [G loss: 0.759454, KL div.: 0.759454, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
535 [D loss: 0.729870, acc.: 40.62%, KL div.: 0.380178] [G loss: 0.759272, KL div.: 0.759272, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
536 [D loss: 0.725480, acc.: 44.14%, KL div.: 0.373326] [G loss: 0.741910, KL div.: 0.741910, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
537 [D loss: 0.724420, acc.: 45.31%, KL div.: 0.364748] [G loss: 0.729310, KL div.: 0.729310, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
538 [D loss: 0.734205, acc.: 42.58%, KL div.: 0.377503] [G loss: 0.720160, KL div.: 0.720160, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
539 [D loss: 0.726713, acc.: 42.58%, KL div.: 0.370206] [G loss: 0.734979, KL div.: 0.734979, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
540 [D loss: 0.741688, acc.: 40.23%, KL div.: 0.369434] [G loss: 0.704685, KL div.: 0.704685, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
541 [D loss: 0.732953, acc.: 41.80%, KL div.: 0.363713] [G loss: 0.700391, KL div.: 0.700391, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
542 [D loss: 0.743116, acc.: 37.89%, KL div.: 0.369018] [G loss: 0.703483, KL div.: 0.703483, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
543 [D loss: 0.719360, acc.: 47.27%, KL div.: 0.365461] [G loss: 0.731771, KL div.: 0.731771, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
544 [D loss: 0.716404, acc.: 46.48%, KL div.: 0.358028] [G loss: 0.727393, KL div.: 0.727393, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
545 [D loss: 0.737510, acc.: 40.62%, KL div.: 0.370537] [G loss: 0.694312, KL div.: 0.694312, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
546 [D loss: 0.729568, acc.: 42.19%, KL div.: 0.355073] [G loss: 0.687459, KL div.: 0.687459, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
547 [D loss: 0.734822, acc.: 41.80%, KL div.: 0.364401] [G loss: 0.702578, KL div.: 0.702578, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
548 [D loss: 0.695868, acc.: 53.12%, KL div.: 0.342815] [G loss: 0.737449, KL div.: 0.737449, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
549 [D loss: 0.722433, acc.: 44.53%, KL div.: 0.356404] [G loss: 0.719293, KL div.: 0.719293, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
550 [D loss: 0.728857, acc.: 43.75%, KL div.: 0.368236] [G loss: 0.709811, KL div.: 0.709811, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
551 [D loss: 0.722649, acc.: 49.22%, KL div.: 0.358105] [G loss: 0.722209, KL div.: 0.722209, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
552 [D loss: 0.716481, acc.: 48.83%, KL div.: 0.357203] [G loss: 0.732876, KL div.: 0.732876, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
553 [D loss: 0.718278, acc.: 48.83%, KL div.: 0.362225] [G loss: 0.722551, KL div.: 0.722551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
554 [D loss: 0.713743, acc.: 51.17%, KL div.: 0.358576] [G loss: 0.749324, KL div.: 0.749324, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
555 [D loss: 0.696617, acc.: 54.30%, KL div.: 0.351949] [G loss: 0.746541, KL div.: 0.746541, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
556 [D loss: 0.717158, acc.: 48.05%, KL div.: 0.353244] [G loss: 0.732896, KL div.: 0.732896, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
557 [D loss: 0.716354, acc.: 49.61%, KL div.: 0.366058] [G loss: 0.744493, KL div.: 0.744493, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
558 [D loss: 0.719993, acc.: 46.88%, KL div.: 0.360192] [G loss: 0.736496, KL div.: 0.736496, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
559 [D loss: 0.697166, acc.: 57.42%, KL div.: 0.358787] [G loss: 0.776289, KL div.: 0.776289, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
560 [D loss: 0.700144, acc.: 51.17%, KL div.: 0.351963] [G loss: 0.746857, KL div.: 0.746857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
561 [D loss: 0.700876, acc.: 54.69%, KL div.: 0.348725] [G loss: 0.733702, KL div.: 0.733702, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
562 [D loss: 0.704422, acc.: 50.78%, KL div.: 0.357332] [G loss: 0.761432, KL div.: 0.761432, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
563 [D loss: 0.694566, acc.: 55.08%, KL div.: 0.347584] [G loss: 0.753815, KL div.: 0.753815, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
564 [D loss: 0.698061, acc.: 51.56%, KL div.: 0.351013] [G loss: 0.763288, KL div.: 0.763288, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
565 [D loss: 0.694392, acc.: 54.69%, KL div.: 0.354995] [G loss: 0.759726, KL div.: 0.759726, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
566 [D loss: 0.711689, acc.: 49.61%, KL div.: 0.360283] [G loss: 0.734474, KL div.: 0.734474, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
567 [D loss: 0.704327, acc.: 52.34%, KL div.: 0.358055] [G loss: 0.755046, KL div.: 0.755046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
568 [D loss: 0.696248, acc.: 54.30%, KL div.: 0.345810] [G loss: 0.732783, KL div.: 0.732783, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
569 [D loss: 0.704383, acc.: 51.56%, KL div.: 0.352239] [G loss: 0.754146, KL div.: 0.754146, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
570 [D loss: 0.699528, acc.: 49.22%, KL div.: 0.348879] [G loss: 0.732437, KL div.: 0.732437, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
571 [D loss: 0.694431, acc.: 53.12%, KL div.: 0.347004] [G loss: 0.761414, KL div.: 0.761414, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
572 [D loss: 0.700075, acc.: 52.73%, KL div.: 0.351082] [G loss: 0.766543, KL div.: 0.766543, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
573 [D loss: 0.702267, acc.: 53.52%, KL div.: 0.350804] [G loss: 0.747928, KL div.: 0.747928, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
574 [D loss: 0.691046, acc.: 53.12%, KL div.: 0.349064] [G loss: 0.749405, KL div.: 0.749405, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
575 [D loss: 0.689839, acc.: 55.47%, KL div.: 0.348510] [G loss: 0.754867, KL div.: 0.754867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
576 [D loss: 0.694559, acc.: 51.56%, KL div.: 0.343494] [G loss: 0.742515, KL div.: 0.742515, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
577 [D loss: 0.689570, acc.: 57.03%, KL div.: 0.342473] [G loss: 0.736474, KL div.: 0.736474, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
578 [D loss: 0.683703, acc.: 54.30%, KL div.: 0.345156] [G loss: 0.767376, KL div.: 0.767376, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
579 [D loss: 0.696610, acc.: 49.61%, KL div.: 0.341822] [G loss: 0.731444, KL div.: 0.731444, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
580 [D loss: 0.671102, acc.: 57.42%, KL div.: 0.334162] [G loss: 0.746670, KL div.: 0.746670, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
581 [D loss: 0.689996, acc.: 52.73%, KL div.: 0.342417] [G loss: 0.737182, KL div.: 0.737182, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
582 [D loss: 0.687866, acc.: 54.30%, KL div.: 0.337616] [G loss: 0.733972, KL div.: 0.733972, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
583 [D loss: 0.679651, acc.: 51.56%, KL div.: 0.330463] [G loss: 0.744209, KL div.: 0.744209, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
584 [D loss: 0.672915, acc.: 57.03%, KL div.: 0.326338] [G loss: 0.737327, KL div.: 0.737327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
585 [D loss: 0.685006, acc.: 51.56%, KL div.: 0.337981] [G loss: 0.742130, KL div.: 0.742130, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
586 [D loss: 0.687308, acc.: 53.52%, KL div.: 0.334672] [G loss: 0.742654, KL div.: 0.742654, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
587 [D loss: 0.682144, acc.: 56.64%, KL div.: 0.332111] [G loss: 0.738202, KL div.: 0.738202, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
588 [D loss: 0.685721, acc.: 55.86%, KL div.: 0.330673] [G loss: 0.724424, KL div.: 0.724424, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
589 [D loss: 0.698191, acc.: 49.61%, KL div.: 0.341120] [G loss: 0.718022, KL div.: 0.718022, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
590 [D loss: 0.701320, acc.: 47.27%, KL div.: 0.345396] [G loss: 0.747148, KL div.: 0.747148, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
591 [D loss: 0.685307, acc.: 56.64%, KL div.: 0.333934] [G loss: 0.735388, KL div.: 0.735388, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
592 [D loss: 0.703939, acc.: 49.22%, KL div.: 0.343116] [G loss: 0.716142, KL div.: 0.716142, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
593 [D loss: 0.712527, acc.: 46.09%, KL div.: 0.339746] [G loss: 0.715144, KL div.: 0.715144, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
594 [D loss: 0.712095, acc.: 44.53%, KL div.: 0.353988] [G loss: 0.718249, KL div.: 0.718249, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
595 [D loss: 0.706874, acc.: 47.27%, KL div.: 0.346493] [G loss: 0.720252, KL div.: 0.720252, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
596 [D loss: 0.696407, acc.: 49.61%, KL div.: 0.334807] [G loss: 0.726715, KL div.: 0.726715, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
597 [D loss: 0.706076, acc.: 47.66%, KL div.: 0.348748] [G loss: 0.719130, KL div.: 0.719130, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
598 [D loss: 0.702205, acc.: 50.78%, KL div.: 0.340062] [G loss: 0.726160, KL div.: 0.726160, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
599 [D loss: 0.714011, acc.: 44.14%, KL div.: 0.342526] [G loss: 0.724294, KL div.: 0.724294, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 2s 132ms/step
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600 [D loss: 0.719212, acc.: 46.09%, KL div.: 0.349047] [G loss: 0.704279, KL div.: 0.704279, FID: 67.292848]
1/1 [==============================] - 0s 56ms/step
4/4 [==============================] - 0s 77ms/step
601 [D loss: 0.709735, acc.: 49.61%, KL div.: 0.347229] [G loss: 0.707196, KL div.: 0.707196, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
602 [D loss: 0.709004, acc.: 46.88%, KL div.: 0.348122] [G loss: 0.723187, KL div.: 0.723187, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
603 [D loss: 0.710859, acc.: 50.00%, KL div.: 0.344540] [G loss: 0.722847, KL div.: 0.722847, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
604 [D loss: 0.704907, acc.: 48.83%, KL div.: 0.344036] [G loss: 0.723782, KL div.: 0.723782, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
605 [D loss: 0.705043, acc.: 55.08%, KL div.: 0.344683] [G loss: 0.727771, KL div.: 0.727771, FID: 0.000000]
4/4 [==============================] - 0s 25ms/step
606 [D loss: 0.718223, acc.: 41.80%, KL div.: 0.355871] [G loss: 0.708107, KL div.: 0.708107, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
607 [D loss: 0.722100, acc.: 44.53%, KL div.: 0.361942] [G loss: 0.712193, KL div.: 0.712193, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
608 [D loss: 0.733971, acc.: 43.75%, KL div.: 0.361457] [G loss: 0.702095, KL div.: 0.702095, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
609 [D loss: 0.747334, acc.: 38.67%, KL div.: 0.373329] [G loss: 0.713814, KL div.: 0.713814, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
610 [D loss: 0.727377, acc.: 40.62%, KL div.: 0.362861] [G loss: 0.729383, KL div.: 0.729383, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
611 [D loss: 0.718161, acc.: 42.19%, KL div.: 0.354254] [G loss: 0.715019, KL div.: 0.715019, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
612 [D loss: 0.704950, acc.: 47.66%, KL div.: 0.362793] [G loss: 0.754163, KL div.: 0.754163, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
613 [D loss: 0.738152, acc.: 40.23%, KL div.: 0.369873] [G loss: 0.722465, KL div.: 0.722465, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
614 [D loss: 0.730831, acc.: 40.23%, KL div.: 0.370495] [G loss: 0.726555, KL div.: 0.726555, FID: 0.000000]
4/4 [==============================] - 0s 17ms/step
615 [D loss: 0.736686, acc.: 41.80%, KL div.: 0.361340] [G loss: 0.690605, KL div.: 0.690605, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
616 [D loss: 0.719485, acc.: 46.88%, KL div.: 0.360823] [G loss: 0.739924, KL div.: 0.739924, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
617 [D loss: 0.726173, acc.: 44.53%, KL div.: 0.363293] [G loss: 0.733479, KL div.: 0.733479, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
618 [D loss: 0.714029, acc.: 46.48%, KL div.: 0.359671] [G loss: 0.740355, KL div.: 0.740355, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
619 [D loss: 0.724284, acc.: 44.92%, KL div.: 0.365519] [G loss: 0.728010, KL div.: 0.728010, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
620 [D loss: 0.731900, acc.: 41.41%, KL div.: 0.375426] [G loss: 0.732689, KL div.: 0.732689, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
621 [D loss: 0.706307, acc.: 48.05%, KL div.: 0.351143] [G loss: 0.745350, KL div.: 0.745350, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
622 [D loss: 0.720271, acc.: 43.75%, KL div.: 0.354866] [G loss: 0.720828, KL div.: 0.720828, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
623 [D loss: 0.714262, acc.: 46.09%, KL div.: 0.357139] [G loss: 0.741596, KL div.: 0.741596, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
624 [D loss: 0.727983, acc.: 42.19%, KL div.: 0.355270] [G loss: 0.720927, KL div.: 0.720927, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
625 [D loss: 0.693053, acc.: 52.34%, KL div.: 0.348108] [G loss: 0.755681, KL div.: 0.755681, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
626 [D loss: 0.693861, acc.: 54.30%, KL div.: 0.350123] [G loss: 0.762847, KL div.: 0.762847, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
627 [D loss: 0.704153, acc.: 48.83%, KL div.: 0.355529] [G loss: 0.739877, KL div.: 0.739877, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
628 [D loss: 0.699404, acc.: 49.61%, KL div.: 0.364611] [G loss: 0.750230, KL div.: 0.750230, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
629 [D loss: 0.691135, acc.: 54.69%, KL div.: 0.351982] [G loss: 0.765729, KL div.: 0.765729, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
630 [D loss: 0.682715, acc.: 57.03%, KL div.: 0.349447] [G loss: 0.782851, KL div.: 0.782851, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
631 [D loss: 0.679457, acc.: 53.52%, KL div.: 0.348948] [G loss: 0.796246, KL div.: 0.796246, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
632 [D loss: 0.675393, acc.: 55.47%, KL div.: 0.347810] [G loss: 0.787244, KL div.: 0.787244, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
633 [D loss: 0.684160, acc.: 54.69%, KL div.: 0.351476] [G loss: 0.788059, KL div.: 0.788059, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
634 [D loss: 0.696001, acc.: 53.91%, KL div.: 0.361397] [G loss: 0.767811, KL div.: 0.767811, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
635 [D loss: 0.692097, acc.: 53.52%, KL div.: 0.356970] [G loss: 0.768014, KL div.: 0.768014, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
636 [D loss: 0.666034, acc.: 60.16%, KL div.: 0.341392] [G loss: 0.804791, KL div.: 0.804791, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
637 [D loss: 0.655163, acc.: 60.16%, KL div.: 0.336246] [G loss: 0.808085, KL div.: 0.808085, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
638 [D loss: 0.666322, acc.: 58.59%, KL div.: 0.346845] [G loss: 0.794116, KL div.: 0.794116, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
639 [D loss: 0.682056, acc.: 54.69%, KL div.: 0.353447] [G loss: 0.802802, KL div.: 0.802802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
640 [D loss: 0.667386, acc.: 56.25%, KL div.: 0.341014] [G loss: 0.807055, KL div.: 0.807055, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
641 [D loss: 0.666702, acc.: 59.77%, KL div.: 0.338329] [G loss: 0.789854, KL div.: 0.789854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
642 [D loss: 0.668050, acc.: 57.81%, KL div.: 0.340143] [G loss: 0.792393, KL div.: 0.792393, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
643 [D loss: 0.674543, acc.: 60.55%, KL div.: 0.348971] [G loss: 0.795024, KL div.: 0.795024, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
644 [D loss: 0.670096, acc.: 58.59%, KL div.: 0.345509] [G loss: 0.799739, KL div.: 0.799739, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
645 [D loss: 0.662935, acc.: 64.84%, KL div.: 0.344773] [G loss: 0.806613, KL div.: 0.806613, FID: 0.000000]
4/4 [==============================] - 0s 32ms/step
646 [D loss: 0.676454, acc.: 58.98%, KL div.: 0.351582] [G loss: 0.796177, KL div.: 0.796177, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
647 [D loss: 0.675534, acc.: 55.08%, KL div.: 0.351310] [G loss: 0.801479, KL div.: 0.801479, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
648 [D loss: 0.651378, acc.: 64.06%, KL div.: 0.330319] [G loss: 0.820682, KL div.: 0.820682, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
649 [D loss: 0.664079, acc.: 59.38%, KL div.: 0.338750] [G loss: 0.828273, KL div.: 0.828273, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
650 [D loss: 0.666644, acc.: 60.55%, KL div.: 0.354327] [G loss: 0.829566, KL div.: 0.829566, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
651 [D loss: 0.688338, acc.: 56.64%, KL div.: 0.354820] [G loss: 0.791541, KL div.: 0.791541, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
652 [D loss: 0.682351, acc.: 56.25%, KL div.: 0.354880] [G loss: 0.794868, KL div.: 0.794868, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
653 [D loss: 0.686590, acc.: 57.81%, KL div.: 0.350372] [G loss: 0.789909, KL div.: 0.789909, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
654 [D loss: 0.681437, acc.: 55.86%, KL div.: 0.346708] [G loss: 0.782243, KL div.: 0.782243, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
655 [D loss: 0.699691, acc.: 51.17%, KL div.: 0.367233] [G loss: 0.792606, KL div.: 0.792606, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
656 [D loss: 0.684121, acc.: 55.86%, KL div.: 0.347026] [G loss: 0.786900, KL div.: 0.786900, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
657 [D loss: 0.683398, acc.: 57.42%, KL div.: 0.357925] [G loss: 0.803730, KL div.: 0.803730, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
658 [D loss: 0.709141, acc.: 49.61%, KL div.: 0.372275] [G loss: 0.780442, KL div.: 0.780442, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
659 [D loss: 0.708346, acc.: 48.83%, KL div.: 0.359151] [G loss: 0.757077, KL div.: 0.757077, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
660 [D loss: 0.705511, acc.: 50.00%, KL div.: 0.365277] [G loss: 0.752151, KL div.: 0.752151, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
661 [D loss: 0.705607, acc.: 49.61%, KL div.: 0.372307] [G loss: 0.787364, KL div.: 0.787364, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
662 [D loss: 0.696338, acc.: 51.56%, KL div.: 0.360560] [G loss: 0.778770, KL div.: 0.778770, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
663 [D loss: 0.696439, acc.: 51.95%, KL div.: 0.361662] [G loss: 0.778163, KL div.: 0.778163, FID: 0.000000]
4/4 [==============================] - 0s 47ms/step
664 [D loss: 0.684770, acc.: 53.12%, KL div.: 0.354442] [G loss: 0.775444, KL div.: 0.775444, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
665 [D loss: 0.722425, acc.: 48.05%, KL div.: 0.366084] [G loss: 0.725940, KL div.: 0.725940, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
666 [D loss: 0.744915, acc.: 41.80%, KL div.: 0.387808] [G loss: 0.736500, KL div.: 0.736500, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
667 [D loss: 0.723812, acc.: 44.92%, KL div.: 0.372182] [G loss: 0.738960, KL div.: 0.738960, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
668 [D loss: 0.739125, acc.: 40.23%, KL div.: 0.378978] [G loss: 0.724657, KL div.: 0.724657, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
669 [D loss: 0.725004, acc.: 43.36%, KL div.: 0.366893] [G loss: 0.742098, KL div.: 0.742098, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
670 [D loss: 0.727988, acc.: 42.97%, KL div.: 0.372727] [G loss: 0.715829, KL div.: 0.715829, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
671 [D loss: 0.721025, acc.: 46.48%, KL div.: 0.358092] [G loss: 0.710327, KL div.: 0.710327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
672 [D loss: 0.737629, acc.: 37.11%, KL div.: 0.363202] [G loss: 0.699184, KL div.: 0.699184, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
673 [D loss: 0.734345, acc.: 40.62%, KL div.: 0.361198] [G loss: 0.699140, KL div.: 0.699140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
674 [D loss: 0.725795, acc.: 40.23%, KL div.: 0.359253] [G loss: 0.689664, KL div.: 0.689664, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
675 [D loss: 0.725239, acc.: 41.80%, KL div.: 0.351807] [G loss: 0.702111, KL div.: 0.702111, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
676 [D loss: 0.729632, acc.: 38.28%, KL div.: 0.359352] [G loss: 0.693249, KL div.: 0.693249, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
677 [D loss: 0.721485, acc.: 45.31%, KL div.: 0.347676] [G loss: 0.681384, KL div.: 0.681384, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
678 [D loss: 0.729043, acc.: 40.23%, KL div.: 0.356368] [G loss: 0.704295, KL div.: 0.704295, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
679 [D loss: 0.738097, acc.: 41.02%, KL div.: 0.373888] [G loss: 0.700579, KL div.: 0.700579, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
680 [D loss: 0.731444, acc.: 39.84%, KL div.: 0.367912] [G loss: 0.695058, KL div.: 0.695058, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
681 [D loss: 0.738113, acc.: 40.62%, KL div.: 0.365972] [G loss: 0.690661, KL div.: 0.690661, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
682 [D loss: 0.729527, acc.: 37.11%, KL div.: 0.364065] [G loss: 0.693727, KL div.: 0.693727, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
683 [D loss: 0.723195, acc.: 40.62%, KL div.: 0.363164] [G loss: 0.720198, KL div.: 0.720198, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
684 [D loss: 0.717679, acc.: 45.70%, KL div.: 0.355504] [G loss: 0.713536, KL div.: 0.713536, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
685 [D loss: 0.739226, acc.: 36.72%, KL div.: 0.370825] [G loss: 0.696355, KL div.: 0.696355, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
686 [D loss: 0.724076, acc.: 42.58%, KL div.: 0.362507] [G loss: 0.719076, KL div.: 0.719076, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
687 [D loss: 0.721869, acc.: 46.48%, KL div.: 0.365758] [G loss: 0.703194, KL div.: 0.703194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
688 [D loss: 0.712800, acc.: 43.36%, KL div.: 0.349573] [G loss: 0.697429, KL div.: 0.697429, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
689 [D loss: 0.703405, acc.: 48.83%, KL div.: 0.356313] [G loss: 0.719453, KL div.: 0.719453, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
690 [D loss: 0.706796, acc.: 46.88%, KL div.: 0.360515] [G loss: 0.733989, KL div.: 0.733989, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
691 [D loss: 0.728354, acc.: 38.67%, KL div.: 0.376416] [G loss: 0.719690, KL div.: 0.719690, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
692 [D loss: 0.718300, acc.: 43.75%, KL div.: 0.368724] [G loss: 0.744397, KL div.: 0.744397, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
693 [D loss: 0.709944, acc.: 46.48%, KL div.: 0.355528] [G loss: 0.726583, KL div.: 0.726583, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
694 [D loss: 0.719001, acc.: 42.19%, KL div.: 0.363880] [G loss: 0.722373, KL div.: 0.722373, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
695 [D loss: 0.710479, acc.: 46.09%, KL div.: 0.360376] [G loss: 0.718066, KL div.: 0.718066, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
696 [D loss: 0.705282, acc.: 50.78%, KL div.: 0.350929] [G loss: 0.707432, KL div.: 0.707432, FID: 0.000000]
4/4 [==============================] - 0s 37ms/step
697 [D loss: 0.700319, acc.: 50.00%, KL div.: 0.351457] [G loss: 0.723510, KL div.: 0.723510, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
698 [D loss: 0.704071, acc.: 48.44%, KL div.: 0.345052] [G loss: 0.720139, KL div.: 0.720139, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
699 [D loss: 0.695574, acc.: 50.78%, KL div.: 0.348634] [G loss: 0.717845, KL div.: 0.717845, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 2s 100ms/step
4/4 [==============================] - 0s 37ms/step
700 [D loss: 0.698702, acc.: 47.66%, KL div.: 0.348104] [G loss: 0.719577, KL div.: 0.719577, FID: 72.053173]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 67ms/step
701 [D loss: 0.682840, acc.: 53.91%, KL div.: 0.332546] [G loss: 0.719028, KL div.: 0.719028, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
702 [D loss: 0.701209, acc.: 47.27%, KL div.: 0.342031] [G loss: 0.711669, KL div.: 0.711669, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
703 [D loss: 0.709508, acc.: 43.75%, KL div.: 0.346703] [G loss: 0.699641, KL div.: 0.699641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
704 [D loss: 0.683955, acc.: 50.78%, KL div.: 0.335765] [G loss: 0.718584, KL div.: 0.718584, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
705 [D loss: 0.691894, acc.: 50.00%, KL div.: 0.345495] [G loss: 0.740036, KL div.: 0.740036, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
706 [D loss: 0.694467, acc.: 50.00%, KL div.: 0.345498] [G loss: 0.718374, KL div.: 0.718374, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
707 [D loss: 0.686411, acc.: 54.30%, KL div.: 0.334349] [G loss: 0.733201, KL div.: 0.733201, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
708 [D loss: 0.686258, acc.: 54.30%, KL div.: 0.343896] [G loss: 0.732998, KL div.: 0.732998, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
709 [D loss: 0.698716, acc.: 48.05%, KL div.: 0.343461] [G loss: 0.719959, KL div.: 0.719959, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
710 [D loss: 0.695036, acc.: 50.00%, KL div.: 0.343290] [G loss: 0.727774, KL div.: 0.727774, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
711 [D loss: 0.696191, acc.: 51.17%, KL div.: 0.350385] [G loss: 0.735541, KL div.: 0.735541, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
712 [D loss: 0.684456, acc.: 57.42%, KL div.: 0.342222] [G loss: 0.733447, KL div.: 0.733447, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
713 [D loss: 0.683212, acc.: 53.12%, KL div.: 0.345681] [G loss: 0.756174, KL div.: 0.756174, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
714 [D loss: 0.676748, acc.: 53.52%, KL div.: 0.341219] [G loss: 0.743904, KL div.: 0.743904, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
715 [D loss: 0.680730, acc.: 54.69%, KL div.: 0.352362] [G loss: 0.772925, KL div.: 0.772925, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
716 [D loss: 0.687570, acc.: 53.52%, KL div.: 0.354358] [G loss: 0.764983, KL div.: 0.764983, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
717 [D loss: 0.689279, acc.: 48.83%, KL div.: 0.347196] [G loss: 0.748518, KL div.: 0.748518, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
718 [D loss: 0.698931, acc.: 50.00%, KL div.: 0.345619] [G loss: 0.733877, KL div.: 0.733877, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
719 [D loss: 0.668816, acc.: 58.20%, KL div.: 0.334434] [G loss: 0.733920, KL div.: 0.733920, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
720 [D loss: 0.688456, acc.: 51.56%, KL div.: 0.341675] [G loss: 0.719683, KL div.: 0.719683, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
721 [D loss: 0.683235, acc.: 56.25%, KL div.: 0.342721] [G loss: 0.737620, KL div.: 0.737620, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
722 [D loss: 0.673950, acc.: 57.81%, KL div.: 0.335636] [G loss: 0.748965, KL div.: 0.748964, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
723 [D loss: 0.678310, acc.: 57.03%, KL div.: 0.337572] [G loss: 0.740809, KL div.: 0.740809, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
724 [D loss: 0.673888, acc.: 58.59%, KL div.: 0.336927] [G loss: 0.737590, KL div.: 0.737590, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
725 [D loss: 0.679031, acc.: 53.52%, KL div.: 0.335564] [G loss: 0.742755, KL div.: 0.742755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
726 [D loss: 0.671603, acc.: 54.69%, KL div.: 0.329650] [G loss: 0.731781, KL div.: 0.731781, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
727 [D loss: 0.667804, acc.: 59.77%, KL div.: 0.331219] [G loss: 0.736187, KL div.: 0.736187, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
728 [D loss: 0.662288, acc.: 60.55%, KL div.: 0.319782] [G loss: 0.742881, KL div.: 0.742881, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
729 [D loss: 0.658430, acc.: 55.47%, KL div.: 0.321362] [G loss: 0.746917, KL div.: 0.746917, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
730 [D loss: 0.668315, acc.: 59.77%, KL div.: 0.330317] [G loss: 0.765783, KL div.: 0.765783, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
731 [D loss: 0.671227, acc.: 53.91%, KL div.: 0.335242] [G loss: 0.761139, KL div.: 0.761139, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
732 [D loss: 0.659177, acc.: 61.33%, KL div.: 0.323549] [G loss: 0.747358, KL div.: 0.747358, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
733 [D loss: 0.666196, acc.: 59.38%, KL div.: 0.328823] [G loss: 0.758258, KL div.: 0.758258, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
734 [D loss: 0.669174, acc.: 53.52%, KL div.: 0.332799] [G loss: 0.748706, KL div.: 0.748706, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
735 [D loss: 0.666449, acc.: 56.64%, KL div.: 0.335901] [G loss: 0.768221, KL div.: 0.768221, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
736 [D loss: 0.666086, acc.: 58.20%, KL div.: 0.337982] [G loss: 0.759860, KL div.: 0.759860, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
737 [D loss: 0.660184, acc.: 60.16%, KL div.: 0.336928] [G loss: 0.780132, KL div.: 0.780132, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
738 [D loss: 0.653837, acc.: 61.72%, KL div.: 0.323468] [G loss: 0.764023, KL div.: 0.764023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
739 [D loss: 0.658785, acc.: 62.11%, KL div.: 0.327026] [G loss: 0.770097, KL div.: 0.770097, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
740 [D loss: 0.661445, acc.: 62.50%, KL div.: 0.327420] [G loss: 0.763046, KL div.: 0.763046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
741 [D loss: 0.664764, acc.: 59.77%, KL div.: 0.338728] [G loss: 0.766038, KL div.: 0.766038, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
742 [D loss: 0.662161, acc.: 55.86%, KL div.: 0.335393] [G loss: 0.774914, KL div.: 0.774914, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
743 [D loss: 0.645976, acc.: 62.89%, KL div.: 0.312223] [G loss: 0.765500, KL div.: 0.765500, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
744 [D loss: 0.669786, acc.: 61.33%, KL div.: 0.344353] [G loss: 0.792871, KL div.: 0.792871, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
745 [D loss: 0.644888, acc.: 61.33%, KL div.: 0.314395] [G loss: 0.771852, KL div.: 0.771852, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
746 [D loss: 0.661715, acc.: 58.98%, KL div.: 0.337448] [G loss: 0.783487, KL div.: 0.783487, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
747 [D loss: 0.643682, acc.: 63.28%, KL div.: 0.326924] [G loss: 0.797084, KL div.: 0.797084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
748 [D loss: 0.663532, acc.: 58.98%, KL div.: 0.338564] [G loss: 0.771535, KL div.: 0.771535, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
749 [D loss: 0.668964, acc.: 58.59%, KL div.: 0.341958] [G loss: 0.774268, KL div.: 0.774268, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
750 [D loss: 0.661604, acc.: 59.77%, KL div.: 0.337964] [G loss: 0.785121, KL div.: 0.785121, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
751 [D loss: 0.656543, acc.: 65.23%, KL div.: 0.335766] [G loss: 0.771698, KL div.: 0.771698, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
752 [D loss: 0.662774, acc.: 62.89%, KL div.: 0.329596] [G loss: 0.757919, KL div.: 0.757919, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
753 [D loss: 0.649007, acc.: 64.06%, KL div.: 0.321037] [G loss: 0.771570, KL div.: 0.771570, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
754 [D loss: 0.669715, acc.: 60.55%, KL div.: 0.330798] [G loss: 0.764302, KL div.: 0.764302, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
755 [D loss: 0.676223, acc.: 57.03%, KL div.: 0.335128] [G loss: 0.743440, KL div.: 0.743440, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
756 [D loss: 0.679744, acc.: 57.81%, KL div.: 0.329222] [G loss: 0.748323, KL div.: 0.748323, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
757 [D loss: 0.682417, acc.: 57.42%, KL div.: 0.338143] [G loss: 0.734510, KL div.: 0.734510, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
758 [D loss: 0.699165, acc.: 53.52%, KL div.: 0.333681] [G loss: 0.710672, KL div.: 0.710672, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
759 [D loss: 0.682399, acc.: 57.81%, KL div.: 0.325699] [G loss: 0.730958, KL div.: 0.730958, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
760 [D loss: 0.698757, acc.: 50.39%, KL div.: 0.330973] [G loss: 0.732678, KL div.: 0.732678, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
761 [D loss: 0.735702, acc.: 41.02%, KL div.: 0.348700] [G loss: 0.698130, KL div.: 0.698130, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
762 [D loss: 0.723265, acc.: 44.14%, KL div.: 0.363768] [G loss: 0.754648, KL div.: 0.754648, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
763 [D loss: 0.761398, acc.: 42.19%, KL div.: 0.362871] [G loss: 0.711941, KL div.: 0.711941, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
764 [D loss: 0.766324, acc.: 40.62%, KL div.: 0.378131] [G loss: 0.719211, KL div.: 0.719211, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
765 [D loss: 0.765100, acc.: 37.50%, KL div.: 0.378559] [G loss: 0.719800, KL div.: 0.719800, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
766 [D loss: 0.764301, acc.: 36.72%, KL div.: 0.397836] [G loss: 0.743441, KL div.: 0.743441, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
767 [D loss: 0.764403, acc.: 38.67%, KL div.: 0.396014] [G loss: 0.735790, KL div.: 0.735790, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
768 [D loss: 0.764710, acc.: 35.16%, KL div.: 0.400736] [G loss: 0.744547, KL div.: 0.744547, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
769 [D loss: 0.792905, acc.: 32.81%, KL div.: 0.411866] [G loss: 0.713804, KL div.: 0.713804, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
770 [D loss: 0.781871, acc.: 34.38%, KL div.: 0.405136] [G loss: 0.705184, KL div.: 0.705184, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
771 [D loss: 0.798095, acc.: 30.86%, KL div.: 0.419898] [G loss: 0.688950, KL div.: 0.688950, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
772 [D loss: 0.787962, acc.: 31.25%, KL div.: 0.413875] [G loss: 0.695009, KL div.: 0.695009, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
773 [D loss: 0.791884, acc.: 27.73%, KL div.: 0.405212] [G loss: 0.665941, KL div.: 0.665941, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
774 [D loss: 0.771956, acc.: 33.59%, KL div.: 0.389001] [G loss: 0.683513, KL div.: 0.683513, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
775 [D loss: 0.768308, acc.: 32.42%, KL div.: 0.390786] [G loss: 0.682094, KL div.: 0.682094, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
776 [D loss: 0.780062, acc.: 30.47%, KL div.: 0.392879] [G loss: 0.662805, KL div.: 0.662805, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
777 [D loss: 0.772739, acc.: 27.34%, KL div.: 0.379853] [G loss: 0.651642, KL div.: 0.651642, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
778 [D loss: 0.753941, acc.: 36.72%, KL div.: 0.371145] [G loss: 0.689418, KL div.: 0.689418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
779 [D loss: 0.750005, acc.: 35.16%, KL div.: 0.373685] [G loss: 0.694623, KL div.: 0.694623, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
780 [D loss: 0.741254, acc.: 34.77%, KL div.: 0.366894] [G loss: 0.680559, KL div.: 0.680559, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
781 [D loss: 0.739074, acc.: 37.89%, KL div.: 0.364991] [G loss: 0.692748, KL div.: 0.692748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
782 [D loss: 0.731787, acc.: 38.28%, KL div.: 0.366556] [G loss: 0.713210, KL div.: 0.713210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
783 [D loss: 0.700391, acc.: 48.05%, KL div.: 0.355521] [G loss: 0.729182, KL div.: 0.729182, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
784 [D loss: 0.712127, acc.: 41.41%, KL div.: 0.361137] [G loss: 0.732473, KL div.: 0.732473, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
785 [D loss: 0.703995, acc.: 49.22%, KL div.: 0.358267] [G loss: 0.752641, KL div.: 0.752641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
786 [D loss: 0.694949, acc.: 55.47%, KL div.: 0.360132] [G loss: 0.753989, KL div.: 0.753989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
787 [D loss: 0.680720, acc.: 53.91%, KL div.: 0.359018] [G loss: 0.782939, KL div.: 0.782939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
788 [D loss: 0.704550, acc.: 49.61%, KL div.: 0.359152] [G loss: 0.750709, KL div.: 0.750709, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
789 [D loss: 0.680255, acc.: 56.64%, KL div.: 0.355799] [G loss: 0.775516, KL div.: 0.775516, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
790 [D loss: 0.679942, acc.: 58.59%, KL div.: 0.357154] [G loss: 0.779197, KL div.: 0.779197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
791 [D loss: 0.664973, acc.: 66.80%, KL div.: 0.344178] [G loss: 0.795068, KL div.: 0.795068, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
792 [D loss: 0.666948, acc.: 63.67%, KL div.: 0.342024] [G loss: 0.773513, KL div.: 0.773513, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
793 [D loss: 0.662156, acc.: 63.67%, KL div.: 0.345791] [G loss: 0.799175, KL div.: 0.799175, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
794 [D loss: 0.663235, acc.: 62.50%, KL div.: 0.338949] [G loss: 0.783647, KL div.: 0.783647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
795 [D loss: 0.664335, acc.: 63.67%, KL div.: 0.341519] [G loss: 0.775826, KL div.: 0.775826, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
796 [D loss: 0.663577, acc.: 62.50%, KL div.: 0.333834] [G loss: 0.780832, KL div.: 0.780832, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
797 [D loss: 0.654893, acc.: 65.62%, KL div.: 0.330904] [G loss: 0.777356, KL div.: 0.777356, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
798 [D loss: 0.657101, acc.: 63.28%, KL div.: 0.332152] [G loss: 0.801257, KL div.: 0.801257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
799 [D loss: 0.663425, acc.: 62.89%, KL div.: 0.335337] [G loss: 0.771815, KL div.: 0.771814, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 53ms/step
4/4 [==============================] - 0s 27ms/step
800 [D loss: 0.666388, acc.: 62.89%, KL div.: 0.331500] [G loss: 0.764379, KL div.: 0.764379, FID: 81.768369]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 56ms/step
801 [D loss: 0.683459, acc.: 53.12%, KL div.: 0.339709] [G loss: 0.757350, KL div.: 0.757350, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
802 [D loss: 0.661397, acc.: 62.50%, KL div.: 0.325968] [G loss: 0.743522, KL div.: 0.743522, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
803 [D loss: 0.685277, acc.: 55.47%, KL div.: 0.320491] [G loss: 0.706217, KL div.: 0.706217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
804 [D loss: 0.668183, acc.: 56.64%, KL div.: 0.315272] [G loss: 0.729685, KL div.: 0.729685, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
805 [D loss: 0.672070, acc.: 60.55%, KL div.: 0.316230] [G loss: 0.723256, KL div.: 0.723256, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
806 [D loss: 0.692928, acc.: 51.95%, KL div.: 0.328675] [G loss: 0.703826, KL div.: 0.703826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
807 [D loss: 0.683269, acc.: 53.91%, KL div.: 0.324234] [G loss: 0.706583, KL div.: 0.706583, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
808 [D loss: 0.688972, acc.: 53.91%, KL div.: 0.327481] [G loss: 0.713090, KL div.: 0.713090, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
809 [D loss: 0.697613, acc.: 50.39%, KL div.: 0.321918] [G loss: 0.698249, KL div.: 0.698249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
810 [D loss: 0.702885, acc.: 51.17%, KL div.: 0.338427] [G loss: 0.721320, KL div.: 0.721320, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
811 [D loss: 0.689804, acc.: 54.69%, KL div.: 0.323187] [G loss: 0.703021, KL div.: 0.703021, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
812 [D loss: 0.701243, acc.: 47.27%, KL div.: 0.321194] [G loss: 0.673525, KL div.: 0.673525, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
813 [D loss: 0.699316, acc.: 51.56%, KL div.: 0.326763] [G loss: 0.701673, KL div.: 0.701673, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
814 [D loss: 0.728289, acc.: 37.50%, KL div.: 0.346155] [G loss: 0.666875, KL div.: 0.666875, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
815 [D loss: 0.720579, acc.: 44.53%, KL div.: 0.347917] [G loss: 0.682498, KL div.: 0.682498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
816 [D loss: 0.715674, acc.: 42.58%, KL div.: 0.343155] [G loss: 0.702527, KL div.: 0.702527, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
817 [D loss: 0.717155, acc.: 40.23%, KL div.: 0.339998] [G loss: 0.665169, KL div.: 0.665169, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
818 [D loss: 0.703510, acc.: 48.44%, KL div.: 0.345292] [G loss: 0.698111, KL div.: 0.698111, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
819 [D loss: 0.719024, acc.: 44.14%, KL div.: 0.354955] [G loss: 0.702719, KL div.: 0.702719, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
820 [D loss: 0.711334, acc.: 45.31%, KL div.: 0.347419] [G loss: 0.690691, KL div.: 0.690691, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
821 [D loss: 0.720012, acc.: 40.62%, KL div.: 0.352569] [G loss: 0.694908, KL div.: 0.694908, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
822 [D loss: 0.718031, acc.: 43.36%, KL div.: 0.354753] [G loss: 0.687932, KL div.: 0.687932, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
823 [D loss: 0.726345, acc.: 41.02%, KL div.: 0.348646] [G loss: 0.677550, KL div.: 0.677550, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
824 [D loss: 0.721159, acc.: 39.45%, KL div.: 0.351923] [G loss: 0.689695, KL div.: 0.689695, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
825 [D loss: 0.725284, acc.: 38.28%, KL div.: 0.356096] [G loss: 0.689286, KL div.: 0.689286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
826 [D loss: 0.724954, acc.: 38.67%, KL div.: 0.352919] [G loss: 0.683618, KL div.: 0.683618, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
827 [D loss: 0.714426, acc.: 44.14%, KL div.: 0.342216] [G loss: 0.685930, KL div.: 0.685930, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
828 [D loss: 0.731237, acc.: 35.94%, KL div.: 0.359736] [G loss: 0.685644, KL div.: 0.685644, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
829 [D loss: 0.731556, acc.: 38.67%, KL div.: 0.366792] [G loss: 0.690353, KL div.: 0.690353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
830 [D loss: 0.726217, acc.: 38.67%, KL div.: 0.359760] [G loss: 0.690124, KL div.: 0.690124, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
831 [D loss: 0.722095, acc.: 39.45%, KL div.: 0.355872] [G loss: 0.686026, KL div.: 0.686026, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
832 [D loss: 0.723449, acc.: 41.41%, KL div.: 0.357443] [G loss: 0.684003, KL div.: 0.684003, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
833 [D loss: 0.723200, acc.: 41.02%, KL div.: 0.355283] [G loss: 0.683445, KL div.: 0.683445, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
834 [D loss: 0.717161, acc.: 42.97%, KL div.: 0.348132] [G loss: 0.681406, KL div.: 0.681406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
835 [D loss: 0.718745, acc.: 41.80%, KL div.: 0.349707] [G loss: 0.697240, KL div.: 0.697240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
836 [D loss: 0.720034, acc.: 39.06%, KL div.: 0.354945] [G loss: 0.699203, KL div.: 0.699203, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
837 [D loss: 0.722978, acc.: 39.84%, KL div.: 0.355948] [G loss: 0.689104, KL div.: 0.689104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
838 [D loss: 0.716273, acc.: 46.09%, KL div.: 0.352768] [G loss: 0.690196, KL div.: 0.690196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
839 [D loss: 0.715241, acc.: 40.23%, KL div.: 0.354047] [G loss: 0.690458, KL div.: 0.690458, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
840 [D loss: 0.714214, acc.: 46.09%, KL div.: 0.351452] [G loss: 0.694288, KL div.: 0.694288, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
841 [D loss: 0.712804, acc.: 44.14%, KL div.: 0.345351] [G loss: 0.686711, KL div.: 0.686711, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
842 [D loss: 0.713005, acc.: 42.97%, KL div.: 0.356286] [G loss: 0.705355, KL div.: 0.705355, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
843 [D loss: 0.714865, acc.: 44.92%, KL div.: 0.351829] [G loss: 0.706754, KL div.: 0.706754, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
844 [D loss: 0.701735, acc.: 49.22%, KL div.: 0.351552] [G loss: 0.708481, KL div.: 0.708481, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
845 [D loss: 0.700147, acc.: 48.44%, KL div.: 0.354159] [G loss: 0.729470, KL div.: 0.729470, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
846 [D loss: 0.705472, acc.: 44.92%, KL div.: 0.354693] [G loss: 0.715979, KL div.: 0.715979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
847 [D loss: 0.691878, acc.: 54.69%, KL div.: 0.343604] [G loss: 0.729615, KL div.: 0.729615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
848 [D loss: 0.693921, acc.: 52.34%, KL div.: 0.349775] [G loss: 0.731950, KL div.: 0.731950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
849 [D loss: 0.693373, acc.: 49.22%, KL div.: 0.352878] [G loss: 0.735597, KL div.: 0.735597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
850 [D loss: 0.688072, acc.: 53.52%, KL div.: 0.338407] [G loss: 0.720769, KL div.: 0.720769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
851 [D loss: 0.689498, acc.: 54.69%, KL div.: 0.340666] [G loss: 0.724365, KL div.: 0.724365, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
852 [D loss: 0.688506, acc.: 52.73%, KL div.: 0.344402] [G loss: 0.733557, KL div.: 0.733557, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
853 [D loss: 0.697709, acc.: 48.83%, KL div.: 0.345637] [G loss: 0.723155, KL div.: 0.723155, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
854 [D loss: 0.689479, acc.: 53.91%, KL div.: 0.342344] [G loss: 0.723744, KL div.: 0.723744, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
855 [D loss: 0.685105, acc.: 54.69%, KL div.: 0.344816] [G loss: 0.726732, KL div.: 0.726732, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
856 [D loss: 0.691960, acc.: 49.61%, KL div.: 0.338952] [G loss: 0.726809, KL div.: 0.726809, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
857 [D loss: 0.692009, acc.: 54.69%, KL div.: 0.339157] [G loss: 0.703056, KL div.: 0.703056, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
858 [D loss: 0.689302, acc.: 55.08%, KL div.: 0.336542] [G loss: 0.711989, KL div.: 0.711989, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
859 [D loss: 0.688682, acc.: 51.95%, KL div.: 0.336968] [G loss: 0.715261, KL div.: 0.715261, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
860 [D loss: 0.698696, acc.: 49.61%, KL div.: 0.342009] [G loss: 0.701913, KL div.: 0.701913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
861 [D loss: 0.703983, acc.: 49.61%, KL div.: 0.347228] [G loss: 0.706022, KL div.: 0.706022, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
862 [D loss: 0.693803, acc.: 52.73%, KL div.: 0.343271] [G loss: 0.739084, KL div.: 0.739084, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
863 [D loss: 0.708095, acc.: 46.48%, KL div.: 0.347954] [G loss: 0.702832, KL div.: 0.702832, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
864 [D loss: 0.703696, acc.: 46.88%, KL div.: 0.349213] [G loss: 0.712371, KL div.: 0.712371, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
865 [D loss: 0.710492, acc.: 46.48%, KL div.: 0.352276] [G loss: 0.723715, KL div.: 0.723715, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
866 [D loss: 0.695049, acc.: 54.69%, KL div.: 0.349596] [G loss: 0.725115, KL div.: 0.725115, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
867 [D loss: 0.710378, acc.: 43.36%, KL div.: 0.357532] [G loss: 0.725410, KL div.: 0.725410, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
868 [D loss: 0.712104, acc.: 42.19%, KL div.: 0.360575] [G loss: 0.720625, KL div.: 0.720625, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
869 [D loss: 0.711206, acc.: 46.88%, KL div.: 0.363378] [G loss: 0.716363, KL div.: 0.716363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
870 [D loss: 0.719937, acc.: 41.02%, KL div.: 0.367222] [G loss: 0.713617, KL div.: 0.713617, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
871 [D loss: 0.713555, acc.: 44.14%, KL div.: 0.362835] [G loss: 0.721623, KL div.: 0.721623, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
872 [D loss: 0.711758, acc.: 44.53%, KL div.: 0.361893] [G loss: 0.718450, KL div.: 0.718450, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
873 [D loss: 0.715289, acc.: 43.36%, KL div.: 0.364919] [G loss: 0.709839, KL div.: 0.709839, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
874 [D loss: 0.716250, acc.: 43.75%, KL div.: 0.367020] [G loss: 0.711247, KL div.: 0.711247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
875 [D loss: 0.712433, acc.: 41.80%, KL div.: 0.361361] [G loss: 0.702346, KL div.: 0.702346, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
876 [D loss: 0.712260, acc.: 45.70%, KL div.: 0.359558] [G loss: 0.723394, KL div.: 0.723394, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
877 [D loss: 0.707135, acc.: 45.70%, KL div.: 0.356301] [G loss: 0.714319, KL div.: 0.714319, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
878 [D loss: 0.706872, acc.: 45.70%, KL div.: 0.355857] [G loss: 0.730770, KL div.: 0.730770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
879 [D loss: 0.705390, acc.: 45.70%, KL div.: 0.355912] [G loss: 0.723418, KL div.: 0.723418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
880 [D loss: 0.708373, acc.: 45.31%, KL div.: 0.352827] [G loss: 0.721699, KL div.: 0.721699, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
881 [D loss: 0.696752, acc.: 50.00%, KL div.: 0.352333] [G loss: 0.744649, KL div.: 0.744649, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
882 [D loss: 0.694402, acc.: 51.95%, KL div.: 0.356361] [G loss: 0.730780, KL div.: 0.730780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
883 [D loss: 0.696430, acc.: 53.12%, KL div.: 0.363030] [G loss: 0.763344, KL div.: 0.763344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
884 [D loss: 0.690260, acc.: 55.86%, KL div.: 0.360689] [G loss: 0.765049, KL div.: 0.765049, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
885 [D loss: 0.694771, acc.: 50.00%, KL div.: 0.358257] [G loss: 0.745387, KL div.: 0.745387, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
886 [D loss: 0.678463, acc.: 57.81%, KL div.: 0.350675] [G loss: 0.748243, KL div.: 0.748243, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
887 [D loss: 0.693459, acc.: 49.61%, KL div.: 0.356791] [G loss: 0.742161, KL div.: 0.742161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
888 [D loss: 0.684951, acc.: 57.03%, KL div.: 0.351577] [G loss: 0.752583, KL div.: 0.752583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
889 [D loss: 0.686473, acc.: 55.08%, KL div.: 0.359580] [G loss: 0.767221, KL div.: 0.767221, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
890 [D loss: 0.687111, acc.: 52.34%, KL div.: 0.352151] [G loss: 0.746059, KL div.: 0.746059, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
891 [D loss: 0.683505, acc.: 55.86%, KL div.: 0.359214] [G loss: 0.764205, KL div.: 0.764205, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
892 [D loss: 0.684647, acc.: 55.08%, KL div.: 0.356217] [G loss: 0.771524, KL div.: 0.771524, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
893 [D loss: 0.684565, acc.: 57.81%, KL div.: 0.355490] [G loss: 0.749372, KL div.: 0.749372, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
894 [D loss: 0.683322, acc.: 57.42%, KL div.: 0.361305] [G loss: 0.766014, KL div.: 0.766014, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
895 [D loss: 0.680263, acc.: 58.98%, KL div.: 0.353336] [G loss: 0.760944, KL div.: 0.760944, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
896 [D loss: 0.680245, acc.: 57.81%, KL div.: 0.347300] [G loss: 0.755614, KL div.: 0.755614, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
897 [D loss: 0.681766, acc.: 57.03%, KL div.: 0.349585] [G loss: 0.737751, KL div.: 0.737751, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
898 [D loss: 0.682516, acc.: 56.25%, KL div.: 0.347370] [G loss: 0.745847, KL div.: 0.745847, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
899 [D loss: 0.697691, acc.: 46.88%, KL div.: 0.352914] [G loss: 0.737860, KL div.: 0.737860, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 0s 25ms/step
900 [D loss: 0.690615, acc.: 49.61%, KL div.: 0.345180] [G loss: 0.730479, KL div.: 0.730479, FID: 61.820808]
1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 30ms/step
901 [D loss: 0.694417, acc.: 50.78%, KL div.: 0.348808] [G loss: 0.723699, KL div.: 0.723699, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
902 [D loss: 0.697186, acc.: 48.44%, KL div.: 0.347999] [G loss: 0.717892, KL div.: 0.717892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
903 [D loss: 0.692566, acc.: 50.39%, KL div.: 0.346382] [G loss: 0.725359, KL div.: 0.725359, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
904 [D loss: 0.692796, acc.: 48.05%, KL div.: 0.346673] [G loss: 0.711826, KL div.: 0.711826, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
905 [D loss: 0.698446, acc.: 50.00%, KL div.: 0.347699] [G loss: 0.711441, KL div.: 0.711441, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
906 [D loss: 0.705308, acc.: 43.75%, KL div.: 0.353192] [G loss: 0.724068, KL div.: 0.724068, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
907 [D loss: 0.708109, acc.: 46.09%, KL div.: 0.352173] [G loss: 0.717505, KL div.: 0.717505, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
908 [D loss: 0.703829, acc.: 45.31%, KL div.: 0.354933] [G loss: 0.735281, KL div.: 0.735281, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
909 [D loss: 0.707623, acc.: 43.36%, KL div.: 0.359800] [G loss: 0.727615, KL div.: 0.727615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
910 [D loss: 0.703930, acc.: 45.70%, KL div.: 0.360332] [G loss: 0.719367, KL div.: 0.719367, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
911 [D loss: 0.714677, acc.: 41.41%, KL div.: 0.366451] [G loss: 0.721962, KL div.: 0.721962, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
912 [D loss: 0.709219, acc.: 42.97%, KL div.: 0.366412] [G loss: 0.726383, KL div.: 0.726383, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
913 [D loss: 0.702380, acc.: 46.48%, KL div.: 0.358436] [G loss: 0.730060, KL div.: 0.730060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
914 [D loss: 0.709417, acc.: 43.36%, KL div.: 0.359710] [G loss: 0.711731, KL div.: 0.711732, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
915 [D loss: 0.699912, acc.: 49.61%, KL div.: 0.354809] [G loss: 0.717695, KL div.: 0.717695, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
916 [D loss: 0.705921, acc.: 41.02%, KL div.: 0.361023] [G loss: 0.711897, KL div.: 0.711897, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
917 [D loss: 0.705518, acc.: 46.88%, KL div.: 0.355206] [G loss: 0.711088, KL div.: 0.711088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
918 [D loss: 0.699248, acc.: 50.39%, KL div.: 0.349523] [G loss: 0.718749, KL div.: 0.718749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
919 [D loss: 0.684895, acc.: 57.81%, KL div.: 0.343386] [G loss: 0.718984, KL div.: 0.718984, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
920 [D loss: 0.704777, acc.: 46.48%, KL div.: 0.353414] [G loss: 0.705889, KL div.: 0.705889, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
921 [D loss: 0.686275, acc.: 56.25%, KL div.: 0.345307] [G loss: 0.727805, KL div.: 0.727805, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
922 [D loss: 0.696830, acc.: 51.17%, KL div.: 0.342736] [G loss: 0.701764, KL div.: 0.701764, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
923 [D loss: 0.682041, acc.: 60.94%, KL div.: 0.339225] [G loss: 0.723897, KL div.: 0.723897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
924 [D loss: 0.686168, acc.: 57.42%, KL div.: 0.343305] [G loss: 0.730613, KL div.: 0.730613, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
925 [D loss: 0.682479, acc.: 53.52%, KL div.: 0.338802] [G loss: 0.726081, KL div.: 0.726081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
926 [D loss: 0.677153, acc.: 57.81%, KL div.: 0.340388] [G loss: 0.749983, KL div.: 0.749983, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
927 [D loss: 0.666768, acc.: 66.41%, KL div.: 0.335104] [G loss: 0.746249, KL div.: 0.746249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
928 [D loss: 0.670102, acc.: 62.89%, KL div.: 0.332961] [G loss: 0.736232, KL div.: 0.736232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
929 [D loss: 0.674541, acc.: 62.11%, KL div.: 0.342168] [G loss: 0.748581, KL div.: 0.748581, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
930 [D loss: 0.680866, acc.: 59.38%, KL div.: 0.335920] [G loss: 0.734024, KL div.: 0.734024, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
931 [D loss: 0.676126, acc.: 59.77%, KL div.: 0.339909] [G loss: 0.753123, KL div.: 0.753123, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
932 [D loss: 0.674520, acc.: 60.16%, KL div.: 0.335494] [G loss: 0.736647, KL div.: 0.736647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
933 [D loss: 0.673468, acc.: 62.89%, KL div.: 0.335792] [G loss: 0.743574, KL div.: 0.743574, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
934 [D loss: 0.673537, acc.: 60.94%, KL div.: 0.337903] [G loss: 0.740893, KL div.: 0.740893, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
935 [D loss: 0.671504, acc.: 62.11%, KL div.: 0.335856] [G loss: 0.732071, KL div.: 0.732071, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
936 [D loss: 0.677064, acc.: 60.55%, KL div.: 0.333371] [G loss: 0.733534, KL div.: 0.733534, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
937 [D loss: 0.676480, acc.: 59.38%, KL div.: 0.336379] [G loss: 0.721377, KL div.: 0.721377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
938 [D loss: 0.680157, acc.: 61.72%, KL div.: 0.336726] [G loss: 0.726672, KL div.: 0.726672, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
939 [D loss: 0.688251, acc.: 50.39%, KL div.: 0.337984] [G loss: 0.717920, KL div.: 0.717920, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
940 [D loss: 0.680520, acc.: 59.77%, KL div.: 0.331569] [G loss: 0.723131, KL div.: 0.723131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
941 [D loss: 0.685592, acc.: 56.64%, KL div.: 0.331859] [G loss: 0.696626, KL div.: 0.696626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
942 [D loss: 0.691540, acc.: 55.08%, KL div.: 0.337356] [G loss: 0.704988, KL div.: 0.704988, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
943 [D loss: 0.685129, acc.: 59.38%, KL div.: 0.330138] [G loss: 0.714544, KL div.: 0.714544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
944 [D loss: 0.692737, acc.: 51.95%, KL div.: 0.336343] [G loss: 0.700836, KL div.: 0.700836, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
945 [D loss: 0.690823, acc.: 53.52%, KL div.: 0.328004] [G loss: 0.686825, KL div.: 0.686825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
946 [D loss: 0.694115, acc.: 53.12%, KL div.: 0.334346] [G loss: 0.680243, KL div.: 0.680243, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
947 [D loss: 0.694858, acc.: 51.56%, KL div.: 0.334203] [G loss: 0.698761, KL div.: 0.698761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
948 [D loss: 0.703334, acc.: 47.66%, KL div.: 0.337079] [G loss: 0.675032, KL div.: 0.675032, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
949 [D loss: 0.704540, acc.: 44.53%, KL div.: 0.340218] [G loss: 0.689164, KL div.: 0.689164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
950 [D loss: 0.708922, acc.: 41.02%, KL div.: 0.341075] [G loss: 0.680012, KL div.: 0.680012, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
951 [D loss: 0.701433, acc.: 49.22%, KL div.: 0.337876] [G loss: 0.692286, KL div.: 0.692286, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
952 [D loss: 0.699525, acc.: 48.44%, KL div.: 0.343696] [G loss: 0.695877, KL div.: 0.695877, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
953 [D loss: 0.705852, acc.: 46.88%, KL div.: 0.343445] [G loss: 0.691048, KL div.: 0.691048, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
954 [D loss: 0.711447, acc.: 41.80%, KL div.: 0.346440] [G loss: 0.690611, KL div.: 0.690611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
955 [D loss: 0.703339, acc.: 49.22%, KL div.: 0.348888] [G loss: 0.711407, KL div.: 0.711407, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
956 [D loss: 0.718257, acc.: 38.67%, KL div.: 0.358852] [G loss: 0.704254, KL div.: 0.704254, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
957 [D loss: 0.702482, acc.: 44.53%, KL div.: 0.349338] [G loss: 0.705590, KL div.: 0.705590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
958 [D loss: 0.705829, acc.: 44.92%, KL div.: 0.359142] [G loss: 0.709116, KL div.: 0.709116, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
959 [D loss: 0.703043, acc.: 45.70%, KL div.: 0.348355] [G loss: 0.703374, KL div.: 0.703374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
960 [D loss: 0.711106, acc.: 43.36%, KL div.: 0.356689] [G loss: 0.692262, KL div.: 0.692262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
961 [D loss: 0.702492, acc.: 46.88%, KL div.: 0.350257] [G loss: 0.703934, KL div.: 0.703934, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
962 [D loss: 0.707367, acc.: 45.31%, KL div.: 0.352380] [G loss: 0.694227, KL div.: 0.694227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
963 [D loss: 0.702672, acc.: 47.66%, KL div.: 0.346313] [G loss: 0.702788, KL div.: 0.702788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
964 [D loss: 0.700012, acc.: 48.83%, KL div.: 0.342602] [G loss: 0.695335, KL div.: 0.695335, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
965 [D loss: 0.706224, acc.: 44.92%, KL div.: 0.348395] [G loss: 0.699066, KL div.: 0.699066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
966 [D loss: 0.694459, acc.: 48.05%, KL div.: 0.340282] [G loss: 0.705751, KL div.: 0.705751, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
967 [D loss: 0.692666, acc.: 53.12%, KL div.: 0.339227] [G loss: 0.702957, KL div.: 0.702957, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
968 [D loss: 0.693983, acc.: 53.91%, KL div.: 0.339789] [G loss: 0.694843, KL div.: 0.694843, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
969 [D loss: 0.690425, acc.: 50.00%, KL div.: 0.336830] [G loss: 0.700417, KL div.: 0.700417, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
970 [D loss: 0.682410, acc.: 60.16%, KL div.: 0.339148] [G loss: 0.714075, KL div.: 0.714075, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
971 [D loss: 0.683277, acc.: 60.16%, KL div.: 0.337145] [G loss: 0.709223, KL div.: 0.709223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
972 [D loss: 0.676932, acc.: 60.16%, KL div.: 0.331172] [G loss: 0.724091, KL div.: 0.724091, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
973 [D loss: 0.672558, acc.: 65.23%, KL div.: 0.332115] [G loss: 0.728623, KL div.: 0.728623, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
974 [D loss: 0.674476, acc.: 64.45%, KL div.: 0.332524] [G loss: 0.732445, KL div.: 0.732445, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
975 [D loss: 0.675941, acc.: 59.77%, KL div.: 0.338688] [G loss: 0.732051, KL div.: 0.732051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
976 [D loss: 0.668436, acc.: 64.84%, KL div.: 0.336425] [G loss: 0.751670, KL div.: 0.751670, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
977 [D loss: 0.660832, acc.: 66.80%, KL div.: 0.330999] [G loss: 0.749568, KL div.: 0.749568, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
978 [D loss: 0.671777, acc.: 63.67%, KL div.: 0.334927] [G loss: 0.735672, KL div.: 0.735672, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
979 [D loss: 0.667560, acc.: 65.23%, KL div.: 0.336203] [G loss: 0.758756, KL div.: 0.758756, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
980 [D loss: 0.657615, acc.: 68.36%, KL div.: 0.329262] [G loss: 0.761867, KL div.: 0.761867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
981 [D loss: 0.666481, acc.: 66.80%, KL div.: 0.336556] [G loss: 0.758352, KL div.: 0.758352, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
982 [D loss: 0.660527, acc.: 66.02%, KL div.: 0.331209] [G loss: 0.747154, KL div.: 0.747154, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
983 [D loss: 0.660288, acc.: 66.80%, KL div.: 0.334217] [G loss: 0.756726, KL div.: 0.756726, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
984 [D loss: 0.665266, acc.: 64.06%, KL div.: 0.334803] [G loss: 0.748610, KL div.: 0.748610, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
985 [D loss: 0.666094, acc.: 61.72%, KL div.: 0.331460] [G loss: 0.743035, KL div.: 0.743035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
986 [D loss: 0.674361, acc.: 61.33%, KL div.: 0.332152] [G loss: 0.728202, KL div.: 0.728202, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
987 [D loss: 0.666561, acc.: 65.62%, KL div.: 0.322810] [G loss: 0.730938, KL div.: 0.730938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
988 [D loss: 0.677603, acc.: 56.64%, KL div.: 0.333045] [G loss: 0.721602, KL div.: 0.721602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
989 [D loss: 0.684499, acc.: 54.30%, KL div.: 0.333954] [G loss: 0.713736, KL div.: 0.713736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
990 [D loss: 0.673841, acc.: 60.94%, KL div.: 0.329792] [G loss: 0.724080, KL div.: 0.724080, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
991 [D loss: 0.678934, acc.: 57.81%, KL div.: 0.328704] [G loss: 0.717424, KL div.: 0.717424, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
992 [D loss: 0.683505, acc.: 55.47%, KL div.: 0.326840] [G loss: 0.697270, KL div.: 0.697270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
993 [D loss: 0.688129, acc.: 54.69%, KL div.: 0.332581] [G loss: 0.689774, KL div.: 0.689774, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
994 [D loss: 0.687007, acc.: 55.86%, KL div.: 0.327383] [G loss: 0.706272, KL div.: 0.706272, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
995 [D loss: 0.705717, acc.: 45.70%, KL div.: 0.338741] [G loss: 0.684525, KL div.: 0.684525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
996 [D loss: 0.679839, acc.: 59.38%, KL div.: 0.326295] [G loss: 0.708573, KL div.: 0.708573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
997 [D loss: 0.698436, acc.: 48.83%, KL div.: 0.332777] [G loss: 0.688983, KL div.: 0.688983, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
998 [D loss: 0.695253, acc.: 48.83%, KL div.: 0.332361] [G loss: 0.686204, KL div.: 0.686204, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
999 [D loss: 0.692913, acc.: 52.34%, KL div.: 0.333845] [G loss: 0.685674, KL div.: 0.685674, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 0s 28ms/step
1000 [D loss: 0.691633, acc.: 55.47%, KL div.: 0.334647] [G loss: 0.701876, KL div.: 0.701876, FID: 99.516249]
1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 74ms/step
1001 [D loss: 0.703003, acc.: 46.88%, KL div.: 0.339089] [G loss: 0.692565, KL div.: 0.692565, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1002 [D loss: 0.692215, acc.: 49.22%, KL div.: 0.334416] [G loss: 0.705739, KL div.: 0.705739, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1003 [D loss: 0.688586, acc.: 56.25%, KL div.: 0.339630] [G loss: 0.718694, KL div.: 0.718694, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1004 [D loss: 0.687240, acc.: 56.64%, KL div.: 0.338325] [G loss: 0.726396, KL div.: 0.726396, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1005 [D loss: 0.698818, acc.: 50.39%, KL div.: 0.345421] [G loss: 0.718570, KL div.: 0.718570, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1006 [D loss: 0.679146, acc.: 58.59%, KL div.: 0.339804] [G loss: 0.745837, KL div.: 0.745837, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1007 [D loss: 0.695773, acc.: 48.44%, KL div.: 0.347734] [G loss: 0.728928, KL div.: 0.728928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1008 [D loss: 0.686599, acc.: 52.34%, KL div.: 0.348279] [G loss: 0.747082, KL div.: 0.747082, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1009 [D loss: 0.688715, acc.: 55.86%, KL div.: 0.345353] [G loss: 0.738534, KL div.: 0.738534, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1010 [D loss: 0.676315, acc.: 58.59%, KL div.: 0.338224] [G loss: 0.743057, KL div.: 0.743057, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1011 [D loss: 0.680327, acc.: 60.16%, KL div.: 0.339207] [G loss: 0.744272, KL div.: 0.744272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1012 [D loss: 0.674815, acc.: 62.50%, KL div.: 0.338939] [G loss: 0.744917, KL div.: 0.744917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1013 [D loss: 0.671192, acc.: 61.72%, KL div.: 0.333422] [G loss: 0.741109, KL div.: 0.741109, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1014 [D loss: 0.661202, acc.: 70.31%, KL div.: 0.328202] [G loss: 0.748875, KL div.: 0.748875, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1015 [D loss: 0.664797, acc.: 66.02%, KL div.: 0.328748] [G loss: 0.735745, KL div.: 0.735745, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1016 [D loss: 0.672855, acc.: 61.33%, KL div.: 0.328406] [G loss: 0.727543, KL div.: 0.727543, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1017 [D loss: 0.670590, acc.: 61.33%, KL div.: 0.332091] [G loss: 0.729783, KL div.: 0.729783, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1018 [D loss: 0.668947, acc.: 61.72%, KL div.: 0.325598] [G loss: 0.734924, KL div.: 0.734924, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1019 [D loss: 0.662227, acc.: 64.84%, KL div.: 0.327927] [G loss: 0.758938, KL div.: 0.758938, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1020 [D loss: 0.661225, acc.: 65.23%, KL div.: 0.327560] [G loss: 0.746840, KL div.: 0.746840, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1021 [D loss: 0.667936, acc.: 65.62%, KL div.: 0.333361] [G loss: 0.761328, KL div.: 0.761328, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1022 [D loss: 0.664987, acc.: 61.72%, KL div.: 0.330054] [G loss: 0.764130, KL div.: 0.764130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1023 [D loss: 0.670179, acc.: 60.94%, KL div.: 0.331774] [G loss: 0.751123, KL div.: 0.751123, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1024 [D loss: 0.668493, acc.: 65.62%, KL div.: 0.335842] [G loss: 0.759032, KL div.: 0.759032, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1025 [D loss: 0.663095, acc.: 63.28%, KL div.: 0.335564] [G loss: 0.760455, KL div.: 0.760455, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1026 [D loss: 0.661185, acc.: 65.23%, KL div.: 0.331782] [G loss: 0.759971, KL div.: 0.759971, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1027 [D loss: 0.674595, acc.: 62.89%, KL div.: 0.343433] [G loss: 0.738093, KL div.: 0.738093, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1028 [D loss: 0.669375, acc.: 64.06%, KL div.: 0.338121] [G loss: 0.747479, KL div.: 0.747479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1029 [D loss: 0.673619, acc.: 58.20%, KL div.: 0.333171] [G loss: 0.740358, KL div.: 0.740358, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1030 [D loss: 0.680076, acc.: 61.72%, KL div.: 0.335429] [G loss: 0.722287, KL div.: 0.722287, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1031 [D loss: 0.680278, acc.: 58.20%, KL div.: 0.333443] [G loss: 0.712986, KL div.: 0.712986, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1032 [D loss: 0.681985, acc.: 57.81%, KL div.: 0.332186] [G loss: 0.707649, KL div.: 0.707649, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1033 [D loss: 0.678250, acc.: 57.03%, KL div.: 0.328516] [G loss: 0.707455, KL div.: 0.707455, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1034 [D loss: 0.677744, acc.: 58.20%, KL div.: 0.329324] [G loss: 0.708162, KL div.: 0.708162, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1035 [D loss: 0.685540, acc.: 51.17%, KL div.: 0.331515] [G loss: 0.697753, KL div.: 0.697752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1036 [D loss: 0.685329, acc.: 53.12%, KL div.: 0.329220] [G loss: 0.697310, KL div.: 0.697310, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1037 [D loss: 0.698002, acc.: 44.53%, KL div.: 0.333349] [G loss: 0.700534, KL div.: 0.700534, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1038 [D loss: 0.686813, acc.: 53.12%, KL div.: 0.326452] [G loss: 0.692608, KL div.: 0.692608, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1039 [D loss: 0.695605, acc.: 51.95%, KL div.: 0.334363] [G loss: 0.693154, KL div.: 0.693154, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1040 [D loss: 0.691975, acc.: 50.78%, KL div.: 0.333472] [G loss: 0.706305, KL div.: 0.706305, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1041 [D loss: 0.693042, acc.: 51.17%, KL div.: 0.338315] [G loss: 0.716574, KL div.: 0.716574, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1042 [D loss: 0.697763, acc.: 47.66%, KL div.: 0.345476] [G loss: 0.704672, KL div.: 0.704672, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1043 [D loss: 0.693321, acc.: 48.83%, KL div.: 0.343999] [G loss: 0.723895, KL div.: 0.723895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1044 [D loss: 0.697093, acc.: 48.83%, KL div.: 0.344204] [G loss: 0.706753, KL div.: 0.706753, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1045 [D loss: 0.708061, acc.: 46.48%, KL div.: 0.356480] [G loss: 0.721091, KL div.: 0.721091, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1046 [D loss: 0.699873, acc.: 49.61%, KL div.: 0.349325] [G loss: 0.711112, KL div.: 0.711112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1047 [D loss: 0.703589, acc.: 45.31%, KL div.: 0.348382] [G loss: 0.712530, KL div.: 0.712530, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1048 [D loss: 0.704468, acc.: 44.14%, KL div.: 0.352088] [G loss: 0.710113, KL div.: 0.710113, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1049 [D loss: 0.704526, acc.: 46.88%, KL div.: 0.353592] [G loss: 0.709369, KL div.: 0.709369, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1050 [D loss: 0.699679, acc.: 46.88%, KL div.: 0.354086] [G loss: 0.719736, KL div.: 0.719736, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1051 [D loss: 0.696479, acc.: 48.83%, KL div.: 0.351004] [G loss: 0.712103, KL div.: 0.712103, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1052 [D loss: 0.697619, acc.: 45.70%, KL div.: 0.349569] [G loss: 0.725006, KL div.: 0.725006, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1053 [D loss: 0.694662, acc.: 51.17%, KL div.: 0.344891] [G loss: 0.709842, KL div.: 0.709842, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1054 [D loss: 0.690656, acc.: 53.52%, KL div.: 0.340357] [G loss: 0.722368, KL div.: 0.722368, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1055 [D loss: 0.695356, acc.: 49.22%, KL div.: 0.346595] [G loss: 0.723409, KL div.: 0.723409, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1056 [D loss: 0.691412, acc.: 48.83%, KL div.: 0.346979] [G loss: 0.718301, KL div.: 0.718301, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1057 [D loss: 0.683274, acc.: 55.08%, KL div.: 0.336906] [G loss: 0.718969, KL div.: 0.718969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1058 [D loss: 0.694013, acc.: 50.78%, KL div.: 0.350623] [G loss: 0.728957, KL div.: 0.728957, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1059 [D loss: 0.689439, acc.: 47.66%, KL div.: 0.337790] [G loss: 0.708254, KL div.: 0.708254, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1060 [D loss: 0.691120, acc.: 52.73%, KL div.: 0.347595] [G loss: 0.727557, KL div.: 0.727557, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1061 [D loss: 0.698140, acc.: 50.00%, KL div.: 0.351952] [G loss: 0.722660, KL div.: 0.722660, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1062 [D loss: 0.688366, acc.: 54.69%, KL div.: 0.347202] [G loss: 0.735150, KL div.: 0.735150, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1063 [D loss: 0.683869, acc.: 54.69%, KL div.: 0.343114] [G loss: 0.738958, KL div.: 0.738958, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1064 [D loss: 0.683209, acc.: 54.69%, KL div.: 0.349491] [G loss: 0.746488, KL div.: 0.746488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1065 [D loss: 0.680446, acc.: 57.42%, KL div.: 0.347867] [G loss: 0.750926, KL div.: 0.750926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1066 [D loss: 0.692037, acc.: 54.69%, KL div.: 0.359555] [G loss: 0.755466, KL div.: 0.755466, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1067 [D loss: 0.673411, acc.: 58.98%, KL div.: 0.348521] [G loss: 0.753517, KL div.: 0.753517, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1068 [D loss: 0.685428, acc.: 54.30%, KL div.: 0.348367] [G loss: 0.752024, KL div.: 0.752024, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1069 [D loss: 0.679725, acc.: 57.03%, KL div.: 0.346323] [G loss: 0.760280, KL div.: 0.760280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1070 [D loss: 0.681067, acc.: 57.03%, KL div.: 0.349535] [G loss: 0.744249, KL div.: 0.744249, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1071 [D loss: 0.682474, acc.: 53.12%, KL div.: 0.347872] [G loss: 0.749327, KL div.: 0.749327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1072 [D loss: 0.680584, acc.: 57.42%, KL div.: 0.348450] [G loss: 0.753774, KL div.: 0.753774, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1073 [D loss: 0.686358, acc.: 54.69%, KL div.: 0.350424] [G loss: 0.738625, KL div.: 0.738625, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1074 [D loss: 0.683443, acc.: 56.25%, KL div.: 0.345306] [G loss: 0.730397, KL div.: 0.730397, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1075 [D loss: 0.689359, acc.: 53.91%, KL div.: 0.351696] [G loss: 0.744617, KL div.: 0.744617, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1076 [D loss: 0.686049, acc.: 51.17%, KL div.: 0.347071] [G loss: 0.734818, KL div.: 0.734818, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1077 [D loss: 0.684700, acc.: 54.30%, KL div.: 0.345345] [G loss: 0.744342, KL div.: 0.744342, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1078 [D loss: 0.687461, acc.: 57.81%, KL div.: 0.348220] [G loss: 0.733934, KL div.: 0.733934, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1079 [D loss: 0.684604, acc.: 56.25%, KL div.: 0.349805] [G loss: 0.737503, KL div.: 0.737503, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1080 [D loss: 0.692338, acc.: 48.44%, KL div.: 0.349783] [G loss: 0.730581, KL div.: 0.730581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1081 [D loss: 0.690395, acc.: 53.91%, KL div.: 0.350409] [G loss: 0.730433, KL div.: 0.730433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1082 [D loss: 0.682964, acc.: 53.91%, KL div.: 0.346565] [G loss: 0.738186, KL div.: 0.738186, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1083 [D loss: 0.681798, acc.: 55.08%, KL div.: 0.345477] [G loss: 0.746008, KL div.: 0.746008, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1084 [D loss: 0.684702, acc.: 54.69%, KL div.: 0.347282] [G loss: 0.750838, KL div.: 0.750838, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1085 [D loss: 0.676895, acc.: 58.59%, KL div.: 0.345602] [G loss: 0.751924, KL div.: 0.751924, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1086 [D loss: 0.688411, acc.: 54.69%, KL div.: 0.354461] [G loss: 0.762094, KL div.: 0.762094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1087 [D loss: 0.686908, acc.: 54.30%, KL div.: 0.353845] [G loss: 0.748850, KL div.: 0.748850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1088 [D loss: 0.687624, acc.: 57.42%, KL div.: 0.356749] [G loss: 0.755247, KL div.: 0.755247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1089 [D loss: 0.698415, acc.: 48.44%, KL div.: 0.363509] [G loss: 0.756270, KL div.: 0.756270, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1090 [D loss: 0.691254, acc.: 52.34%, KL div.: 0.360867] [G loss: 0.750033, KL div.: 0.750033, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1091 [D loss: 0.692528, acc.: 50.00%, KL div.: 0.361172] [G loss: 0.759162, KL div.: 0.759162, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1092 [D loss: 0.683133, acc.: 56.25%, KL div.: 0.354201] [G loss: 0.747777, KL div.: 0.747777, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1093 [D loss: 0.699332, acc.: 50.78%, KL div.: 0.360985] [G loss: 0.750589, KL div.: 0.750589, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1094 [D loss: 0.706191, acc.: 49.22%, KL div.: 0.369819] [G loss: 0.749357, KL div.: 0.749357, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1095 [D loss: 0.706101, acc.: 45.31%, KL div.: 0.361434] [G loss: 0.724569, KL div.: 0.724569, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1096 [D loss: 0.714169, acc.: 44.92%, KL div.: 0.363928] [G loss: 0.726595, KL div.: 0.726595, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1097 [D loss: 0.712521, acc.: 42.58%, KL div.: 0.365112] [G loss: 0.725413, KL div.: 0.725413, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1098 [D loss: 0.710993, acc.: 44.14%, KL div.: 0.359937] [G loss: 0.719652, KL div.: 0.719652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1099 [D loss: 0.729806, acc.: 38.67%, KL div.: 0.370591] [G loss: 0.713448, KL div.: 0.713448, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 58ms/step
4/4 [==============================] - 0s 24ms/step
1100 [D loss: 0.710817, acc.: 41.41%, KL div.: 0.363382] [G loss: 0.721912, KL div.: 0.721912, FID: 93.615618]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 74ms/step
1101 [D loss: 0.746919, acc.: 32.03%, KL div.: 0.374921] [G loss: 0.708867, KL div.: 0.708867, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1102 [D loss: 0.746957, acc.: 35.16%, KL div.: 0.377697] [G loss: 0.703227, KL div.: 0.703227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1103 [D loss: 0.740172, acc.: 37.11%, KL div.: 0.370551] [G loss: 0.692098, KL div.: 0.692098, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1104 [D loss: 0.751545, acc.: 31.64%, KL div.: 0.382491] [G loss: 0.719215, KL div.: 0.719215, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1105 [D loss: 0.724057, acc.: 40.62%, KL div.: 0.376480] [G loss: 0.739976, KL div.: 0.739976, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1106 [D loss: 0.736837, acc.: 33.20%, KL div.: 0.392352] [G loss: 0.760187, KL div.: 0.760187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1107 [D loss: 0.739541, acc.: 37.50%, KL div.: 0.390028] [G loss: 0.711694, KL div.: 0.711694, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1108 [D loss: 0.745941, acc.: 32.03%, KL div.: 0.385720] [G loss: 0.704741, KL div.: 0.704741, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1109 [D loss: 0.748479, acc.: 29.69%, KL div.: 0.384910] [G loss: 0.686582, KL div.: 0.686582, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1110 [D loss: 0.751678, acc.: 25.00%, KL div.: 0.379349] [G loss: 0.677335, KL div.: 0.677335, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1111 [D loss: 0.759131, acc.: 21.48%, KL div.: 0.379963] [G loss: 0.661290, KL div.: 0.661290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1112 [D loss: 0.751402, acc.: 23.83%, KL div.: 0.369686] [G loss: 0.649214, KL div.: 0.649214, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1113 [D loss: 0.737684, acc.: 30.47%, KL div.: 0.355640] [G loss: 0.651991, KL div.: 0.651991, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1114 [D loss: 0.730823, acc.: 30.08%, KL div.: 0.345507] [G loss: 0.643148, KL div.: 0.643148, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1115 [D loss: 0.720000, acc.: 32.81%, KL div.: 0.341087] [G loss: 0.649635, KL div.: 0.649635, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1116 [D loss: 0.710552, acc.: 36.33%, KL div.: 0.332357] [G loss: 0.658164, KL div.: 0.658164, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1117 [D loss: 0.696371, acc.: 44.92%, KL div.: 0.327877] [G loss: 0.672134, KL div.: 0.672134, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1118 [D loss: 0.684838, acc.: 49.22%, KL div.: 0.316089] [G loss: 0.667331, KL div.: 0.667331, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1119 [D loss: 0.675204, acc.: 55.08%, KL div.: 0.313763] [G loss: 0.681119, KL div.: 0.681119, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1120 [D loss: 0.668384, acc.: 58.20%, KL div.: 0.304973] [G loss: 0.684972, KL div.: 0.684972, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1121 [D loss: 0.656621, acc.: 60.55%, KL div.: 0.295892] [G loss: 0.685508, KL div.: 0.685508, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1122 [D loss: 0.651686, acc.: 63.67%, KL div.: 0.294382] [G loss: 0.688931, KL div.: 0.688931, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1123 [D loss: 0.654899, acc.: 60.55%, KL div.: 0.284136] [G loss: 0.674310, KL div.: 0.674310, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1124 [D loss: 0.660316, acc.: 60.55%, KL div.: 0.285568] [G loss: 0.674286, KL div.: 0.674286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1125 [D loss: 0.663441, acc.: 64.06%, KL div.: 0.287660] [G loss: 0.682442, KL div.: 0.682442, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1126 [D loss: 0.665168, acc.: 60.94%, KL div.: 0.288296] [G loss: 0.696550, KL div.: 0.696550, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1127 [D loss: 0.654051, acc.: 64.45%, KL div.: 0.285328] [G loss: 0.717232, KL div.: 0.717232, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1128 [D loss: 0.624233, acc.: 74.61%, KL div.: 0.284915] [G loss: 0.780444, KL div.: 0.780444, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1129 [D loss: 0.618966, acc.: 74.61%, KL div.: 0.300709] [G loss: 0.828208, KL div.: 0.828208, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1130 [D loss: 0.615419, acc.: 76.95%, KL div.: 0.306445] [G loss: 0.854802, KL div.: 0.854802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1131 [D loss: 0.620761, acc.: 75.39%, KL div.: 0.318135] [G loss: 0.847399, KL div.: 0.847399, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1132 [D loss: 0.641368, acc.: 69.53%, KL div.: 0.324383] [G loss: 0.804899, KL div.: 0.804899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1133 [D loss: 0.652895, acc.: 67.97%, KL div.: 0.319833] [G loss: 0.769275, KL div.: 0.769275, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1134 [D loss: 0.660356, acc.: 66.02%, KL div.: 0.314734] [G loss: 0.711750, KL div.: 0.711750, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1135 [D loss: 0.658895, acc.: 67.19%, KL div.: 0.315247] [G loss: 0.721336, KL div.: 0.721336, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1136 [D loss: 0.653773, acc.: 65.62%, KL div.: 0.305262] [G loss: 0.706933, KL div.: 0.706933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1137 [D loss: 0.662982, acc.: 63.28%, KL div.: 0.309403] [G loss: 0.703036, KL div.: 0.703036, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1138 [D loss: 0.674194, acc.: 55.86%, KL div.: 0.306313] [G loss: 0.674225, KL div.: 0.674225, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1139 [D loss: 0.668048, acc.: 59.38%, KL div.: 0.304761] [G loss: 0.686436, KL div.: 0.686436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1140 [D loss: 0.666223, acc.: 58.59%, KL div.: 0.295279] [G loss: 0.673566, KL div.: 0.673566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1141 [D loss: 0.669377, acc.: 60.94%, KL div.: 0.291419] [G loss: 0.668759, KL div.: 0.668759, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1142 [D loss: 0.670570, acc.: 56.25%, KL div.: 0.292402] [G loss: 0.654900, KL div.: 0.654900, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1143 [D loss: 0.695946, acc.: 53.91%, KL div.: 0.298401] [G loss: 0.641906, KL div.: 0.641906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1144 [D loss: 0.696092, acc.: 50.78%, KL div.: 0.299821] [G loss: 0.641943, KL div.: 0.641943, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1145 [D loss: 0.700082, acc.: 51.17%, KL div.: 0.312950] [G loss: 0.673288, KL div.: 0.673288, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1146 [D loss: 0.708098, acc.: 48.05%, KL div.: 0.318701] [G loss: 0.664199, KL div.: 0.664199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1147 [D loss: 0.708422, acc.: 52.73%, KL div.: 0.318941] [G loss: 0.688170, KL div.: 0.688170, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1148 [D loss: 0.694359, acc.: 53.12%, KL div.: 0.340080] [G loss: 0.731083, KL div.: 0.731083, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1149 [D loss: 0.709729, acc.: 45.31%, KL div.: 0.350019] [G loss: 0.720919, KL div.: 0.720919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1150 [D loss: 0.706508, acc.: 46.48%, KL div.: 0.358220] [G loss: 0.760967, KL div.: 0.760967, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1151 [D loss: 0.690234, acc.: 51.56%, KL div.: 0.355556] [G loss: 0.775879, KL div.: 0.775879, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1152 [D loss: 0.704887, acc.: 45.31%, KL div.: 0.361600] [G loss: 0.760253, KL div.: 0.760253, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1153 [D loss: 0.710317, acc.: 48.44%, KL div.: 0.377715] [G loss: 0.773645, KL div.: 0.773645, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1154 [D loss: 0.698589, acc.: 48.83%, KL div.: 0.371029] [G loss: 0.755107, KL div.: 0.755107, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1155 [D loss: 0.696001, acc.: 50.00%, KL div.: 0.368810] [G loss: 0.774552, KL div.: 0.774552, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1156 [D loss: 0.709525, acc.: 42.19%, KL div.: 0.373098] [G loss: 0.743887, KL div.: 0.743887, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1157 [D loss: 0.707191, acc.: 44.14%, KL div.: 0.372098] [G loss: 0.750280, KL div.: 0.750280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1158 [D loss: 0.707681, acc.: 45.70%, KL div.: 0.371627] [G loss: 0.734369, KL div.: 0.734369, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1159 [D loss: 0.707159, acc.: 46.88%, KL div.: 0.371794] [G loss: 0.739752, KL div.: 0.739752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1160 [D loss: 0.706339, acc.: 44.14%, KL div.: 0.365193] [G loss: 0.739994, KL div.: 0.739994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1161 [D loss: 0.709256, acc.: 42.19%, KL div.: 0.364535] [G loss: 0.725621, KL div.: 0.725621, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1162 [D loss: 0.716953, acc.: 39.06%, KL div.: 0.366273] [G loss: 0.715706, KL div.: 0.715706, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1163 [D loss: 0.697236, acc.: 49.61%, KL div.: 0.357838] [G loss: 0.731780, KL div.: 0.731780, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1164 [D loss: 0.696728, acc.: 48.05%, KL div.: 0.351105] [G loss: 0.719883, KL div.: 0.719883, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1165 [D loss: 0.708535, acc.: 44.92%, KL div.: 0.361566] [G loss: 0.718276, KL div.: 0.718276, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1166 [D loss: 0.717474, acc.: 37.50%, KL div.: 0.360453] [G loss: 0.700289, KL div.: 0.700289, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1167 [D loss: 0.710013, acc.: 44.92%, KL div.: 0.350394] [G loss: 0.713242, KL div.: 0.713242, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1168 [D loss: 0.707629, acc.: 44.14%, KL div.: 0.358543] [G loss: 0.710281, KL div.: 0.710281, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1169 [D loss: 0.708774, acc.: 42.97%, KL div.: 0.358112] [G loss: 0.710273, KL div.: 0.710273, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1170 [D loss: 0.708787, acc.: 44.14%, KL div.: 0.358392] [G loss: 0.706674, KL div.: 0.706674, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1171 [D loss: 0.714527, acc.: 37.89%, KL div.: 0.360988] [G loss: 0.711943, KL div.: 0.711943, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1172 [D loss: 0.717222, acc.: 39.84%, KL div.: 0.365943] [G loss: 0.716056, KL div.: 0.716056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1173 [D loss: 0.707409, acc.: 44.53%, KL div.: 0.357370] [G loss: 0.720341, KL div.: 0.720341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1174 [D loss: 0.718992, acc.: 42.58%, KL div.: 0.368093] [G loss: 0.722066, KL div.: 0.722066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1175 [D loss: 0.717509, acc.: 38.67%, KL div.: 0.364103] [G loss: 0.720238, KL div.: 0.720238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1176 [D loss: 0.710371, acc.: 46.88%, KL div.: 0.364908] [G loss: 0.722700, KL div.: 0.722700, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1177 [D loss: 0.716391, acc.: 41.02%, KL div.: 0.370502] [G loss: 0.722826, KL div.: 0.722826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1178 [D loss: 0.717519, acc.: 41.02%, KL div.: 0.370048] [G loss: 0.726340, KL div.: 0.726340, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1179 [D loss: 0.704753, acc.: 44.53%, KL div.: 0.360023] [G loss: 0.727100, KL div.: 0.727100, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1180 [D loss: 0.710460, acc.: 41.41%, KL div.: 0.370587] [G loss: 0.729838, KL div.: 0.729838, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1181 [D loss: 0.704267, acc.: 47.66%, KL div.: 0.367204] [G loss: 0.725840, KL div.: 0.725840, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1182 [D loss: 0.707928, acc.: 44.92%, KL div.: 0.362365] [G loss: 0.726125, KL div.: 0.726125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1183 [D loss: 0.701623, acc.: 50.00%, KL div.: 0.362688] [G loss: 0.728662, KL div.: 0.728662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1184 [D loss: 0.705059, acc.: 45.31%, KL div.: 0.360540] [G loss: 0.721993, KL div.: 0.721993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1185 [D loss: 0.704564, acc.: 43.36%, KL div.: 0.361906] [G loss: 0.726207, KL div.: 0.726207, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1186 [D loss: 0.706911, acc.: 44.53%, KL div.: 0.363502] [G loss: 0.722358, KL div.: 0.722358, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1187 [D loss: 0.700540, acc.: 51.17%, KL div.: 0.354212] [G loss: 0.711340, KL div.: 0.711340, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1188 [D loss: 0.700065, acc.: 48.05%, KL div.: 0.356255] [G loss: 0.714799, KL div.: 0.714799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1189 [D loss: 0.708508, acc.: 40.62%, KL div.: 0.361120] [G loss: 0.719589, KL div.: 0.719589, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1190 [D loss: 0.704382, acc.: 47.27%, KL div.: 0.360161] [G loss: 0.715774, KL div.: 0.715774, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1191 [D loss: 0.704117, acc.: 43.75%, KL div.: 0.355881] [G loss: 0.712955, KL div.: 0.712955, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1192 [D loss: 0.701610, acc.: 44.92%, KL div.: 0.349399] [G loss: 0.714174, KL div.: 0.714174, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1193 [D loss: 0.691889, acc.: 53.91%, KL div.: 0.353585] [G loss: 0.733635, KL div.: 0.733635, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1194 [D loss: 0.700633, acc.: 46.88%, KL div.: 0.358507] [G loss: 0.722654, KL div.: 0.722654, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1195 [D loss: 0.691242, acc.: 52.34%, KL div.: 0.346923] [G loss: 0.724256, KL div.: 0.724256, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1196 [D loss: 0.692339, acc.: 50.00%, KL div.: 0.350152] [G loss: 0.727059, KL div.: 0.727059, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1197 [D loss: 0.702989, acc.: 46.88%, KL div.: 0.360318] [G loss: 0.720169, KL div.: 0.720169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1198 [D loss: 0.695543, acc.: 50.00%, KL div.: 0.356160] [G loss: 0.727201, KL div.: 0.727201, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1199 [D loss: 0.700156, acc.: 51.56%, KL div.: 0.361190] [G loss: 0.736128, KL div.: 0.736128, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 1s 55ms/step
4/4 [==============================] - 0s 26ms/step
1200 [D loss: 0.703444, acc.: 44.92%, KL div.: 0.359310] [G loss: 0.735102, KL div.: 0.735102, FID: 81.397193]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 61ms/step
1201 [D loss: 0.703325, acc.: 48.05%, KL div.: 0.364122] [G loss: 0.731675, KL div.: 0.731675, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1202 [D loss: 0.694264, acc.: 49.22%, KL div.: 0.355049] [G loss: 0.737316, KL div.: 0.737316, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1203 [D loss: 0.692533, acc.: 51.95%, KL div.: 0.355692] [G loss: 0.734558, KL div.: 0.734558, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1204 [D loss: 0.697669, acc.: 50.00%, KL div.: 0.359957] [G loss: 0.741072, KL div.: 0.741072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1205 [D loss: 0.699231, acc.: 48.83%, KL div.: 0.357558] [G loss: 0.729723, KL div.: 0.729723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1206 [D loss: 0.699275, acc.: 51.17%, KL div.: 0.359746] [G loss: 0.727803, KL div.: 0.727803, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1207 [D loss: 0.691319, acc.: 53.91%, KL div.: 0.356021] [G loss: 0.734145, KL div.: 0.734145, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1208 [D loss: 0.695478, acc.: 53.12%, KL div.: 0.353952] [G loss: 0.722608, KL div.: 0.722608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1209 [D loss: 0.694207, acc.: 52.34%, KL div.: 0.351850] [G loss: 0.721388, KL div.: 0.721388, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1210 [D loss: 0.702574, acc.: 44.14%, KL div.: 0.355677] [G loss: 0.705660, KL div.: 0.705660, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1211 [D loss: 0.698063, acc.: 47.66%, KL div.: 0.353792] [G loss: 0.705929, KL div.: 0.705929, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1212 [D loss: 0.697599, acc.: 46.09%, KL div.: 0.346739] [G loss: 0.707642, KL div.: 0.707642, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1213 [D loss: 0.697409, acc.: 45.70%, KL div.: 0.349154] [G loss: 0.704482, KL div.: 0.704482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1214 [D loss: 0.697067, acc.: 49.22%, KL div.: 0.346945] [G loss: 0.698104, KL div.: 0.698104, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1215 [D loss: 0.696718, acc.: 48.83%, KL div.: 0.344503] [G loss: 0.702831, KL div.: 0.702831, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1216 [D loss: 0.690753, acc.: 53.91%, KL div.: 0.339134] [G loss: 0.692684, KL div.: 0.692684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1217 [D loss: 0.694435, acc.: 48.83%, KL div.: 0.337969] [G loss: 0.690933, KL div.: 0.690933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1218 [D loss: 0.689384, acc.: 55.86%, KL div.: 0.336473] [G loss: 0.697037, KL div.: 0.697037, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1219 [D loss: 0.694567, acc.: 51.17%, KL div.: 0.336211] [G loss: 0.696494, KL div.: 0.696494, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1220 [D loss: 0.688913, acc.: 53.12%, KL div.: 0.336470] [G loss: 0.702064, KL div.: 0.702064, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1221 [D loss: 0.691655, acc.: 50.39%, KL div.: 0.336323] [G loss: 0.689846, KL div.: 0.689846, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1222 [D loss: 0.698970, acc.: 47.66%, KL div.: 0.336973] [G loss: 0.687051, KL div.: 0.687051, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1223 [D loss: 0.697958, acc.: 48.83%, KL div.: 0.336678] [G loss: 0.703192, KL div.: 0.703192, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1224 [D loss: 0.687890, acc.: 51.95%, KL div.: 0.337887] [G loss: 0.701947, KL div.: 0.701947, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1225 [D loss: 0.691882, acc.: 53.91%, KL div.: 0.342488] [G loss: 0.721432, KL div.: 0.721432, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1226 [D loss: 0.690878, acc.: 53.12%, KL div.: 0.348379] [G loss: 0.733076, KL div.: 0.733076, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1227 [D loss: 0.680805, acc.: 59.77%, KL div.: 0.348006] [G loss: 0.759228, KL div.: 0.759228, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1228 [D loss: 0.681780, acc.: 57.81%, KL div.: 0.352102] [G loss: 0.769842, KL div.: 0.769842, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1229 [D loss: 0.684808, acc.: 57.03%, KL div.: 0.356984] [G loss: 0.772406, KL div.: 0.772406, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1230 [D loss: 0.676389, acc.: 64.06%, KL div.: 0.355300] [G loss: 0.770391, KL div.: 0.770391, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1231 [D loss: 0.682003, acc.: 60.16%, KL div.: 0.358242] [G loss: 0.769643, KL div.: 0.769643, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1232 [D loss: 0.688790, acc.: 53.52%, KL div.: 0.360885] [G loss: 0.758629, KL div.: 0.758629, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1233 [D loss: 0.687279, acc.: 57.42%, KL div.: 0.355156] [G loss: 0.746131, KL div.: 0.746131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1234 [D loss: 0.686158, acc.: 55.47%, KL div.: 0.356179] [G loss: 0.740281, KL div.: 0.740281, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1235 [D loss: 0.693694, acc.: 52.34%, KL div.: 0.353315] [G loss: 0.729273, KL div.: 0.729273, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1236 [D loss: 0.686521, acc.: 55.47%, KL div.: 0.343686] [G loss: 0.713588, KL div.: 0.713588, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1237 [D loss: 0.685644, acc.: 55.86%, KL div.: 0.340412] [G loss: 0.720573, KL div.: 0.720573, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
1238 [D loss: 0.676522, acc.: 60.94%, KL div.: 0.332564] [G loss: 0.715321, KL div.: 0.715321, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1239 [D loss: 0.665390, acc.: 67.58%, KL div.: 0.322085] [G loss: 0.714991, KL div.: 0.714991, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1240 [D loss: 0.661328, acc.: 74.22%, KL div.: 0.319747] [G loss: 0.715938, KL div.: 0.715938, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1241 [D loss: 0.650559, acc.: 76.17%, KL div.: 0.311909] [G loss: 0.722533, KL div.: 0.722533, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1242 [D loss: 0.641255, acc.: 79.30%, KL div.: 0.303915] [G loss: 0.726736, KL div.: 0.726736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1243 [D loss: 0.629619, acc.: 80.86%, KL div.: 0.293684] [G loss: 0.724251, KL div.: 0.724251, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1244 [D loss: 0.638827, acc.: 71.88%, KL div.: 0.296378] [G loss: 0.718761, KL div.: 0.718761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1245 [D loss: 0.641651, acc.: 69.92%, KL div.: 0.293164] [G loss: 0.706116, KL div.: 0.706116, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1246 [D loss: 0.644899, acc.: 63.28%, KL div.: 0.284468] [G loss: 0.690497, KL div.: 0.690497, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1247 [D loss: 0.670798, acc.: 55.08%, KL div.: 0.289129] [G loss: 0.651928, KL div.: 0.651928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1248 [D loss: 0.710443, acc.: 47.27%, KL div.: 0.293228] [G loss: 0.616055, KL div.: 0.616055, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1249 [D loss: 0.716094, acc.: 45.70%, KL div.: 0.295803] [G loss: 0.621311, KL div.: 0.621311, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1250 [D loss: 0.737121, acc.: 44.53%, KL div.: 0.301510] [G loss: 0.634487, KL div.: 0.634487, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1251 [D loss: 0.713761, acc.: 45.31%, KL div.: 0.317837] [G loss: 0.719252, KL div.: 0.719252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1252 [D loss: 0.681338, acc.: 54.30%, KL div.: 0.342518] [G loss: 0.826218, KL div.: 0.826218, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1253 [D loss: 0.650285, acc.: 65.62%, KL div.: 0.358660] [G loss: 0.955245, KL div.: 0.955245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1254 [D loss: 0.630486, acc.: 61.72%, KL div.: 0.376301] [G loss: 1.020884, KL div.: 1.020884, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1255 [D loss: 0.633600, acc.: 59.38%, KL div.: 0.384860] [G loss: 1.006893, KL div.: 1.006893, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1256 [D loss: 0.658776, acc.: 55.86%, KL div.: 0.393594] [G loss: 0.953105, KL div.: 0.953105, FID: 0.000000]
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1257 [D loss: 0.658664, acc.: 60.16%, KL div.: 0.378317] [G loss: 0.873923, KL div.: 0.873923, FID: 0.000000]
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1258 [D loss: 0.682898, acc.: 55.47%, KL div.: 0.380752] [G loss: 0.803114, KL div.: 0.803114, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1259 [D loss: 0.698603, acc.: 51.95%, KL div.: 0.371006] [G loss: 0.742561, KL div.: 0.742561, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1260 [D loss: 0.716339, acc.: 41.02%, KL div.: 0.373062] [G loss: 0.712931, KL div.: 0.712931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1261 [D loss: 0.710971, acc.: 39.06%, KL div.: 0.361710] [G loss: 0.701023, KL div.: 0.701023, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1262 [D loss: 0.699138, acc.: 47.27%, KL div.: 0.348286] [G loss: 0.695159, KL div.: 0.695159, FID: 0.000000]
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1263 [D loss: 0.697213, acc.: 41.02%, KL div.: 0.343515] [G loss: 0.696594, KL div.: 0.696594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1264 [D loss: 0.691839, acc.: 48.05%, KL div.: 0.335702] [G loss: 0.702379, KL div.: 0.702379, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1265 [D loss: 0.668791, acc.: 59.77%, KL div.: 0.322562] [G loss: 0.709411, KL div.: 0.709411, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1266 [D loss: 0.650033, acc.: 74.22%, KL div.: 0.312627] [G loss: 0.725744, KL div.: 0.725744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1267 [D loss: 0.639520, acc.: 82.03%, KL div.: 0.305620] [G loss: 0.733978, KL div.: 0.733978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1268 [D loss: 0.627942, acc.: 82.03%, KL div.: 0.293566] [G loss: 0.734257, KL div.: 0.734257, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1269 [D loss: 0.615290, acc.: 83.98%, KL div.: 0.287772] [G loss: 0.745745, KL div.: 0.745745, FID: 0.000000]
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1270 [D loss: 0.613620, acc.: 81.25%, KL div.: 0.278379] [G loss: 0.737284, KL div.: 0.737284, FID: 0.000000]
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1271 [D loss: 0.613911, acc.: 75.39%, KL div.: 0.272579] [G loss: 0.721733, KL div.: 0.721733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1272 [D loss: 0.622099, acc.: 65.23%, KL div.: 0.266644] [G loss: 0.699976, KL div.: 0.699976, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1273 [D loss: 0.632315, acc.: 58.59%, KL div.: 0.260768] [G loss: 0.668666, KL div.: 0.668666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1274 [D loss: 0.684459, acc.: 49.22%, KL div.: 0.268498] [G loss: 0.601110, KL div.: 0.601110, FID: 0.000000]
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1275 [D loss: 0.705809, acc.: 48.83%, KL div.: 0.253209] [G loss: 0.562274, KL div.: 0.562274, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1276 [D loss: 0.753540, acc.: 44.53%, KL div.: 0.273577] [G loss: 0.542946, KL div.: 0.542946, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1277 [D loss: 0.808341, acc.: 39.84%, KL div.: 0.301560] [G loss: 0.546432, KL div.: 0.546432, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1278 [D loss: 0.779295, acc.: 37.11%, KL div.: 0.314785] [G loss: 0.610279, KL div.: 0.610279, FID: 0.000000]
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1279 [D loss: 0.727819, acc.: 38.28%, KL div.: 0.337777] [G loss: 0.713189, KL div.: 0.713189, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1280 [D loss: 0.696689, acc.: 48.44%, KL div.: 0.363690] [G loss: 0.853307, KL div.: 0.853307, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1281 [D loss: 0.664719, acc.: 55.86%, KL div.: 0.383151] [G loss: 0.973952, KL div.: 0.973952, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1282 [D loss: 0.646546, acc.: 53.91%, KL div.: 0.394276] [G loss: 1.012074, KL div.: 1.012074, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1283 [D loss: 0.644677, acc.: 56.64%, KL div.: 0.395614] [G loss: 1.015125, KL div.: 1.015125, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1284 [D loss: 0.667189, acc.: 54.69%, KL div.: 0.405002] [G loss: 0.970111, KL div.: 0.970111, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1285 [D loss: 0.682371, acc.: 52.73%, KL div.: 0.403551] [G loss: 0.882907, KL div.: 0.882907, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1286 [D loss: 0.699338, acc.: 50.39%, KL div.: 0.398140] [G loss: 0.825271, KL div.: 0.825271, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1287 [D loss: 0.710034, acc.: 50.00%, KL div.: 0.397242] [G loss: 0.783871, KL div.: 0.783871, FID: 0.000000]
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1288 [D loss: 0.713819, acc.: 42.58%, KL div.: 0.384519] [G loss: 0.753404, KL div.: 0.753404, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1289 [D loss: 0.716064, acc.: 42.19%, KL div.: 0.383071] [G loss: 0.729431, KL div.: 0.729431, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1290 [D loss: 0.716420, acc.: 42.97%, KL div.: 0.377795] [G loss: 0.718736, KL div.: 0.718736, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1291 [D loss: 0.706701, acc.: 44.53%, KL div.: 0.365644] [G loss: 0.717338, KL div.: 0.717338, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1292 [D loss: 0.701140, acc.: 49.22%, KL div.: 0.355960] [G loss: 0.712638, KL div.: 0.712638, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1293 [D loss: 0.690295, acc.: 55.08%, KL div.: 0.347229] [G loss: 0.717015, KL div.: 0.717015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1294 [D loss: 0.684858, acc.: 58.20%, KL div.: 0.342114] [G loss: 0.715382, KL div.: 0.715382, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1295 [D loss: 0.676981, acc.: 58.59%, KL div.: 0.333583] [G loss: 0.709961, KL div.: 0.709961, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1296 [D loss: 0.662398, acc.: 65.62%, KL div.: 0.320164] [G loss: 0.717614, KL div.: 0.717614, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1297 [D loss: 0.659688, acc.: 70.31%, KL div.: 0.315152] [G loss: 0.707427, KL div.: 0.707427, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1298 [D loss: 0.664156, acc.: 62.50%, KL div.: 0.312120] [G loss: 0.692531, KL div.: 0.692531, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1299 [D loss: 0.664230, acc.: 64.06%, KL div.: 0.309839] [G loss: 0.691429, KL div.: 0.691429, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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1300 [D loss: 0.678007, acc.: 55.08%, KL div.: 0.317875] [G loss: 0.693803, KL div.: 0.693803, FID: 51.846893]
1/1 [==============================] - 0s 2ms/step
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1301 [D loss: 0.680251, acc.: 51.95%, KL div.: 0.310515] [G loss: 0.667339, KL div.: 0.667339, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1302 [D loss: 0.696414, acc.: 44.92%, KL div.: 0.313447] [G loss: 0.656501, KL div.: 0.656501, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1303 [D loss: 0.704326, acc.: 43.36%, KL div.: 0.311185] [G loss: 0.641891, KL div.: 0.641891, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1304 [D loss: 0.703340, acc.: 46.48%, KL div.: 0.317332] [G loss: 0.653291, KL div.: 0.653291, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1305 [D loss: 0.710136, acc.: 46.09%, KL div.: 0.325579] [G loss: 0.660788, KL div.: 0.660788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1306 [D loss: 0.718556, acc.: 37.50%, KL div.: 0.331660] [G loss: 0.664078, KL div.: 0.664078, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1307 [D loss: 0.711020, acc.: 42.97%, KL div.: 0.336445] [G loss: 0.703814, KL div.: 0.703814, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1308 [D loss: 0.697829, acc.: 47.27%, KL div.: 0.348934] [G loss: 0.759026, KL div.: 0.759026, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1309 [D loss: 0.691853, acc.: 52.73%, KL div.: 0.363123] [G loss: 0.803002, KL div.: 0.803002, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1310 [D loss: 0.685017, acc.: 50.00%, KL div.: 0.369474] [G loss: 0.823727, KL div.: 0.823727, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1311 [D loss: 0.673263, acc.: 55.47%, KL div.: 0.369585] [G loss: 0.834692, KL div.: 0.834692, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1312 [D loss: 0.668851, acc.: 56.25%, KL div.: 0.372980] [G loss: 0.865572, KL div.: 0.865572, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1313 [D loss: 0.679733, acc.: 55.47%, KL div.: 0.384915] [G loss: 0.836935, KL div.: 0.836935, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1314 [D loss: 0.676753, acc.: 57.42%, KL div.: 0.377451] [G loss: 0.832238, KL div.: 0.832238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1315 [D loss: 0.695749, acc.: 54.30%, KL div.: 0.387603] [G loss: 0.797908, KL div.: 0.797908, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1316 [D loss: 0.696439, acc.: 51.95%, KL div.: 0.379941] [G loss: 0.776432, KL div.: 0.776432, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1317 [D loss: 0.707567, acc.: 47.66%, KL div.: 0.381132] [G loss: 0.748076, KL div.: 0.748076, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1318 [D loss: 0.706813, acc.: 49.22%, KL div.: 0.377186] [G loss: 0.746204, KL div.: 0.746204, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1319 [D loss: 0.696261, acc.: 52.73%, KL div.: 0.365677] [G loss: 0.750766, KL div.: 0.750766, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1320 [D loss: 0.695863, acc.: 51.56%, KL div.: 0.356243] [G loss: 0.721966, KL div.: 0.721966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1321 [D loss: 0.690977, acc.: 55.86%, KL div.: 0.346668] [G loss: 0.724701, KL div.: 0.724701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1322 [D loss: 0.694633, acc.: 49.61%, KL div.: 0.348242] [G loss: 0.712815, KL div.: 0.712815, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1323 [D loss: 0.690966, acc.: 53.91%, KL div.: 0.344129] [G loss: 0.708913, KL div.: 0.708913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1324 [D loss: 0.687308, acc.: 52.34%, KL div.: 0.337068] [G loss: 0.702462, KL div.: 0.702462, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1325 [D loss: 0.673694, acc.: 60.55%, KL div.: 0.324614] [G loss: 0.705242, KL div.: 0.705242, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1326 [D loss: 0.676879, acc.: 58.20%, KL div.: 0.326310] [G loss: 0.698519, KL div.: 0.698519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1327 [D loss: 0.676881, acc.: 57.03%, KL div.: 0.325514] [G loss: 0.698024, KL div.: 0.698024, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1328 [D loss: 0.673510, acc.: 59.77%, KL div.: 0.319417] [G loss: 0.692321, KL div.: 0.692321, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1329 [D loss: 0.683857, acc.: 52.73%, KL div.: 0.321808] [G loss: 0.681341, KL div.: 0.681341, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1330 [D loss: 0.684742, acc.: 54.69%, KL div.: 0.317833] [G loss: 0.667651, KL div.: 0.667651, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1331 [D loss: 0.699729, acc.: 45.70%, KL div.: 0.323632] [G loss: 0.650313, KL div.: 0.650313, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1332 [D loss: 0.693906, acc.: 44.92%, KL div.: 0.318065] [G loss: 0.662538, KL div.: 0.662538, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1333 [D loss: 0.696179, acc.: 47.27%, KL div.: 0.323350] [G loss: 0.670501, KL div.: 0.670501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1334 [D loss: 0.702830, acc.: 46.48%, KL div.: 0.334775] [G loss: 0.683698, KL div.: 0.683698, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1335 [D loss: 0.702671, acc.: 45.70%, KL div.: 0.338214] [G loss: 0.700206, KL div.: 0.700206, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1336 [D loss: 0.696195, acc.: 51.95%, KL div.: 0.344536] [G loss: 0.718639, KL div.: 0.718639, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1337 [D loss: 0.686387, acc.: 54.30%, KL div.: 0.346721] [G loss: 0.759695, KL div.: 0.759695, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1338 [D loss: 0.689765, acc.: 54.30%, KL div.: 0.357301] [G loss: 0.773637, KL div.: 0.773637, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1339 [D loss: 0.687470, acc.: 55.86%, KL div.: 0.361709] [G loss: 0.772989, KL div.: 0.772989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1340 [D loss: 0.678479, acc.: 61.33%, KL div.: 0.366050] [G loss: 0.803389, KL div.: 0.803389, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1341 [D loss: 0.689217, acc.: 54.69%, KL div.: 0.370747] [G loss: 0.774957, KL div.: 0.774957, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1342 [D loss: 0.692041, acc.: 53.91%, KL div.: 0.367958] [G loss: 0.768539, KL div.: 0.768539, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1343 [D loss: 0.684276, acc.: 59.38%, KL div.: 0.365031] [G loss: 0.758584, KL div.: 0.758584, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1344 [D loss: 0.697314, acc.: 53.52%, KL div.: 0.367399] [G loss: 0.752089, KL div.: 0.752089, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1345 [D loss: 0.692776, acc.: 51.17%, KL div.: 0.360314] [G loss: 0.739846, KL div.: 0.739846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1346 [D loss: 0.697758, acc.: 51.17%, KL div.: 0.364141] [G loss: 0.734507, KL div.: 0.734507, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1347 [D loss: 0.694674, acc.: 51.17%, KL div.: 0.353339] [G loss: 0.720120, KL div.: 0.720120, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1348 [D loss: 0.697391, acc.: 54.69%, KL div.: 0.353285] [G loss: 0.712705, KL div.: 0.712705, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1349 [D loss: 0.690993, acc.: 51.56%, KL div.: 0.350360] [G loss: 0.715891, KL div.: 0.715891, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1350 [D loss: 0.687110, acc.: 54.30%, KL div.: 0.342082] [G loss: 0.709587, KL div.: 0.709587, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1351 [D loss: 0.681245, acc.: 54.69%, KL div.: 0.332076] [G loss: 0.705887, KL div.: 0.705887, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1352 [D loss: 0.685480, acc.: 56.25%, KL div.: 0.335361] [G loss: 0.700367, KL div.: 0.700367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1353 [D loss: 0.677212, acc.: 57.42%, KL div.: 0.327850] [G loss: 0.704471, KL div.: 0.704471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1354 [D loss: 0.679351, acc.: 56.25%, KL div.: 0.325219] [G loss: 0.701138, KL div.: 0.701138, FID: 0.000000]
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1355 [D loss: 0.680596, acc.: 57.03%, KL div.: 0.326718] [G loss: 0.694551, KL div.: 0.694551, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1356 [D loss: 0.682399, acc.: 52.34%, KL div.: 0.320467] [G loss: 0.694422, KL div.: 0.694422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1357 [D loss: 0.684093, acc.: 51.17%, KL div.: 0.322198] [G loss: 0.684922, KL div.: 0.684922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1358 [D loss: 0.683422, acc.: 56.64%, KL div.: 0.319632] [G loss: 0.673666, KL div.: 0.673667, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1359 [D loss: 0.694409, acc.: 53.12%, KL div.: 0.322349] [G loss: 0.670651, KL div.: 0.670651, FID: 0.000000]
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1360 [D loss: 0.694010, acc.: 45.70%, KL div.: 0.323753] [G loss: 0.681748, KL div.: 0.681748, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1361 [D loss: 0.696621, acc.: 50.78%, KL div.: 0.328641] [G loss: 0.686965, KL div.: 0.686965, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1362 [D loss: 0.698715, acc.: 48.05%, KL div.: 0.338510] [G loss: 0.703151, KL div.: 0.703151, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1363 [D loss: 0.703262, acc.: 46.48%, KL div.: 0.342088] [G loss: 0.698092, KL div.: 0.698092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1364 [D loss: 0.679621, acc.: 57.81%, KL div.: 0.338283] [G loss: 0.728224, KL div.: 0.728224, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1365 [D loss: 0.693113, acc.: 50.39%, KL div.: 0.350609] [G loss: 0.744913, KL div.: 0.744913, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1366 [D loss: 0.682196, acc.: 55.47%, KL div.: 0.350631] [G loss: 0.759994, KL div.: 0.759994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1367 [D loss: 0.677482, acc.: 59.38%, KL div.: 0.352761] [G loss: 0.765621, KL div.: 0.765621, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1368 [D loss: 0.685746, acc.: 53.52%, KL div.: 0.357218] [G loss: 0.763955, KL div.: 0.763955, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1369 [D loss: 0.676035, acc.: 61.72%, KL div.: 0.351729] [G loss: 0.757834, KL div.: 0.757834, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1370 [D loss: 0.680846, acc.: 59.77%, KL div.: 0.358027] [G loss: 0.766403, KL div.: 0.766403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1371 [D loss: 0.687668, acc.: 56.25%, KL div.: 0.358596] [G loss: 0.747622, KL div.: 0.747622, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1372 [D loss: 0.699184, acc.: 46.48%, KL div.: 0.364688] [G loss: 0.733664, KL div.: 0.733664, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1373 [D loss: 0.691177, acc.: 54.69%, KL div.: 0.356061] [G loss: 0.734488, KL div.: 0.734488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1374 [D loss: 0.695577, acc.: 53.12%, KL div.: 0.354814] [G loss: 0.722056, KL div.: 0.722056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1375 [D loss: 0.696100, acc.: 52.34%, KL div.: 0.353590] [G loss: 0.726615, KL div.: 0.726615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1376 [D loss: 0.690828, acc.: 53.52%, KL div.: 0.344255] [G loss: 0.706279, KL div.: 0.706279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1377 [D loss: 0.696073, acc.: 52.34%, KL div.: 0.345999] [G loss: 0.711515, KL div.: 0.711515, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1378 [D loss: 0.689313, acc.: 55.08%, KL div.: 0.341048] [G loss: 0.708732, KL div.: 0.708732, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1379 [D loss: 0.689892, acc.: 49.22%, KL div.: 0.336500] [G loss: 0.693978, KL div.: 0.693978, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1380 [D loss: 0.688617, acc.: 52.34%, KL div.: 0.333779] [G loss: 0.702226, KL div.: 0.702226, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1381 [D loss: 0.688111, acc.: 55.47%, KL div.: 0.335316] [G loss: 0.695254, KL div.: 0.695254, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1382 [D loss: 0.691292, acc.: 46.48%, KL div.: 0.330749] [G loss: 0.687014, KL div.: 0.687014, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1383 [D loss: 0.690860, acc.: 52.73%, KL div.: 0.332722] [G loss: 0.691391, KL div.: 0.691391, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1384 [D loss: 0.693292, acc.: 47.27%, KL div.: 0.330911] [G loss: 0.690310, KL div.: 0.690310, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1385 [D loss: 0.691901, acc.: 46.48%, KL div.: 0.331261] [G loss: 0.687883, KL div.: 0.687883, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1386 [D loss: 0.693281, acc.: 48.05%, KL div.: 0.329380] [G loss: 0.686445, KL div.: 0.686445, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1387 [D loss: 0.693120, acc.: 52.34%, KL div.: 0.333102] [G loss: 0.690732, KL div.: 0.690732, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1388 [D loss: 0.693811, acc.: 50.78%, KL div.: 0.335676] [G loss: 0.697643, KL div.: 0.697643, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
1389 [D loss: 0.695115, acc.: 50.39%, KL div.: 0.336509] [G loss: 0.695498, KL div.: 0.695498, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1390 [D loss: 0.696390, acc.: 47.27%, KL div.: 0.341770] [G loss: 0.714859, KL div.: 0.714859, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1391 [D loss: 0.692077, acc.: 52.34%, KL div.: 0.344755] [G loss: 0.720460, KL div.: 0.720460, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1392 [D loss: 0.687716, acc.: 55.47%, KL div.: 0.349022] [G loss: 0.749556, KL div.: 0.749556, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
1393 [D loss: 0.690738, acc.: 52.73%, KL div.: 0.354015] [G loss: 0.741876, KL div.: 0.741876, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1394 [D loss: 0.687209, acc.: 53.91%, KL div.: 0.353132] [G loss: 0.744504, KL div.: 0.744503, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1395 [D loss: 0.701321, acc.: 48.05%, KL div.: 0.360024] [G loss: 0.721839, KL div.: 0.721839, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1396 [D loss: 0.701893, acc.: 45.70%, KL div.: 0.359896] [G loss: 0.727211, KL div.: 0.727211, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1397 [D loss: 0.700806, acc.: 44.14%, KL div.: 0.354755] [G loss: 0.721136, KL div.: 0.721136, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1398 [D loss: 0.698679, acc.: 55.08%, KL div.: 0.358090] [G loss: 0.718303, KL div.: 0.718303, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1399 [D loss: 0.697767, acc.: 50.39%, KL div.: 0.354482] [G loss: 0.717141, KL div.: 0.717141, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 1s 84ms/step
4/4 [==============================] - 0s 26ms/step
1400 [D loss: 0.692056, acc.: 56.64%, KL div.: 0.347565] [G loss: 0.718073, KL div.: 0.718073, FID: 69.962383]
1/1 [==============================] - 0s 18ms/step
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1401 [D loss: 0.698105, acc.: 46.88%, KL div.: 0.349506] [G loss: 0.706926, KL div.: 0.706926, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1402 [D loss: 0.697750, acc.: 50.78%, KL div.: 0.346521] [G loss: 0.699458, KL div.: 0.699458, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1403 [D loss: 0.697042, acc.: 48.05%, KL div.: 0.342661] [G loss: 0.698824, KL div.: 0.698824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1404 [D loss: 0.703412, acc.: 44.92%, KL div.: 0.342654] [G loss: 0.696336, KL div.: 0.696336, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1405 [D loss: 0.692472, acc.: 50.78%, KL div.: 0.336271] [G loss: 0.689171, KL div.: 0.689171, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1406 [D loss: 0.686370, acc.: 55.86%, KL div.: 0.331600] [G loss: 0.691419, KL div.: 0.691419, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1407 [D loss: 0.687060, acc.: 55.86%, KL div.: 0.330205] [G loss: 0.688828, KL div.: 0.688828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1408 [D loss: 0.696318, acc.: 48.44%, KL div.: 0.331656] [G loss: 0.685495, KL div.: 0.685495, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1409 [D loss: 0.687457, acc.: 53.52%, KL div.: 0.331736] [G loss: 0.689143, KL div.: 0.689143, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1410 [D loss: 0.694886, acc.: 49.22%, KL div.: 0.324958] [G loss: 0.678988, KL div.: 0.678988, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1411 [D loss: 0.699776, acc.: 47.27%, KL div.: 0.334696] [G loss: 0.681171, KL div.: 0.681171, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1412 [D loss: 0.698979, acc.: 51.17%, KL div.: 0.330352] [G loss: 0.685437, KL div.: 0.685437, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1413 [D loss: 0.694323, acc.: 50.39%, KL div.: 0.335952] [G loss: 0.686107, KL div.: 0.686107, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1414 [D loss: 0.695539, acc.: 53.12%, KL div.: 0.336665] [G loss: 0.703511, KL div.: 0.703511, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1415 [D loss: 0.700941, acc.: 50.00%, KL div.: 0.339948] [G loss: 0.694686, KL div.: 0.694686, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1416 [D loss: 0.690927, acc.: 51.95%, KL div.: 0.337796] [G loss: 0.712276, KL div.: 0.712276, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1417 [D loss: 0.692578, acc.: 49.22%, KL div.: 0.344282] [G loss: 0.713304, KL div.: 0.713304, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1418 [D loss: 0.698290, acc.: 47.27%, KL div.: 0.353414] [G loss: 0.727939, KL div.: 0.727939, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1419 [D loss: 0.693084, acc.: 50.39%, KL div.: 0.353531] [G loss: 0.727912, KL div.: 0.727912, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1420 [D loss: 0.681758, acc.: 55.08%, KL div.: 0.347516] [G loss: 0.748584, KL div.: 0.748584, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1421 [D loss: 0.682282, acc.: 59.38%, KL div.: 0.351828] [G loss: 0.745656, KL div.: 0.745656, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1422 [D loss: 0.688601, acc.: 51.56%, KL div.: 0.351178] [G loss: 0.727511, KL div.: 0.727511, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1423 [D loss: 0.686822, acc.: 55.47%, KL div.: 0.350511] [G loss: 0.732517, KL div.: 0.732517, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1424 [D loss: 0.693066, acc.: 54.69%, KL div.: 0.346623] [G loss: 0.712230, KL div.: 0.712230, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1425 [D loss: 0.687220, acc.: 51.56%, KL div.: 0.348172] [G loss: 0.731393, KL div.: 0.731393, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1426 [D loss: 0.698733, acc.: 51.17%, KL div.: 0.348191] [G loss: 0.700913, KL div.: 0.700913, FID: 0.000000]
4/4 [==============================] - 0s 31ms/step
1427 [D loss: 0.692843, acc.: 46.88%, KL div.: 0.342349] [G loss: 0.704285, KL div.: 0.704285, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1428 [D loss: 0.692683, acc.: 51.56%, KL div.: 0.339309] [G loss: 0.703122, KL div.: 0.703122, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1429 [D loss: 0.683620, acc.: 58.98%, KL div.: 0.333009] [G loss: 0.700985, KL div.: 0.700985, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1430 [D loss: 0.684437, acc.: 56.25%, KL div.: 0.333136] [G loss: 0.694610, KL div.: 0.694610, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1431 [D loss: 0.685008, acc.: 55.47%, KL div.: 0.330121] [G loss: 0.697796, KL div.: 0.697796, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1432 [D loss: 0.688014, acc.: 57.42%, KL div.: 0.327081] [G loss: 0.686925, KL div.: 0.686925, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1433 [D loss: 0.682607, acc.: 58.59%, KL div.: 0.322796] [G loss: 0.684278, KL div.: 0.684278, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1434 [D loss: 0.687350, acc.: 50.00%, KL div.: 0.324840] [G loss: 0.686922, KL div.: 0.686922, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1435 [D loss: 0.681305, acc.: 55.08%, KL div.: 0.320384] [G loss: 0.687514, KL div.: 0.687515, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1436 [D loss: 0.690308, acc.: 55.08%, KL div.: 0.322746] [G loss: 0.669497, KL div.: 0.669497, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1437 [D loss: 0.699480, acc.: 50.00%, KL div.: 0.325018] [G loss: 0.672778, KL div.: 0.672778, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1438 [D loss: 0.701635, acc.: 50.78%, KL div.: 0.326911] [G loss: 0.676507, KL div.: 0.676507, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1439 [D loss: 0.692185, acc.: 50.78%, KL div.: 0.332101] [G loss: 0.700889, KL div.: 0.700889, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1440 [D loss: 0.688077, acc.: 55.08%, KL div.: 0.333824] [G loss: 0.718427, KL div.: 0.718427, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1441 [D loss: 0.687531, acc.: 56.64%, KL div.: 0.339912] [G loss: 0.729347, KL div.: 0.729347, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1442 [D loss: 0.677893, acc.: 59.77%, KL div.: 0.344028] [G loss: 0.746878, KL div.: 0.746878, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1443 [D loss: 0.693126, acc.: 54.69%, KL div.: 0.354444] [G loss: 0.749148, KL div.: 0.749148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1444 [D loss: 0.687818, acc.: 57.42%, KL div.: 0.352278] [G loss: 0.753353, KL div.: 0.753353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1445 [D loss: 0.686088, acc.: 55.47%, KL div.: 0.352389] [G loss: 0.752357, KL div.: 0.752357, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1446 [D loss: 0.694445, acc.: 48.05%, KL div.: 0.355089] [G loss: 0.727987, KL div.: 0.727987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1447 [D loss: 0.689712, acc.: 52.34%, KL div.: 0.352259] [G loss: 0.737679, KL div.: 0.737679, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1448 [D loss: 0.688747, acc.: 55.86%, KL div.: 0.348622] [G loss: 0.727082, KL div.: 0.727082, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1449 [D loss: 0.686565, acc.: 58.98%, KL div.: 0.351204] [G loss: 0.728699, KL div.: 0.728699, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1450 [D loss: 0.680279, acc.: 56.64%, KL div.: 0.341463] [G loss: 0.716976, KL div.: 0.716976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1451 [D loss: 0.688437, acc.: 53.52%, KL div.: 0.340154] [G loss: 0.716172, KL div.: 0.716172, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1452 [D loss: 0.679070, acc.: 60.16%, KL div.: 0.335369] [G loss: 0.714178, KL div.: 0.714178, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1453 [D loss: 0.685208, acc.: 55.08%, KL div.: 0.333352] [G loss: 0.708759, KL div.: 0.708759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1454 [D loss: 0.678274, acc.: 65.23%, KL div.: 0.332863] [G loss: 0.715900, KL div.: 0.715900, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1455 [D loss: 0.671207, acc.: 64.06%, KL div.: 0.320063] [G loss: 0.701031, KL div.: 0.701031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1456 [D loss: 0.677386, acc.: 61.72%, KL div.: 0.326410] [G loss: 0.701104, KL div.: 0.701104, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1457 [D loss: 0.679987, acc.: 62.11%, KL div.: 0.322487] [G loss: 0.693916, KL div.: 0.693916, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1458 [D loss: 0.677459, acc.: 59.77%, KL div.: 0.321135] [G loss: 0.695923, KL div.: 0.695923, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1459 [D loss: 0.681282, acc.: 58.59%, KL div.: 0.319917] [G loss: 0.692701, KL div.: 0.692701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1460 [D loss: 0.685932, acc.: 53.52%, KL div.: 0.316274] [G loss: 0.678955, KL div.: 0.678955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1461 [D loss: 0.689466, acc.: 50.00%, KL div.: 0.319349] [G loss: 0.680608, KL div.: 0.680608, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1462 [D loss: 0.694415, acc.: 53.52%, KL div.: 0.327072] [G loss: 0.696726, KL div.: 0.696726, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1463 [D loss: 0.692861, acc.: 53.12%, KL div.: 0.328840] [G loss: 0.703207, KL div.: 0.703207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1464 [D loss: 0.693552, acc.: 53.52%, KL div.: 0.339367] [G loss: 0.729477, KL div.: 0.729477, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1465 [D loss: 0.688450, acc.: 54.30%, KL div.: 0.345488] [G loss: 0.749033, KL div.: 0.749033, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1466 [D loss: 0.677200, acc.: 56.64%, KL div.: 0.352210] [G loss: 0.781271, KL div.: 0.781271, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1467 [D loss: 0.682770, acc.: 56.25%, KL div.: 0.358959] [G loss: 0.763880, KL div.: 0.763880, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1468 [D loss: 0.679216, acc.: 60.16%, KL div.: 0.353951] [G loss: 0.761590, KL div.: 0.761590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1469 [D loss: 0.685955, acc.: 50.39%, KL div.: 0.359715] [G loss: 0.764697, KL div.: 0.764697, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1470 [D loss: 0.687522, acc.: 51.56%, KL div.: 0.361973] [G loss: 0.756213, KL div.: 0.756213, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1471 [D loss: 0.690491, acc.: 53.91%, KL div.: 0.362149] [G loss: 0.745502, KL div.: 0.745502, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1472 [D loss: 0.696072, acc.: 50.00%, KL div.: 0.355557] [G loss: 0.730382, KL div.: 0.730382, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1473 [D loss: 0.688125, acc.: 52.73%, KL div.: 0.350552] [G loss: 0.731182, KL div.: 0.731182, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1474 [D loss: 0.688439, acc.: 53.91%, KL div.: 0.352521] [G loss: 0.738154, KL div.: 0.738154, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1475 [D loss: 0.689356, acc.: 54.30%, KL div.: 0.349049] [G loss: 0.713730, KL div.: 0.713730, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1476 [D loss: 0.689132, acc.: 55.08%, KL div.: 0.344716] [G loss: 0.710151, KL div.: 0.710151, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1477 [D loss: 0.688792, acc.: 55.86%, KL div.: 0.342444] [G loss: 0.721870, KL div.: 0.721870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1478 [D loss: 0.686398, acc.: 57.03%, KL div.: 0.337487] [G loss: 0.708212, KL div.: 0.708212, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1479 [D loss: 0.686778, acc.: 56.64%, KL div.: 0.337272] [G loss: 0.706475, KL div.: 0.706475, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1480 [D loss: 0.689334, acc.: 53.12%, KL div.: 0.333058] [G loss: 0.686086, KL div.: 0.686086, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1481 [D loss: 0.679639, acc.: 56.64%, KL div.: 0.323826] [G loss: 0.693658, KL div.: 0.693658, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1482 [D loss: 0.690327, acc.: 50.00%, KL div.: 0.331703] [G loss: 0.686606, KL div.: 0.686606, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1483 [D loss: 0.689196, acc.: 56.25%, KL div.: 0.320085] [G loss: 0.679428, KL div.: 0.679428, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1484 [D loss: 0.692019, acc.: 52.73%, KL div.: 0.321205] [G loss: 0.671140, KL div.: 0.671140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1485 [D loss: 0.696913, acc.: 51.56%, KL div.: 0.324400] [G loss: 0.680180, KL div.: 0.680180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1486 [D loss: 0.709310, acc.: 44.14%, KL div.: 0.335173] [G loss: 0.679164, KL div.: 0.679164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1487 [D loss: 0.701791, acc.: 48.44%, KL div.: 0.337297] [G loss: 0.691895, KL div.: 0.691895, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1488 [D loss: 0.706026, acc.: 44.14%, KL div.: 0.347949] [G loss: 0.709437, KL div.: 0.709437, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1489 [D loss: 0.690637, acc.: 49.22%, KL div.: 0.345665] [G loss: 0.728810, KL div.: 0.728810, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1490 [D loss: 0.695266, acc.: 47.66%, KL div.: 0.355233] [G loss: 0.758189, KL div.: 0.758189, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1491 [D loss: 0.696394, acc.: 50.00%, KL div.: 0.360774] [G loss: 0.768533, KL div.: 0.768533, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
1492 [D loss: 0.693833, acc.: 47.27%, KL div.: 0.363229] [G loss: 0.765416, KL div.: 0.765416, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1493 [D loss: 0.687944, acc.: 52.73%, KL div.: 0.365586] [G loss: 0.775363, KL div.: 0.775363, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1494 [D loss: 0.686620, acc.: 52.34%, KL div.: 0.361431] [G loss: 0.766181, KL div.: 0.766181, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1495 [D loss: 0.698253, acc.: 50.78%, KL div.: 0.369533] [G loss: 0.743276, KL div.: 0.743276, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
1496 [D loss: 0.710445, acc.: 44.14%, KL div.: 0.373650] [G loss: 0.729733, KL div.: 0.729733, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
1497 [D loss: 0.703993, acc.: 45.70%, KL div.: 0.364065] [G loss: 0.728483, KL div.: 0.728483, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
1498 [D loss: 0.705181, acc.: 44.53%, KL div.: 0.359272] [G loss: 0.713267, KL div.: 0.713267, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1499 [D loss: 0.708847, acc.: 43.36%, KL div.: 0.357026] [G loss: 0.700024, KL div.: 0.700024, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 1s 73ms/step
4/4 [==============================] - 0s 26ms/step
1500 [D loss: 0.705870, acc.: 44.53%, KL div.: 0.354458] [G loss: 0.710031, KL div.: 0.710031, FID: 64.802185]
1/1 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 102ms/step
1501 [D loss: 0.697365, acc.: 48.44%, KL div.: 0.348516] [G loss: 0.700445, KL div.: 0.700445, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1502 [D loss: 0.693074, acc.: 50.78%, KL div.: 0.344456] [G loss: 0.701165, KL div.: 0.701165, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1503 [D loss: 0.689137, acc.: 53.52%, KL div.: 0.335506] [G loss: 0.694401, KL div.: 0.694401, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1504 [D loss: 0.693437, acc.: 53.52%, KL div.: 0.342522] [G loss: 0.700627, KL div.: 0.700627, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1505 [D loss: 0.675967, acc.: 63.67%, KL div.: 0.325193] [G loss: 0.700752, KL div.: 0.700752, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1506 [D loss: 0.687544, acc.: 54.69%, KL div.: 0.330028] [G loss: 0.688070, KL div.: 0.688070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1507 [D loss: 0.689602, acc.: 59.77%, KL div.: 0.328367] [G loss: 0.682112, KL div.: 0.682112, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1508 [D loss: 0.692419, acc.: 50.78%, KL div.: 0.326236] [G loss: 0.668428, KL div.: 0.668428, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1509 [D loss: 0.691606, acc.: 56.25%, KL div.: 0.321306] [G loss: 0.675884, KL div.: 0.675884, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1510 [D loss: 0.703275, acc.: 47.66%, KL div.: 0.325736] [G loss: 0.663731, KL div.: 0.663731, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1511 [D loss: 0.695296, acc.: 50.78%, KL div.: 0.324190] [G loss: 0.676866, KL div.: 0.676866, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1512 [D loss: 0.711497, acc.: 43.75%, KL div.: 0.334279] [G loss: 0.673432, KL div.: 0.673432, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1513 [D loss: 0.689006, acc.: 55.08%, KL div.: 0.331909] [G loss: 0.705357, KL div.: 0.705357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1514 [D loss: 0.695061, acc.: 51.95%, KL div.: 0.341690] [G loss: 0.724067, KL div.: 0.724067, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1515 [D loss: 0.685027, acc.: 54.69%, KL div.: 0.342985] [G loss: 0.737957, KL div.: 0.737957, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1516 [D loss: 0.684609, acc.: 56.64%, KL div.: 0.351717] [G loss: 0.760480, KL div.: 0.760480, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1517 [D loss: 0.684857, acc.: 52.34%, KL div.: 0.356225] [G loss: 0.769415, KL div.: 0.769415, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1518 [D loss: 0.685582, acc.: 55.47%, KL div.: 0.361489] [G loss: 0.765575, KL div.: 0.765575, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1519 [D loss: 0.686855, acc.: 55.08%, KL div.: 0.356848] [G loss: 0.738708, KL div.: 0.738708, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1520 [D loss: 0.697327, acc.: 49.61%, KL div.: 0.357331] [G loss: 0.729935, KL div.: 0.729935, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1521 [D loss: 0.693607, acc.: 53.12%, KL div.: 0.353115] [G loss: 0.724214, KL div.: 0.724214, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1522 [D loss: 0.693649, acc.: 47.66%, KL div.: 0.348763] [G loss: 0.710463, KL div.: 0.710463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1523 [D loss: 0.687500, acc.: 61.72%, KL div.: 0.347190] [G loss: 0.712515, KL div.: 0.712515, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1524 [D loss: 0.691559, acc.: 52.73%, KL div.: 0.345891] [G loss: 0.713070, KL div.: 0.713070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1525 [D loss: 0.688116, acc.: 58.59%, KL div.: 0.340674] [G loss: 0.706807, KL div.: 0.706807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1526 [D loss: 0.681955, acc.: 55.86%, KL div.: 0.331825] [G loss: 0.706594, KL div.: 0.706594, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1527 [D loss: 0.680064, acc.: 59.77%, KL div.: 0.334061] [G loss: 0.702696, KL div.: 0.702696, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1528 [D loss: 0.684650, acc.: 57.03%, KL div.: 0.332499] [G loss: 0.698098, KL div.: 0.698098, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1529 [D loss: 0.682107, acc.: 58.59%, KL div.: 0.326558] [G loss: 0.698780, KL div.: 0.698780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1530 [D loss: 0.684497, acc.: 57.81%, KL div.: 0.323975] [G loss: 0.685175, KL div.: 0.685175, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1531 [D loss: 0.686138, acc.: 50.78%, KL div.: 0.319537] [G loss: 0.677905, KL div.: 0.677905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1532 [D loss: 0.692541, acc.: 51.95%, KL div.: 0.327002] [G loss: 0.670855, KL div.: 0.670855, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1533 [D loss: 0.689797, acc.: 57.42%, KL div.: 0.324118] [G loss: 0.675483, KL div.: 0.675483, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1534 [D loss: 0.693491, acc.: 51.56%, KL div.: 0.321942] [G loss: 0.676004, KL div.: 0.676004, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1535 [D loss: 0.698247, acc.: 48.44%, KL div.: 0.333720] [G loss: 0.685796, KL div.: 0.685796, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1536 [D loss: 0.701922, acc.: 44.92%, KL div.: 0.332057] [G loss: 0.684349, KL div.: 0.684349, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
1537 [D loss: 0.692038, acc.: 50.78%, KL div.: 0.334642] [G loss: 0.712708, KL div.: 0.712708, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1538 [D loss: 0.691079, acc.: 51.17%, KL div.: 0.342058] [G loss: 0.722826, KL div.: 0.722826, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1539 [D loss: 0.697865, acc.: 49.61%, KL div.: 0.350005] [G loss: 0.728255, KL div.: 0.728255, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1540 [D loss: 0.684120, acc.: 54.30%, KL div.: 0.348234] [G loss: 0.734985, KL div.: 0.734985, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1541 [D loss: 0.707157, acc.: 39.84%, KL div.: 0.363255] [G loss: 0.745336, KL div.: 0.745336, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1542 [D loss: 0.687187, acc.: 53.52%, KL div.: 0.355624] [G loss: 0.750697, KL div.: 0.750697, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
1543 [D loss: 0.691700, acc.: 51.56%, KL div.: 0.354628] [G loss: 0.751488, KL div.: 0.751487, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1544 [D loss: 0.684974, acc.: 57.42%, KL div.: 0.355700] [G loss: 0.750416, KL div.: 0.750416, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1545 [D loss: 0.702472, acc.: 44.14%, KL div.: 0.364011] [G loss: 0.736634, KL div.: 0.736634, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1546 [D loss: 0.691803, acc.: 55.08%, KL div.: 0.355794] [G loss: 0.727695, KL div.: 0.727695, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1547 [D loss: 0.701827, acc.: 48.05%, KL div.: 0.361119] [G loss: 0.729742, KL div.: 0.729742, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1548 [D loss: 0.698037, acc.: 50.39%, KL div.: 0.355914] [G loss: 0.715815, KL div.: 0.715815, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1549 [D loss: 0.695926, acc.: 52.73%, KL div.: 0.354418] [G loss: 0.720606, KL div.: 0.720606, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1550 [D loss: 0.700632, acc.: 45.70%, KL div.: 0.357648] [G loss: 0.720916, KL div.: 0.720916, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1551 [D loss: 0.691804, acc.: 50.39%, KL div.: 0.345592] [G loss: 0.706454, KL div.: 0.706454, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
1552 [D loss: 0.696625, acc.: 46.48%, KL div.: 0.350189] [G loss: 0.712556, KL div.: 0.712556, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1553 [D loss: 0.691320, acc.: 50.78%, KL div.: 0.342994] [G loss: 0.701172, KL div.: 0.701172, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1554 [D loss: 0.703341, acc.: 42.97%, KL div.: 0.344983] [G loss: 0.694848, KL div.: 0.694848, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1555 [D loss: 0.688686, acc.: 54.30%, KL div.: 0.338798] [G loss: 0.696435, KL div.: 0.696435, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1556 [D loss: 0.691748, acc.: 53.12%, KL div.: 0.340417] [G loss: 0.704097, KL div.: 0.704097, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1557 [D loss: 0.696330, acc.: 48.05%, KL div.: 0.343719] [G loss: 0.698053, KL div.: 0.698053, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1558 [D loss: 0.695556, acc.: 48.44%, KL div.: 0.341993] [G loss: 0.695555, KL div.: 0.695555, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1559 [D loss: 0.700528, acc.: 44.14%, KL div.: 0.342401] [G loss: 0.688200, KL div.: 0.688200, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1560 [D loss: 0.695889, acc.: 51.17%, KL div.: 0.340764] [G loss: 0.700413, KL div.: 0.700413, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1561 [D loss: 0.691325, acc.: 54.30%, KL div.: 0.339719] [G loss: 0.700627, KL div.: 0.700627, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1562 [D loss: 0.695955, acc.: 51.56%, KL div.: 0.345933] [G loss: 0.707177, KL div.: 0.707177, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1563 [D loss: 0.695597, acc.: 53.52%, KL div.: 0.345701] [G loss: 0.717960, KL div.: 0.717960, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1564 [D loss: 0.691273, acc.: 53.12%, KL div.: 0.350455] [G loss: 0.729582, KL div.: 0.729582, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1565 [D loss: 0.693201, acc.: 49.22%, KL div.: 0.349322] [G loss: 0.730049, KL div.: 0.730049, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1566 [D loss: 0.691990, acc.: 52.73%, KL div.: 0.353208] [G loss: 0.732404, KL div.: 0.732404, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1567 [D loss: 0.690860, acc.: 52.34%, KL div.: 0.356530] [G loss: 0.739923, KL div.: 0.739923, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1568 [D loss: 0.696467, acc.: 49.61%, KL div.: 0.357302] [G loss: 0.739309, KL div.: 0.739309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1569 [D loss: 0.692014, acc.: 53.52%, KL div.: 0.358347] [G loss: 0.739607, KL div.: 0.739607, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1570 [D loss: 0.698413, acc.: 51.95%, KL div.: 0.359438] [G loss: 0.730478, KL div.: 0.730478, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1571 [D loss: 0.695259, acc.: 54.69%, KL div.: 0.357247] [G loss: 0.731461, KL div.: 0.731461, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1572 [D loss: 0.702031, acc.: 45.31%, KL div.: 0.359112] [G loss: 0.722178, KL div.: 0.722178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1573 [D loss: 0.699818, acc.: 49.61%, KL div.: 0.358014] [G loss: 0.710662, KL div.: 0.710662, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1574 [D loss: 0.693730, acc.: 53.52%, KL div.: 0.352366] [G loss: 0.712729, KL div.: 0.712729, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1575 [D loss: 0.697987, acc.: 49.22%, KL div.: 0.354625] [G loss: 0.712543, KL div.: 0.712543, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1576 [D loss: 0.697651, acc.: 44.53%, KL div.: 0.350296] [G loss: 0.710280, KL div.: 0.710280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1577 [D loss: 0.697175, acc.: 46.09%, KL div.: 0.344142] [G loss: 0.698327, KL div.: 0.698327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1578 [D loss: 0.695928, acc.: 48.83%, KL div.: 0.344758] [G loss: 0.707484, KL div.: 0.707484, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1579 [D loss: 0.696233, acc.: 47.66%, KL div.: 0.342411] [G loss: 0.702731, KL div.: 0.702731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1580 [D loss: 0.691430, acc.: 52.34%, KL div.: 0.338026] [G loss: 0.697389, KL div.: 0.697389, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1581 [D loss: 0.686359, acc.: 55.86%, KL div.: 0.333228] [G loss: 0.696811, KL div.: 0.696811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1582 [D loss: 0.693279, acc.: 49.22%, KL div.: 0.336530] [G loss: 0.692153, KL div.: 0.692153, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1583 [D loss: 0.695306, acc.: 47.66%, KL div.: 0.337244] [G loss: 0.683496, KL div.: 0.683496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1584 [D loss: 0.695316, acc.: 46.48%, KL div.: 0.336314] [G loss: 0.685501, KL div.: 0.685501, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1585 [D loss: 0.699032, acc.: 46.09%, KL div.: 0.334524] [G loss: 0.690285, KL div.: 0.690285, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1586 [D loss: 0.701701, acc.: 45.31%, KL div.: 0.332958] [G loss: 0.676344, KL div.: 0.676344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1587 [D loss: 0.703496, acc.: 46.88%, KL div.: 0.341510] [G loss: 0.692425, KL div.: 0.692425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1588 [D loss: 0.703729, acc.: 44.53%, KL div.: 0.343256] [G loss: 0.700724, KL div.: 0.700724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1589 [D loss: 0.696412, acc.: 49.22%, KL div.: 0.340365] [G loss: 0.707219, KL div.: 0.707219, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1590 [D loss: 0.701464, acc.: 45.70%, KL div.: 0.349167] [G loss: 0.719261, KL div.: 0.719261, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1591 [D loss: 0.690007, acc.: 51.95%, KL div.: 0.348575] [G loss: 0.726194, KL div.: 0.726194, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1592 [D loss: 0.693297, acc.: 51.17%, KL div.: 0.355984] [G loss: 0.736826, KL div.: 0.736826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1593 [D loss: 0.695159, acc.: 53.12%, KL div.: 0.357865] [G loss: 0.730219, KL div.: 0.730219, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1594 [D loss: 0.693293, acc.: 52.34%, KL div.: 0.357236] [G loss: 0.747890, KL div.: 0.747890, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
1595 [D loss: 0.683944, acc.: 59.38%, KL div.: 0.354845] [G loss: 0.740898, KL div.: 0.740898, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1596 [D loss: 0.688081, acc.: 55.47%, KL div.: 0.356610] [G loss: 0.752657, KL div.: 0.752657, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1597 [D loss: 0.703458, acc.: 48.05%, KL div.: 0.362555] [G loss: 0.724185, KL div.: 0.724185, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1598 [D loss: 0.701812, acc.: 45.31%, KL div.: 0.359709] [G loss: 0.721803, KL div.: 0.721803, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1599 [D loss: 0.695599, acc.: 50.39%, KL div.: 0.353836] [G loss: 0.716896, KL div.: 0.716896, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 3s 104ms/step
4/4 [==============================] - 0s 39ms/step
1600 [D loss: 0.697064, acc.: 50.78%, KL div.: 0.354847] [G loss: 0.716599, KL div.: 0.716599, FID: 70.555071]
1/1 [==============================] - 0s 37ms/step
4/4 [==============================] - 0s 74ms/step
1601 [D loss: 0.698932, acc.: 49.61%, KL div.: 0.354129] [G loss: 0.708562, KL div.: 0.708562, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1602 [D loss: 0.694900, acc.: 51.56%, KL div.: 0.353351] [G loss: 0.706909, KL div.: 0.706909, FID: 0.000000]
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1603 [D loss: 0.695992, acc.: 50.00%, KL div.: 0.348752] [G loss: 0.706565, KL div.: 0.706565, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1604 [D loss: 0.693078, acc.: 51.95%, KL div.: 0.346822] [G loss: 0.712671, KL div.: 0.712671, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1605 [D loss: 0.699579, acc.: 44.53%, KL div.: 0.344659] [G loss: 0.692574, KL div.: 0.692574, FID: 0.000000]
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1606 [D loss: 0.686259, acc.: 53.91%, KL div.: 0.332489] [G loss: 0.695005, KL div.: 0.695005, FID: 0.000000]
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1607 [D loss: 0.690792, acc.: 51.17%, KL div.: 0.338616] [G loss: 0.698202, KL div.: 0.698202, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1608 [D loss: 0.687142, acc.: 52.34%, KL div.: 0.332596] [G loss: 0.695586, KL div.: 0.695586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1609 [D loss: 0.688506, acc.: 57.03%, KL div.: 0.334148] [G loss: 0.693027, KL div.: 0.693027, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1610 [D loss: 0.692460, acc.: 47.27%, KL div.: 0.333058] [G loss: 0.688275, KL div.: 0.688275, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1611 [D loss: 0.694533, acc.: 50.39%, KL div.: 0.336793] [G loss: 0.688837, KL div.: 0.688837, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1612 [D loss: 0.693119, acc.: 53.52%, KL div.: 0.332110] [G loss: 0.681692, KL div.: 0.681692, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1613 [D loss: 0.698707, acc.: 48.05%, KL div.: 0.338108] [G loss: 0.691824, KL div.: 0.691824, FID: 0.000000]
4/4 [==============================] - 0s 52ms/step
1614 [D loss: 0.702982, acc.: 47.27%, KL div.: 0.337280] [G loss: 0.683377, KL div.: 0.683377, FID: 0.000000]
4/4 [==============================] - 0s 19ms/step
1615 [D loss: 0.694928, acc.: 50.39%, KL div.: 0.335311] [G loss: 0.690138, KL div.: 0.690138, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1616 [D loss: 0.704948, acc.: 43.75%, KL div.: 0.343192] [G loss: 0.698036, KL div.: 0.698036, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1617 [D loss: 0.697365, acc.: 46.88%, KL div.: 0.343950] [G loss: 0.706140, KL div.: 0.706140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1618 [D loss: 0.699218, acc.: 45.31%, KL div.: 0.347861] [G loss: 0.722100, KL div.: 0.722100, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1619 [D loss: 0.697984, acc.: 48.83%, KL div.: 0.353018] [G loss: 0.727947, KL div.: 0.727947, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1620 [D loss: 0.697922, acc.: 46.88%, KL div.: 0.358292] [G loss: 0.738151, KL div.: 0.738151, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1621 [D loss: 0.689500, acc.: 55.08%, KL div.: 0.355291] [G loss: 0.747661, KL div.: 0.747661, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1622 [D loss: 0.696189, acc.: 46.88%, KL div.: 0.360261] [G loss: 0.739528, KL div.: 0.739528, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1623 [D loss: 0.683766, acc.: 57.03%, KL div.: 0.356547] [G loss: 0.754760, KL div.: 0.754760, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1624 [D loss: 0.694395, acc.: 51.95%, KL div.: 0.357312] [G loss: 0.739721, KL div.: 0.739721, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1625 [D loss: 0.692624, acc.: 52.34%, KL div.: 0.355550] [G loss: 0.734531, KL div.: 0.734531, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1626 [D loss: 0.696290, acc.: 51.17%, KL div.: 0.356548] [G loss: 0.721614, KL div.: 0.721614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1627 [D loss: 0.697731, acc.: 49.22%, KL div.: 0.356325] [G loss: 0.714769, KL div.: 0.714769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1628 [D loss: 0.700843, acc.: 41.41%, KL div.: 0.354383] [G loss: 0.707283, KL div.: 0.707283, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1629 [D loss: 0.698662, acc.: 47.27%, KL div.: 0.349264] [G loss: 0.705390, KL div.: 0.705390, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1630 [D loss: 0.699624, acc.: 48.83%, KL div.: 0.347265] [G loss: 0.703748, KL div.: 0.703748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1631 [D loss: 0.695196, acc.: 52.73%, KL div.: 0.345888] [G loss: 0.697572, KL div.: 0.697572, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1632 [D loss: 0.688345, acc.: 53.12%, KL div.: 0.336127] [G loss: 0.690831, KL div.: 0.690831, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1633 [D loss: 0.685882, acc.: 57.03%, KL div.: 0.337044] [G loss: 0.701423, KL div.: 0.701423, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1634 [D loss: 0.684985, acc.: 55.08%, KL div.: 0.331176] [G loss: 0.698043, KL div.: 0.698043, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1635 [D loss: 0.680024, acc.: 56.25%, KL div.: 0.329062] [G loss: 0.696443, KL div.: 0.696443, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1636 [D loss: 0.680626, acc.: 60.16%, KL div.: 0.328087] [G loss: 0.695769, KL div.: 0.695769, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1637 [D loss: 0.674684, acc.: 59.77%, KL div.: 0.321049] [G loss: 0.694370, KL div.: 0.694370, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1638 [D loss: 0.682876, acc.: 54.69%, KL div.: 0.323383] [G loss: 0.681978, KL div.: 0.681978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1639 [D loss: 0.688755, acc.: 52.34%, KL div.: 0.320571] [G loss: 0.669818, KL div.: 0.669818, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1640 [D loss: 0.696636, acc.: 49.22%, KL div.: 0.326072] [G loss: 0.672083, KL div.: 0.672083, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1641 [D loss: 0.710079, acc.: 39.06%, KL div.: 0.329390] [G loss: 0.658337, KL div.: 0.658337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1642 [D loss: 0.711568, acc.: 44.92%, KL div.: 0.325104] [G loss: 0.654285, KL div.: 0.654285, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1643 [D loss: 0.706232, acc.: 44.92%, KL div.: 0.329509] [G loss: 0.669382, KL div.: 0.669382, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1644 [D loss: 0.700717, acc.: 48.83%, KL div.: 0.337388] [G loss: 0.693422, KL div.: 0.693422, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1645 [D loss: 0.700149, acc.: 47.66%, KL div.: 0.342213] [G loss: 0.714609, KL div.: 0.714609, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1646 [D loss: 0.688817, acc.: 55.08%, KL div.: 0.347917] [G loss: 0.738847, KL div.: 0.738847, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1647 [D loss: 0.687005, acc.: 53.91%, KL div.: 0.355927] [G loss: 0.764403, KL div.: 0.764403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1648 [D loss: 0.685522, acc.: 52.73%, KL div.: 0.359850] [G loss: 0.768512, KL div.: 0.768512, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1649 [D loss: 0.677776, acc.: 59.38%, KL div.: 0.360499] [G loss: 0.777207, KL div.: 0.777207, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1650 [D loss: 0.689753, acc.: 50.78%, KL div.: 0.365147] [G loss: 0.766371, KL div.: 0.766371, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1651 [D loss: 0.686889, acc.: 54.69%, KL div.: 0.364668] [G loss: 0.758563, KL div.: 0.758563, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1652 [D loss: 0.701138, acc.: 44.14%, KL div.: 0.366201] [G loss: 0.744011, KL div.: 0.744011, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1653 [D loss: 0.705322, acc.: 42.97%, KL div.: 0.366402] [G loss: 0.721134, KL div.: 0.721134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1654 [D loss: 0.701555, acc.: 46.48%, KL div.: 0.358267] [G loss: 0.714998, KL div.: 0.714998, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1655 [D loss: 0.705841, acc.: 41.02%, KL div.: 0.356116] [G loss: 0.704876, KL div.: 0.704876, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1656 [D loss: 0.706152, acc.: 43.36%, KL div.: 0.354401] [G loss: 0.700068, KL div.: 0.700068, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1657 [D loss: 0.701214, acc.: 46.09%, KL div.: 0.350276] [G loss: 0.699651, KL div.: 0.699651, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1658 [D loss: 0.700340, acc.: 45.70%, KL div.: 0.346979] [G loss: 0.693961, KL div.: 0.693961, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1659 [D loss: 0.689469, acc.: 46.09%, KL div.: 0.338873] [G loss: 0.696251, KL div.: 0.696251, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1660 [D loss: 0.682524, acc.: 59.77%, KL div.: 0.332443] [G loss: 0.694299, KL div.: 0.694299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1661 [D loss: 0.683387, acc.: 55.86%, KL div.: 0.333043] [G loss: 0.696829, KL div.: 0.696829, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1662 [D loss: 0.676667, acc.: 61.33%, KL div.: 0.326456] [G loss: 0.694573, KL div.: 0.694573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1663 [D loss: 0.669030, acc.: 66.80%, KL div.: 0.318101] [G loss: 0.703201, KL div.: 0.703201, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1664 [D loss: 0.671589, acc.: 60.94%, KL div.: 0.317885] [G loss: 0.698495, KL div.: 0.698495, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1665 [D loss: 0.664343, acc.: 63.28%, KL div.: 0.308223] [G loss: 0.690980, KL div.: 0.690980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1666 [D loss: 0.668858, acc.: 58.59%, KL div.: 0.308831] [G loss: 0.674150, KL div.: 0.674150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1667 [D loss: 0.686950, acc.: 55.08%, KL div.: 0.312094] [G loss: 0.658083, KL div.: 0.658083, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1668 [D loss: 0.701377, acc.: 49.22%, KL div.: 0.309275] [G loss: 0.629755, KL div.: 0.629755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1669 [D loss: 0.705813, acc.: 46.09%, KL div.: 0.310908] [G loss: 0.632392, KL div.: 0.632392, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1670 [D loss: 0.726470, acc.: 41.02%, KL div.: 0.322625] [G loss: 0.624278, KL div.: 0.624278, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1671 [D loss: 0.722202, acc.: 46.09%, KL div.: 0.319437] [G loss: 0.647632, KL div.: 0.647632, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1672 [D loss: 0.713842, acc.: 40.62%, KL div.: 0.340161] [G loss: 0.691532, KL div.: 0.691532, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1673 [D loss: 0.696012, acc.: 47.66%, KL div.: 0.345277] [G loss: 0.738188, KL div.: 0.738188, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1674 [D loss: 0.688990, acc.: 54.30%, KL div.: 0.355205] [G loss: 0.779199, KL div.: 0.779199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1675 [D loss: 0.681044, acc.: 53.91%, KL div.: 0.363313] [G loss: 0.791023, KL div.: 0.791023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1676 [D loss: 0.674270, acc.: 60.55%, KL div.: 0.364045] [G loss: 0.822305, KL div.: 0.822305, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1677 [D loss: 0.674274, acc.: 55.47%, KL div.: 0.366978] [G loss: 0.805075, KL div.: 0.805075, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1678 [D loss: 0.682449, acc.: 54.30%, KL div.: 0.372649] [G loss: 0.798826, KL div.: 0.798826, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1679 [D loss: 0.690799, acc.: 55.08%, KL div.: 0.371707] [G loss: 0.773626, KL div.: 0.773626, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1680 [D loss: 0.695129, acc.: 48.44%, KL div.: 0.372580] [G loss: 0.761731, KL div.: 0.761731, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1681 [D loss: 0.703948, acc.: 45.31%, KL div.: 0.368996] [G loss: 0.740173, KL div.: 0.740173, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1682 [D loss: 0.701189, acc.: 46.48%, KL div.: 0.362082] [G loss: 0.725191, KL div.: 0.725191, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1683 [D loss: 0.709190, acc.: 42.19%, KL div.: 0.364396] [G loss: 0.709834, KL div.: 0.709834, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1684 [D loss: 0.707511, acc.: 42.58%, KL div.: 0.358393] [G loss: 0.701618, KL div.: 0.701618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1685 [D loss: 0.702249, acc.: 42.19%, KL div.: 0.352762] [G loss: 0.700141, KL div.: 0.700141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1686 [D loss: 0.690957, acc.: 54.30%, KL div.: 0.344288] [G loss: 0.700652, KL div.: 0.700652, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1687 [D loss: 0.693666, acc.: 47.66%, KL div.: 0.344888] [G loss: 0.701432, KL div.: 0.701432, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1688 [D loss: 0.690571, acc.: 49.61%, KL div.: 0.341362] [G loss: 0.700820, KL div.: 0.700820, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1689 [D loss: 0.688370, acc.: 53.12%, KL div.: 0.339051] [G loss: 0.709398, KL div.: 0.709398, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1690 [D loss: 0.676523, acc.: 60.16%, KL div.: 0.328509] [G loss: 0.702002, KL div.: 0.702002, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1691 [D loss: 0.673295, acc.: 62.11%, KL div.: 0.324912] [G loss: 0.703558, KL div.: 0.703558, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1692 [D loss: 0.674568, acc.: 63.28%, KL div.: 0.322355] [G loss: 0.706917, KL div.: 0.706917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1693 [D loss: 0.669199, acc.: 60.55%, KL div.: 0.314943] [G loss: 0.696619, KL div.: 0.696619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1694 [D loss: 0.677606, acc.: 54.69%, KL div.: 0.313199] [G loss: 0.678666, KL div.: 0.678666, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1695 [D loss: 0.689091, acc.: 50.00%, KL div.: 0.311816] [G loss: 0.661684, KL div.: 0.661684, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1696 [D loss: 0.695250, acc.: 50.78%, KL div.: 0.313864] [G loss: 0.656531, KL div.: 0.656531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1697 [D loss: 0.708015, acc.: 45.31%, KL div.: 0.315910] [G loss: 0.644284, KL div.: 0.644284, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1698 [D loss: 0.711645, acc.: 42.97%, KL div.: 0.319061] [G loss: 0.634890, KL div.: 0.634890, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1699 [D loss: 0.729085, acc.: 37.50%, KL div.: 0.330778] [G loss: 0.646269, KL div.: 0.646269, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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1700 [D loss: 0.724065, acc.: 33.98%, KL div.: 0.339652] [G loss: 0.674008, KL div.: 0.674008, FID: 83.886000]
1/1 [==============================] - 0s 14ms/step
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1701 [D loss: 0.716793, acc.: 36.33%, KL div.: 0.346492] [G loss: 0.706817, KL div.: 0.706817, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1702 [D loss: 0.692473, acc.: 50.78%, KL div.: 0.349038] [G loss: 0.748295, KL div.: 0.748295, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1703 [D loss: 0.694477, acc.: 50.00%, KL div.: 0.361518] [G loss: 0.776134, KL div.: 0.776134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1704 [D loss: 0.686736, acc.: 52.73%, KL div.: 0.373839] [G loss: 0.817674, KL div.: 0.817674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1705 [D loss: 0.678130, acc.: 55.08%, KL div.: 0.375939] [G loss: 0.822301, KL div.: 0.822301, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1706 [D loss: 0.685432, acc.: 56.64%, KL div.: 0.376210] [G loss: 0.810815, KL div.: 0.810815, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1707 [D loss: 0.683249, acc.: 53.91%, KL div.: 0.372842] [G loss: 0.802683, KL div.: 0.802683, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1708 [D loss: 0.697034, acc.: 48.44%, KL div.: 0.383788] [G loss: 0.793331, KL div.: 0.793331, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1709 [D loss: 0.693627, acc.: 51.17%, KL div.: 0.379000] [G loss: 0.777493, KL div.: 0.777493, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1710 [D loss: 0.701134, acc.: 47.27%, KL div.: 0.375425] [G loss: 0.749291, KL div.: 0.749291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1711 [D loss: 0.699064, acc.: 51.56%, KL div.: 0.368998] [G loss: 0.747200, KL div.: 0.747200, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1712 [D loss: 0.706039, acc.: 48.05%, KL div.: 0.372901] [G loss: 0.728769, KL div.: 0.728769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1713 [D loss: 0.705555, acc.: 46.48%, KL div.: 0.367970] [G loss: 0.724706, KL div.: 0.724706, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1714 [D loss: 0.707564, acc.: 41.80%, KL div.: 0.362020] [G loss: 0.716478, KL div.: 0.716478, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1715 [D loss: 0.700115, acc.: 47.27%, KL div.: 0.357257] [G loss: 0.709227, KL div.: 0.709227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1716 [D loss: 0.695290, acc.: 47.27%, KL div.: 0.350531] [G loss: 0.714525, KL div.: 0.714525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1717 [D loss: 0.688496, acc.: 54.30%, KL div.: 0.343971] [G loss: 0.710143, KL div.: 0.710143, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1718 [D loss: 0.688783, acc.: 54.69%, KL div.: 0.341433] [G loss: 0.705400, KL div.: 0.705400, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1719 [D loss: 0.686489, acc.: 54.69%, KL div.: 0.339493] [G loss: 0.704717, KL div.: 0.704717, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1720 [D loss: 0.684585, acc.: 55.47%, KL div.: 0.335283] [G loss: 0.702989, KL div.: 0.702989, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1721 [D loss: 0.676101, acc.: 62.50%, KL div.: 0.328734] [G loss: 0.699595, KL div.: 0.699595, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1722 [D loss: 0.668120, acc.: 63.67%, KL div.: 0.323030] [G loss: 0.708006, KL div.: 0.708006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1723 [D loss: 0.668089, acc.: 64.06%, KL div.: 0.317048] [G loss: 0.695349, KL div.: 0.695349, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1724 [D loss: 0.677727, acc.: 59.38%, KL div.: 0.316684] [G loss: 0.686196, KL div.: 0.686196, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1725 [D loss: 0.678100, acc.: 58.20%, KL div.: 0.314042] [G loss: 0.678966, KL div.: 0.678966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1726 [D loss: 0.684415, acc.: 55.86%, KL div.: 0.312972] [G loss: 0.667950, KL div.: 0.667950, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1727 [D loss: 0.706870, acc.: 44.92%, KL div.: 0.319178] [G loss: 0.644022, KL div.: 0.644022, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1728 [D loss: 0.709559, acc.: 44.53%, KL div.: 0.325069] [G loss: 0.650372, KL div.: 0.650372, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1729 [D loss: 0.713792, acc.: 41.80%, KL div.: 0.326512] [G loss: 0.641604, KL div.: 0.641604, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1730 [D loss: 0.724232, acc.: 38.67%, KL div.: 0.336259] [G loss: 0.657930, KL div.: 0.657930, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1731 [D loss: 0.716215, acc.: 37.50%, KL div.: 0.334672] [G loss: 0.671874, KL div.: 0.671874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1732 [D loss: 0.708215, acc.: 41.41%, KL div.: 0.347332] [G loss: 0.713257, KL div.: 0.713257, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1733 [D loss: 0.698375, acc.: 45.70%, KL div.: 0.355856] [G loss: 0.744951, KL div.: 0.744951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1734 [D loss: 0.691092, acc.: 53.52%, KL div.: 0.362940] [G loss: 0.777947, KL div.: 0.777947, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1735 [D loss: 0.678847, acc.: 54.69%, KL div.: 0.367448] [G loss: 0.810390, KL div.: 0.810390, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1736 [D loss: 0.672759, acc.: 57.42%, KL div.: 0.371481] [G loss: 0.820725, KL div.: 0.820725, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1737 [D loss: 0.674179, acc.: 60.16%, KL div.: 0.369953] [G loss: 0.818174, KL div.: 0.818174, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1738 [D loss: 0.691303, acc.: 50.39%, KL div.: 0.379783] [G loss: 0.807131, KL div.: 0.807131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1739 [D loss: 0.685274, acc.: 57.03%, KL div.: 0.376110] [G loss: 0.795787, KL div.: 0.795787, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1740 [D loss: 0.692009, acc.: 52.34%, KL div.: 0.379730] [G loss: 0.770327, KL div.: 0.770327, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1741 [D loss: 0.696685, acc.: 51.17%, KL div.: 0.374523] [G loss: 0.761057, KL div.: 0.761057, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1742 [D loss: 0.705930, acc.: 44.14%, KL div.: 0.374271] [G loss: 0.732780, KL div.: 0.732780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1743 [D loss: 0.716877, acc.: 41.02%, KL div.: 0.377247] [G loss: 0.725749, KL div.: 0.725749, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1744 [D loss: 0.708817, acc.: 39.06%, KL div.: 0.367054] [G loss: 0.716031, KL div.: 0.716031, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1745 [D loss: 0.709915, acc.: 39.06%, KL div.: 0.362247] [G loss: 0.698927, KL div.: 0.698927, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1746 [D loss: 0.702270, acc.: 43.36%, KL div.: 0.353240] [G loss: 0.691316, KL div.: 0.691316, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1747 [D loss: 0.702441, acc.: 42.58%, KL div.: 0.350924] [G loss: 0.699102, KL div.: 0.699102, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1748 [D loss: 0.697791, acc.: 45.70%, KL div.: 0.345120] [G loss: 0.690618, KL div.: 0.690618, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1749 [D loss: 0.691582, acc.: 47.27%, KL div.: 0.342893] [G loss: 0.699891, KL div.: 0.699891, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1750 [D loss: 0.685980, acc.: 54.69%, KL div.: 0.335213] [G loss: 0.702978, KL div.: 0.702978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1751 [D loss: 0.675801, acc.: 60.16%, KL div.: 0.327956] [G loss: 0.706992, KL div.: 0.706992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1752 [D loss: 0.676202, acc.: 62.50%, KL div.: 0.329611] [G loss: 0.704987, KL div.: 0.704987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1753 [D loss: 0.662014, acc.: 67.19%, KL div.: 0.318419] [G loss: 0.714204, KL div.: 0.714204, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1754 [D loss: 0.662123, acc.: 67.58%, KL div.: 0.316078] [G loss: 0.711625, KL div.: 0.711625, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1755 [D loss: 0.658195, acc.: 66.41%, KL div.: 0.309754] [G loss: 0.703330, KL div.: 0.703330, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1756 [D loss: 0.663216, acc.: 62.11%, KL div.: 0.308696] [G loss: 0.689914, KL div.: 0.689914, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1757 [D loss: 0.661591, acc.: 64.45%, KL div.: 0.300004] [G loss: 0.680220, KL div.: 0.680220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1758 [D loss: 0.682875, acc.: 52.34%, KL div.: 0.302763] [G loss: 0.650669, KL div.: 0.650669, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1759 [D loss: 0.699917, acc.: 51.95%, KL div.: 0.303879] [G loss: 0.635924, KL div.: 0.635924, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1760 [D loss: 0.714645, acc.: 46.09%, KL div.: 0.301859] [G loss: 0.613016, KL div.: 0.613016, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1761 [D loss: 0.734456, acc.: 40.23%, KL div.: 0.314602] [G loss: 0.604014, KL div.: 0.604014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1762 [D loss: 0.736414, acc.: 39.84%, KL div.: 0.319681] [G loss: 0.613050, KL div.: 0.613050, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1763 [D loss: 0.725788, acc.: 34.77%, KL div.: 0.329485] [G loss: 0.657167, KL div.: 0.657167, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1764 [D loss: 0.721381, acc.: 32.81%, KL div.: 0.343150] [G loss: 0.705101, KL div.: 0.705101, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1765 [D loss: 0.695129, acc.: 50.39%, KL div.: 0.351140] [G loss: 0.753098, KL div.: 0.753098, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1766 [D loss: 0.680918, acc.: 56.25%, KL div.: 0.363389] [G loss: 0.810784, KL div.: 0.810784, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1767 [D loss: 0.676603, acc.: 60.94%, KL div.: 0.368480] [G loss: 0.827565, KL div.: 0.827565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1768 [D loss: 0.677805, acc.: 56.25%, KL div.: 0.375236] [G loss: 0.844233, KL div.: 0.844233, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1769 [D loss: 0.673043, acc.: 53.12%, KL div.: 0.375380] [G loss: 0.838092, KL div.: 0.838092, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1770 [D loss: 0.675954, acc.: 56.64%, KL div.: 0.378639] [G loss: 0.828167, KL div.: 0.828167, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1771 [D loss: 0.690086, acc.: 53.91%, KL div.: 0.379934] [G loss: 0.793238, KL div.: 0.793238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1772 [D loss: 0.691316, acc.: 53.12%, KL div.: 0.377326] [G loss: 0.778806, KL div.: 0.778806, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1773 [D loss: 0.700061, acc.: 48.05%, KL div.: 0.377517] [G loss: 0.758413, KL div.: 0.758413, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1774 [D loss: 0.703093, acc.: 47.66%, KL div.: 0.371816] [G loss: 0.739545, KL div.: 0.739545, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1775 [D loss: 0.712232, acc.: 41.80%, KL div.: 0.373557] [G loss: 0.723831, KL div.: 0.723831, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1776 [D loss: 0.710751, acc.: 42.97%, KL div.: 0.364182] [G loss: 0.709374, KL div.: 0.709374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1777 [D loss: 0.709353, acc.: 41.02%, KL div.: 0.363794] [G loss: 0.710505, KL div.: 0.710505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1778 [D loss: 0.700153, acc.: 46.48%, KL div.: 0.355054] [G loss: 0.706675, KL div.: 0.706675, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1779 [D loss: 0.697043, acc.: 46.88%, KL div.: 0.351349] [G loss: 0.700828, KL div.: 0.700828, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1780 [D loss: 0.694081, acc.: 48.05%, KL div.: 0.343320] [G loss: 0.701878, KL div.: 0.701878, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1781 [D loss: 0.690177, acc.: 50.00%, KL div.: 0.342003] [G loss: 0.702155, KL div.: 0.702155, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1782 [D loss: 0.681605, acc.: 58.59%, KL div.: 0.335505] [G loss: 0.705170, KL div.: 0.705170, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1783 [D loss: 0.672696, acc.: 65.23%, KL div.: 0.325996] [G loss: 0.708724, KL div.: 0.708724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1784 [D loss: 0.671437, acc.: 63.67%, KL div.: 0.324484] [G loss: 0.713650, KL div.: 0.713650, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1785 [D loss: 0.674592, acc.: 65.62%, KL div.: 0.327242] [G loss: 0.712405, KL div.: 0.712405, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1786 [D loss: 0.674052, acc.: 61.72%, KL div.: 0.318099] [G loss: 0.691363, KL div.: 0.691363, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1787 [D loss: 0.677344, acc.: 58.20%, KL div.: 0.319537] [G loss: 0.686697, KL div.: 0.686697, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1788 [D loss: 0.677482, acc.: 54.69%, KL div.: 0.313060] [G loss: 0.679631, KL div.: 0.679631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1789 [D loss: 0.691254, acc.: 52.34%, KL div.: 0.321581] [G loss: 0.668907, KL div.: 0.668907, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1790 [D loss: 0.690673, acc.: 50.39%, KL div.: 0.313080] [G loss: 0.651165, KL div.: 0.651165, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1791 [D loss: 0.709893, acc.: 42.97%, KL div.: 0.319684] [G loss: 0.638007, KL div.: 0.638007, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1792 [D loss: 0.713105, acc.: 43.75%, KL div.: 0.317854] [G loss: 0.639702, KL div.: 0.639702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1793 [D loss: 0.716493, acc.: 42.19%, KL div.: 0.322209] [G loss: 0.641721, KL div.: 0.641721, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1794 [D loss: 0.708485, acc.: 43.36%, KL div.: 0.329894] [G loss: 0.667948, KL div.: 0.667948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1795 [D loss: 0.706758, acc.: 42.19%, KL div.: 0.346040] [G loss: 0.706803, KL div.: 0.706803, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1796 [D loss: 0.701668, acc.: 44.92%, KL div.: 0.355050] [G loss: 0.752122, KL div.: 0.752122, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1797 [D loss: 0.691313, acc.: 52.73%, KL div.: 0.357482] [G loss: 0.773037, KL div.: 0.773037, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1798 [D loss: 0.678069, acc.: 58.59%, KL div.: 0.359511] [G loss: 0.785671, KL div.: 0.785671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1799 [D loss: 0.680693, acc.: 57.42%, KL div.: 0.366428] [G loss: 0.798854, KL div.: 0.798854, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 0s 28ms/step
1800 [D loss: 0.676030, acc.: 55.08%, KL div.: 0.366225] [G loss: 0.808308, KL div.: 0.808308, FID: 80.168383]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 62ms/step
1801 [D loss: 0.679042, acc.: 58.98%, KL div.: 0.368678] [G loss: 0.796645, KL div.: 0.796645, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1802 [D loss: 0.682891, acc.: 57.03%, KL div.: 0.365796] [G loss: 0.769756, KL div.: 0.769756, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1803 [D loss: 0.693551, acc.: 51.17%, KL div.: 0.371052] [G loss: 0.764737, KL div.: 0.764737, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1804 [D loss: 0.693995, acc.: 53.91%, KL div.: 0.370333] [G loss: 0.757606, KL div.: 0.757606, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1805 [D loss: 0.696443, acc.: 50.39%, KL div.: 0.362284] [G loss: 0.742527, KL div.: 0.742527, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1806 [D loss: 0.692207, acc.: 51.95%, KL div.: 0.363002] [G loss: 0.746502, KL div.: 0.746502, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1807 [D loss: 0.694117, acc.: 53.52%, KL div.: 0.361759] [G loss: 0.732125, KL div.: 0.732125, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1808 [D loss: 0.699451, acc.: 52.34%, KL div.: 0.357988] [G loss: 0.721574, KL div.: 0.721574, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1809 [D loss: 0.694035, acc.: 54.69%, KL div.: 0.352065] [G loss: 0.713356, KL div.: 0.713356, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1810 [D loss: 0.695545, acc.: 51.56%, KL div.: 0.352932] [G loss: 0.712732, KL div.: 0.712732, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1811 [D loss: 0.689340, acc.: 53.91%, KL div.: 0.342485] [G loss: 0.708047, KL div.: 0.708047, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1812 [D loss: 0.690396, acc.: 53.91%, KL div.: 0.344051] [G loss: 0.705188, KL div.: 0.705188, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1813 [D loss: 0.688106, acc.: 56.25%, KL div.: 0.341034] [G loss: 0.705619, KL div.: 0.705619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1814 [D loss: 0.683792, acc.: 55.08%, KL div.: 0.337693] [G loss: 0.706956, KL div.: 0.706956, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1815 [D loss: 0.677827, acc.: 60.16%, KL div.: 0.329902] [G loss: 0.710491, KL div.: 0.710491, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1816 [D loss: 0.687718, acc.: 57.81%, KL div.: 0.334481] [G loss: 0.695460, KL div.: 0.695460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1817 [D loss: 0.678742, acc.: 59.38%, KL div.: 0.325743] [G loss: 0.689444, KL div.: 0.689444, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1818 [D loss: 0.684932, acc.: 52.73%, KL div.: 0.325878] [G loss: 0.686316, KL div.: 0.686316, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1819 [D loss: 0.685301, acc.: 56.64%, KL div.: 0.324232] [G loss: 0.682694, KL div.: 0.682694, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1820 [D loss: 0.689819, acc.: 51.95%, KL div.: 0.327441] [G loss: 0.675364, KL div.: 0.675364, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1821 [D loss: 0.690713, acc.: 53.12%, KL div.: 0.323156] [G loss: 0.676950, KL div.: 0.676950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1822 [D loss: 0.704105, acc.: 46.48%, KL div.: 0.329999] [G loss: 0.669205, KL div.: 0.669205, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1823 [D loss: 0.703667, acc.: 44.53%, KL div.: 0.330178] [G loss: 0.678448, KL div.: 0.678448, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1824 [D loss: 0.695753, acc.: 49.22%, KL div.: 0.332866] [G loss: 0.689371, KL div.: 0.689371, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1825 [D loss: 0.703408, acc.: 43.75%, KL div.: 0.345514] [G loss: 0.697085, KL div.: 0.697085, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1826 [D loss: 0.697666, acc.: 47.27%, KL div.: 0.347841] [G loss: 0.719325, KL div.: 0.719325, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
1827 [D loss: 0.691829, acc.: 52.73%, KL div.: 0.347028] [G loss: 0.730885, KL div.: 0.730885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1828 [D loss: 0.683415, acc.: 58.20%, KL div.: 0.350629] [G loss: 0.751117, KL div.: 0.751117, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1829 [D loss: 0.689258, acc.: 51.56%, KL div.: 0.356485] [G loss: 0.760308, KL div.: 0.760308, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1830 [D loss: 0.684863, acc.: 52.73%, KL div.: 0.360249] [G loss: 0.764213, KL div.: 0.764213, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1831 [D loss: 0.682858, acc.: 57.42%, KL div.: 0.364028] [G loss: 0.772784, KL div.: 0.772784, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1832 [D loss: 0.688095, acc.: 51.56%, KL div.: 0.362885] [G loss: 0.768539, KL div.: 0.768539, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1833 [D loss: 0.691248, acc.: 51.56%, KL div.: 0.367282] [G loss: 0.758644, KL div.: 0.758644, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1834 [D loss: 0.689347, acc.: 57.81%, KL div.: 0.360265] [G loss: 0.743434, KL div.: 0.743434, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1835 [D loss: 0.685412, acc.: 54.30%, KL div.: 0.353401] [G loss: 0.740165, KL div.: 0.740165, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1836 [D loss: 0.695999, acc.: 52.34%, KL div.: 0.359641] [G loss: 0.722580, KL div.: 0.722580, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1837 [D loss: 0.690722, acc.: 52.34%, KL div.: 0.355767] [G loss: 0.722763, KL div.: 0.722763, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1838 [D loss: 0.697253, acc.: 50.39%, KL div.: 0.357545] [G loss: 0.711958, KL div.: 0.711958, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1839 [D loss: 0.698957, acc.: 47.27%, KL div.: 0.357732] [G loss: 0.718411, KL div.: 0.718411, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1840 [D loss: 0.695194, acc.: 47.66%, KL div.: 0.350543] [G loss: 0.712304, KL div.: 0.712304, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1841 [D loss: 0.692823, acc.: 54.30%, KL div.: 0.346903] [G loss: 0.713284, KL div.: 0.713284, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1842 [D loss: 0.686657, acc.: 57.03%, KL div.: 0.342366] [G loss: 0.707125, KL div.: 0.707125, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1843 [D loss: 0.685317, acc.: 56.64%, KL div.: 0.337085] [G loss: 0.702012, KL div.: 0.702012, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1844 [D loss: 0.689734, acc.: 57.03%, KL div.: 0.340553] [G loss: 0.705790, KL div.: 0.705790, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1845 [D loss: 0.680328, acc.: 59.77%, KL div.: 0.332005] [G loss: 0.697523, KL div.: 0.697523, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1846 [D loss: 0.680375, acc.: 60.55%, KL div.: 0.329356] [G loss: 0.694624, KL div.: 0.694624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1847 [D loss: 0.685283, acc.: 53.52%, KL div.: 0.330246] [G loss: 0.694462, KL div.: 0.694462, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1848 [D loss: 0.684250, acc.: 58.20%, KL div.: 0.331227] [G loss: 0.691090, KL div.: 0.691090, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1849 [D loss: 0.689219, acc.: 54.69%, KL div.: 0.330632] [G loss: 0.690665, KL div.: 0.690665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1850 [D loss: 0.692663, acc.: 52.34%, KL div.: 0.330983] [G loss: 0.692665, KL div.: 0.692665, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1851 [D loss: 0.693882, acc.: 51.17%, KL div.: 0.332648] [G loss: 0.687885, KL div.: 0.687885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1852 [D loss: 0.697777, acc.: 45.70%, KL div.: 0.335578] [G loss: 0.684820, KL div.: 0.684820, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1853 [D loss: 0.692079, acc.: 54.69%, KL div.: 0.331985] [G loss: 0.695683, KL div.: 0.695683, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1854 [D loss: 0.703998, acc.: 43.36%, KL div.: 0.342682] [G loss: 0.693983, KL div.: 0.693983, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1855 [D loss: 0.695773, acc.: 50.39%, KL div.: 0.341268] [G loss: 0.708987, KL div.: 0.708987, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1856 [D loss: 0.684859, acc.: 55.08%, KL div.: 0.338913] [G loss: 0.713359, KL div.: 0.713359, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1857 [D loss: 0.695885, acc.: 52.34%, KL div.: 0.349717] [G loss: 0.715408, KL div.: 0.715408, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1858 [D loss: 0.695627, acc.: 47.66%, KL div.: 0.351464] [G loss: 0.728649, KL div.: 0.728649, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1859 [D loss: 0.695056, acc.: 49.61%, KL div.: 0.353472] [G loss: 0.730754, KL div.: 0.730754, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1860 [D loss: 0.682623, acc.: 57.42%, KL div.: 0.348684] [G loss: 0.745722, KL div.: 0.745722, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1861 [D loss: 0.687227, acc.: 51.17%, KL div.: 0.356053] [G loss: 0.749708, KL div.: 0.749708, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1862 [D loss: 0.691555, acc.: 52.73%, KL div.: 0.361343] [G loss: 0.749585, KL div.: 0.749585, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1863 [D loss: 0.687702, acc.: 57.81%, KL div.: 0.357445] [G loss: 0.743769, KL div.: 0.743769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1864 [D loss: 0.695192, acc.: 46.48%, KL div.: 0.363528] [G loss: 0.754939, KL div.: 0.754939, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1865 [D loss: 0.693377, acc.: 50.78%, KL div.: 0.362481] [G loss: 0.741235, KL div.: 0.741235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1866 [D loss: 0.687705, acc.: 57.42%, KL div.: 0.357877] [G loss: 0.742197, KL div.: 0.742197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1867 [D loss: 0.690057, acc.: 54.69%, KL div.: 0.354076] [G loss: 0.728145, KL div.: 0.728145, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1868 [D loss: 0.690183, acc.: 56.25%, KL div.: 0.356059] [G loss: 0.729542, KL div.: 0.729542, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1869 [D loss: 0.690618, acc.: 54.30%, KL div.: 0.354376] [G loss: 0.727251, KL div.: 0.727251, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1870 [D loss: 0.691236, acc.: 51.56%, KL div.: 0.352398] [G loss: 0.724650, KL div.: 0.724650, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1871 [D loss: 0.700418, acc.: 46.09%, KL div.: 0.355029] [G loss: 0.717949, KL div.: 0.717949, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1872 [D loss: 0.692158, acc.: 52.34%, KL div.: 0.349665] [G loss: 0.713699, KL div.: 0.713699, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1873 [D loss: 0.698360, acc.: 46.88%, KL div.: 0.350502] [G loss: 0.709484, KL div.: 0.709484, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1874 [D loss: 0.686767, acc.: 58.20%, KL div.: 0.342891] [G loss: 0.704770, KL div.: 0.704770, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1875 [D loss: 0.686403, acc.: 55.86%, KL div.: 0.342391] [G loss: 0.715223, KL div.: 0.715223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1876 [D loss: 0.689277, acc.: 54.69%, KL div.: 0.340204] [G loss: 0.696640, KL div.: 0.696640, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1877 [D loss: 0.683617, acc.: 58.59%, KL div.: 0.337051] [G loss: 0.708043, KL div.: 0.708043, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1878 [D loss: 0.684728, acc.: 56.25%, KL div.: 0.331695] [G loss: 0.701589, KL div.: 0.701589, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1879 [D loss: 0.685756, acc.: 57.42%, KL div.: 0.332354] [G loss: 0.704820, KL div.: 0.704820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1880 [D loss: 0.680123, acc.: 58.98%, KL div.: 0.329503] [G loss: 0.701477, KL div.: 0.701477, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1881 [D loss: 0.683077, acc.: 56.64%, KL div.: 0.327921] [G loss: 0.688602, KL div.: 0.688602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1882 [D loss: 0.694544, acc.: 47.27%, KL div.: 0.334453] [G loss: 0.694064, KL div.: 0.694064, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1883 [D loss: 0.685581, acc.: 55.86%, KL div.: 0.332568] [G loss: 0.692391, KL div.: 0.692391, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1884 [D loss: 0.697084, acc.: 51.17%, KL div.: 0.336354] [G loss: 0.687400, KL div.: 0.687400, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1885 [D loss: 0.693675, acc.: 49.61%, KL div.: 0.336379] [G loss: 0.690236, KL div.: 0.690236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1886 [D loss: 0.694705, acc.: 50.00%, KL div.: 0.337198] [G loss: 0.694816, KL div.: 0.694816, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1887 [D loss: 0.698844, acc.: 49.61%, KL div.: 0.336382] [G loss: 0.690725, KL div.: 0.690725, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1888 [D loss: 0.693755, acc.: 52.73%, KL div.: 0.342186] [G loss: 0.706413, KL div.: 0.706413, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1889 [D loss: 0.697067, acc.: 46.48%, KL div.: 0.347184] [G loss: 0.717187, KL div.: 0.717187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1890 [D loss: 0.691113, acc.: 48.83%, KL div.: 0.345349] [G loss: 0.726825, KL div.: 0.726825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1891 [D loss: 0.690851, acc.: 48.44%, KL div.: 0.350140] [G loss: 0.735211, KL div.: 0.735211, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1892 [D loss: 0.688805, acc.: 51.95%, KL div.: 0.353313] [G loss: 0.743178, KL div.: 0.743178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1893 [D loss: 0.687255, acc.: 54.69%, KL div.: 0.356594] [G loss: 0.758643, KL div.: 0.758643, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1894 [D loss: 0.686332, acc.: 54.30%, KL div.: 0.359844] [G loss: 0.755120, KL div.: 0.755120, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1895 [D loss: 0.681882, acc.: 58.98%, KL div.: 0.356260] [G loss: 0.762135, KL div.: 0.762135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1896 [D loss: 0.693761, acc.: 51.95%, KL div.: 0.364631] [G loss: 0.749721, KL div.: 0.749721, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1897 [D loss: 0.688862, acc.: 53.91%, KL div.: 0.360361] [G loss: 0.751612, KL div.: 0.751612, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1898 [D loss: 0.689622, acc.: 54.69%, KL div.: 0.357896] [G loss: 0.746066, KL div.: 0.746066, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1899 [D loss: 0.694107, acc.: 53.12%, KL div.: 0.356446] [G loss: 0.732689, KL div.: 0.732689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 55ms/step
4/4 [==============================] - 0s 35ms/step
1900 [D loss: 0.695025, acc.: 51.95%, KL div.: 0.358517] [G loss: 0.724762, KL div.: 0.724762, FID: 69.653813]
1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 68ms/step
1901 [D loss: 0.693871, acc.: 52.34%, KL div.: 0.355610] [G loss: 0.720273, KL div.: 0.720273, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1902 [D loss: 0.694055, acc.: 51.17%, KL div.: 0.350426] [G loss: 0.718397, KL div.: 0.718397, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1903 [D loss: 0.704935, acc.: 40.62%, KL div.: 0.358619] [G loss: 0.711003, KL div.: 0.711002, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1904 [D loss: 0.702343, acc.: 44.14%, KL div.: 0.354254] [G loss: 0.707844, KL div.: 0.707844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1905 [D loss: 0.698093, acc.: 45.70%, KL div.: 0.347645] [G loss: 0.710001, KL div.: 0.710001, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1906 [D loss: 0.692726, acc.: 51.17%, KL div.: 0.345936] [G loss: 0.708491, KL div.: 0.708491, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1907 [D loss: 0.686509, acc.: 55.08%, KL div.: 0.339566] [G loss: 0.704621, KL div.: 0.704621, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1908 [D loss: 0.685671, acc.: 55.86%, KL div.: 0.338087] [G loss: 0.708406, KL div.: 0.708406, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1909 [D loss: 0.676656, acc.: 65.62%, KL div.: 0.331271] [G loss: 0.700397, KL div.: 0.700397, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1910 [D loss: 0.681163, acc.: 58.20%, KL div.: 0.330204] [G loss: 0.708292, KL div.: 0.708292, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1911 [D loss: 0.671347, acc.: 64.06%, KL div.: 0.323471] [G loss: 0.699957, KL div.: 0.699957, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1912 [D loss: 0.678535, acc.: 60.16%, KL div.: 0.326514] [G loss: 0.692510, KL div.: 0.692510, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1913 [D loss: 0.685939, acc.: 51.17%, KL div.: 0.328021] [G loss: 0.691138, KL div.: 0.691138, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1914 [D loss: 0.676310, acc.: 57.81%, KL div.: 0.318509] [G loss: 0.688241, KL div.: 0.688241, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1915 [D loss: 0.685574, acc.: 57.81%, KL div.: 0.319966] [G loss: 0.675524, KL div.: 0.675524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1916 [D loss: 0.687626, acc.: 50.39%, KL div.: 0.319114] [G loss: 0.667050, KL div.: 0.667050, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1917 [D loss: 0.695380, acc.: 48.05%, KL div.: 0.318732] [G loss: 0.661461, KL div.: 0.661461, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1918 [D loss: 0.708603, acc.: 45.70%, KL div.: 0.317184] [G loss: 0.646705, KL div.: 0.646705, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1919 [D loss: 0.718599, acc.: 40.23%, KL div.: 0.329527] [G loss: 0.646720, KL div.: 0.646720, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1920 [D loss: 0.710714, acc.: 42.58%, KL div.: 0.331291] [G loss: 0.665339, KL div.: 0.665339, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1921 [D loss: 0.713092, acc.: 38.28%, KL div.: 0.337444] [G loss: 0.679941, KL div.: 0.679941, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1922 [D loss: 0.701280, acc.: 45.31%, KL div.: 0.341805] [G loss: 0.712845, KL div.: 0.712845, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1923 [D loss: 0.690413, acc.: 55.08%, KL div.: 0.350335] [G loss: 0.738949, KL div.: 0.738948, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1924 [D loss: 0.688082, acc.: 53.52%, KL div.: 0.358479] [G loss: 0.778821, KL div.: 0.778821, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1925 [D loss: 0.675035, acc.: 55.47%, KL div.: 0.359286] [G loss: 0.803095, KL div.: 0.803095, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1926 [D loss: 0.671419, acc.: 57.42%, KL div.: 0.362127] [G loss: 0.803266, KL div.: 0.803266, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1927 [D loss: 0.673979, acc.: 56.25%, KL div.: 0.364247] [G loss: 0.806403, KL div.: 0.806403, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1928 [D loss: 0.677332, acc.: 60.55%, KL div.: 0.367282] [G loss: 0.799404, KL div.: 0.799404, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1929 [D loss: 0.683146, acc.: 56.64%, KL div.: 0.371119] [G loss: 0.789384, KL div.: 0.789384, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1930 [D loss: 0.689243, acc.: 52.73%, KL div.: 0.364306] [G loss: 0.762742, KL div.: 0.762742, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1931 [D loss: 0.695035, acc.: 52.34%, KL div.: 0.367706] [G loss: 0.745643, KL div.: 0.745643, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1932 [D loss: 0.697580, acc.: 52.34%, KL div.: 0.360677] [G loss: 0.721480, KL div.: 0.721480, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1933 [D loss: 0.703178, acc.: 46.09%, KL div.: 0.361409] [G loss: 0.715925, KL div.: 0.715925, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1934 [D loss: 0.707496, acc.: 44.53%, KL div.: 0.360901] [G loss: 0.705943, KL div.: 0.705943, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1935 [D loss: 0.706679, acc.: 41.02%, KL div.: 0.356270] [G loss: 0.701793, KL div.: 0.701793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1936 [D loss: 0.701304, acc.: 45.70%, KL div.: 0.351038] [G loss: 0.693507, KL div.: 0.693507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1937 [D loss: 0.706604, acc.: 39.45%, KL div.: 0.348928] [G loss: 0.688480, KL div.: 0.688480, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1938 [D loss: 0.696928, acc.: 48.05%, KL div.: 0.346277] [G loss: 0.693583, KL div.: 0.693583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1939 [D loss: 0.698655, acc.: 42.97%, KL div.: 0.342829] [G loss: 0.691346, KL div.: 0.691346, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1940 [D loss: 0.682802, acc.: 57.81%, KL div.: 0.332262] [G loss: 0.703045, KL div.: 0.703045, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1941 [D loss: 0.687658, acc.: 57.03%, KL div.: 0.335196] [G loss: 0.698386, KL div.: 0.698386, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1942 [D loss: 0.677385, acc.: 64.06%, KL div.: 0.326675] [G loss: 0.702966, KL div.: 0.702966, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1943 [D loss: 0.669250, acc.: 65.23%, KL div.: 0.322657] [G loss: 0.704379, KL div.: 0.704379, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1944 [D loss: 0.667172, acc.: 65.23%, KL div.: 0.318291] [G loss: 0.702555, KL div.: 0.702555, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1945 [D loss: 0.664455, acc.: 67.19%, KL div.: 0.311746] [G loss: 0.691527, KL div.: 0.691527, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1946 [D loss: 0.675482, acc.: 58.59%, KL div.: 0.316079] [G loss: 0.686479, KL div.: 0.686479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1947 [D loss: 0.675187, acc.: 55.47%, KL div.: 0.311819] [G loss: 0.676858, KL div.: 0.676858, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1948 [D loss: 0.681244, acc.: 54.69%, KL div.: 0.305984] [G loss: 0.651516, KL div.: 0.651516, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1949 [D loss: 0.703132, acc.: 45.31%, KL div.: 0.310834] [G loss: 0.635563, KL div.: 0.635563, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1950 [D loss: 0.715343, acc.: 46.48%, KL div.: 0.312901] [G loss: 0.624332, KL div.: 0.624332, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1951 [D loss: 0.718390, acc.: 42.19%, KL div.: 0.312347] [G loss: 0.618655, KL div.: 0.618655, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1952 [D loss: 0.721993, acc.: 40.23%, KL div.: 0.327897] [G loss: 0.630615, KL div.: 0.630615, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1953 [D loss: 0.717681, acc.: 39.06%, KL div.: 0.332457] [G loss: 0.657629, KL div.: 0.657629, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1954 [D loss: 0.710466, acc.: 40.23%, KL div.: 0.335594] [G loss: 0.690836, KL div.: 0.690836, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1955 [D loss: 0.696930, acc.: 48.44%, KL div.: 0.345237] [G loss: 0.730374, KL div.: 0.730374, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1956 [D loss: 0.688862, acc.: 49.61%, KL div.: 0.351240] [G loss: 0.756373, KL div.: 0.756373, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1957 [D loss: 0.687643, acc.: 51.95%, KL div.: 0.361588] [G loss: 0.785104, KL div.: 0.785104, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1958 [D loss: 0.672598, acc.: 56.25%, KL div.: 0.364077] [G loss: 0.815474, KL div.: 0.815474, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1959 [D loss: 0.679839, acc.: 58.20%, KL div.: 0.366877] [G loss: 0.800290, KL div.: 0.800290, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1960 [D loss: 0.677293, acc.: 56.25%, KL div.: 0.368484] [G loss: 0.806724, KL div.: 0.806724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1961 [D loss: 0.680734, acc.: 57.81%, KL div.: 0.366134] [G loss: 0.789691, KL div.: 0.789691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1962 [D loss: 0.681431, acc.: 58.98%, KL div.: 0.366292] [G loss: 0.779355, KL div.: 0.779355, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1963 [D loss: 0.699075, acc.: 46.48%, KL div.: 0.370718] [G loss: 0.751691, KL div.: 0.751691, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1964 [D loss: 0.696233, acc.: 50.00%, KL div.: 0.364231] [G loss: 0.744030, KL div.: 0.744030, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1965 [D loss: 0.703023, acc.: 47.66%, KL div.: 0.368905] [G loss: 0.729685, KL div.: 0.729685, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1966 [D loss: 0.703645, acc.: 44.14%, KL div.: 0.361761] [G loss: 0.717701, KL div.: 0.717701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1967 [D loss: 0.700484, acc.: 45.70%, KL div.: 0.354220] [G loss: 0.707703, KL div.: 0.707703, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1968 [D loss: 0.700505, acc.: 46.88%, KL div.: 0.352803] [G loss: 0.702361, KL div.: 0.702361, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1969 [D loss: 0.703007, acc.: 44.14%, KL div.: 0.349833] [G loss: 0.700544, KL div.: 0.700544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1970 [D loss: 0.698968, acc.: 43.36%, KL div.: 0.347378] [G loss: 0.692103, KL div.: 0.692103, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1971 [D loss: 0.696865, acc.: 46.88%, KL div.: 0.344849] [G loss: 0.696658, KL div.: 0.696658, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1972 [D loss: 0.689683, acc.: 53.12%, KL div.: 0.339935] [G loss: 0.698594, KL div.: 0.698594, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1973 [D loss: 0.691717, acc.: 51.56%, KL div.: 0.339335] [G loss: 0.695883, KL div.: 0.695883, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1974 [D loss: 0.676326, acc.: 62.11%, KL div.: 0.324469] [G loss: 0.696575, KL div.: 0.696575, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1975 [D loss: 0.679646, acc.: 59.77%, KL div.: 0.328733] [G loss: 0.704822, KL div.: 0.704822, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1976 [D loss: 0.678840, acc.: 59.38%, KL div.: 0.323795] [G loss: 0.694372, KL div.: 0.694372, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1977 [D loss: 0.674237, acc.: 61.33%, KL div.: 0.321027] [G loss: 0.692287, KL div.: 0.692287, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1978 [D loss: 0.679256, acc.: 58.59%, KL div.: 0.320735] [G loss: 0.683421, KL div.: 0.683421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1979 [D loss: 0.679732, acc.: 55.86%, KL div.: 0.315759] [G loss: 0.678928, KL div.: 0.678928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1980 [D loss: 0.684188, acc.: 56.64%, KL div.: 0.315364] [G loss: 0.662795, KL div.: 0.662795, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1981 [D loss: 0.694262, acc.: 52.73%, KL div.: 0.312204] [G loss: 0.649819, KL div.: 0.649819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1982 [D loss: 0.704572, acc.: 48.05%, KL div.: 0.319122] [G loss: 0.651989, KL div.: 0.651989, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1983 [D loss: 0.710512, acc.: 44.14%, KL div.: 0.320401] [G loss: 0.642923, KL div.: 0.642923, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1984 [D loss: 0.713283, acc.: 39.45%, KL div.: 0.327288] [G loss: 0.644508, KL div.: 0.644508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1985 [D loss: 0.713589, acc.: 43.75%, KL div.: 0.327962] [G loss: 0.661898, KL div.: 0.661898, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1986 [D loss: 0.710606, acc.: 40.23%, KL div.: 0.338751] [G loss: 0.683098, KL div.: 0.683098, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1987 [D loss: 0.701691, acc.: 44.14%, KL div.: 0.345405] [G loss: 0.709341, KL div.: 0.709341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1988 [D loss: 0.699160, acc.: 43.75%, KL div.: 0.349563] [G loss: 0.728137, KL div.: 0.728137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1989 [D loss: 0.685758, acc.: 53.91%, KL div.: 0.353785] [G loss: 0.754931, KL div.: 0.754931, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1990 [D loss: 0.688934, acc.: 55.86%, KL div.: 0.360160] [G loss: 0.779835, KL div.: 0.779835, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1991 [D loss: 0.682397, acc.: 53.91%, KL div.: 0.364313] [G loss: 0.786185, KL div.: 0.786185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1992 [D loss: 0.675194, acc.: 58.98%, KL div.: 0.359588] [G loss: 0.784383, KL div.: 0.784383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1993 [D loss: 0.680251, acc.: 54.30%, KL div.: 0.363964] [G loss: 0.783548, KL div.: 0.783548, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1994 [D loss: 0.689482, acc.: 54.69%, KL div.: 0.368020] [G loss: 0.776485, KL div.: 0.776485, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1995 [D loss: 0.683559, acc.: 56.64%, KL div.: 0.361126] [G loss: 0.770384, KL div.: 0.770384, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1996 [D loss: 0.691134, acc.: 49.61%, KL div.: 0.365792] [G loss: 0.758808, KL div.: 0.758808, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1997 [D loss: 0.691986, acc.: 52.73%, KL div.: 0.365532] [G loss: 0.748560, KL div.: 0.748560, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1998 [D loss: 0.696931, acc.: 49.22%, KL div.: 0.365834] [G loss: 0.749403, KL div.: 0.749403, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1999 [D loss: 0.693274, acc.: 54.69%, KL div.: 0.357930] [G loss: 0.732613, KL div.: 0.732613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 0s 23ms/step
2000 [D loss: 0.700830, acc.: 45.70%, KL div.: 0.359379] [G loss: 0.721917, KL div.: 0.721917, FID: 65.778834]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 73ms/step
2001 [D loss: 0.704430, acc.: 45.31%, KL div.: 0.359090] [G loss: 0.710025, KL div.: 0.710025, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2002 [D loss: 0.696395, acc.: 51.17%, KL div.: 0.351028] [G loss: 0.713149, KL div.: 0.713149, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2003 [D loss: 0.703530, acc.: 40.23%, KL div.: 0.354701] [G loss: 0.702147, KL div.: 0.702147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2004 [D loss: 0.694197, acc.: 51.17%, KL div.: 0.343040] [G loss: 0.703840, KL div.: 0.703840, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2005 [D loss: 0.691953, acc.: 50.00%, KL div.: 0.340675] [G loss: 0.701898, KL div.: 0.701898, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2006 [D loss: 0.689629, acc.: 52.73%, KL div.: 0.337953] [G loss: 0.702937, KL div.: 0.702937, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2007 [D loss: 0.682180, acc.: 55.08%, KL div.: 0.331615] [G loss: 0.703175, KL div.: 0.703175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2008 [D loss: 0.674581, acc.: 61.72%, KL div.: 0.326482] [G loss: 0.707035, KL div.: 0.707035, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2009 [D loss: 0.675149, acc.: 63.67%, KL div.: 0.322166] [G loss: 0.703308, KL div.: 0.703308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2010 [D loss: 0.671857, acc.: 62.89%, KL div.: 0.321883] [G loss: 0.702684, KL div.: 0.702684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2011 [D loss: 0.679158, acc.: 57.42%, KL div.: 0.321187] [G loss: 0.692097, KL div.: 0.692097, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2012 [D loss: 0.681356, acc.: 57.03%, KL div.: 0.321248] [G loss: 0.688149, KL div.: 0.688149, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2013 [D loss: 0.689287, acc.: 54.69%, KL div.: 0.317920] [G loss: 0.671729, KL div.: 0.671729, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2014 [D loss: 0.688779, acc.: 51.95%, KL div.: 0.314566] [G loss: 0.655169, KL div.: 0.655169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2015 [D loss: 0.701135, acc.: 48.44%, KL div.: 0.322229] [G loss: 0.661921, KL div.: 0.661921, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2016 [D loss: 0.711697, acc.: 42.97%, KL div.: 0.324958] [G loss: 0.650187, KL div.: 0.650187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2017 [D loss: 0.713269, acc.: 43.75%, KL div.: 0.327694] [G loss: 0.653083, KL div.: 0.653083, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2018 [D loss: 0.704836, acc.: 47.27%, KL div.: 0.327993] [G loss: 0.673832, KL div.: 0.673832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2019 [D loss: 0.704951, acc.: 43.75%, KL div.: 0.336646] [G loss: 0.694734, KL div.: 0.694734, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2020 [D loss: 0.698364, acc.: 44.53%, KL div.: 0.346185] [G loss: 0.724897, KL div.: 0.724897, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2021 [D loss: 0.694850, acc.: 46.88%, KL div.: 0.351963] [G loss: 0.740662, KL div.: 0.740662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2022 [D loss: 0.690141, acc.: 53.91%, KL div.: 0.354445] [G loss: 0.761611, KL div.: 0.761611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2023 [D loss: 0.686291, acc.: 55.08%, KL div.: 0.360932] [G loss: 0.769747, KL div.: 0.769747, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2024 [D loss: 0.681578, acc.: 53.91%, KL div.: 0.361484] [G loss: 0.780572, KL div.: 0.780572, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2025 [D loss: 0.686149, acc.: 54.30%, KL div.: 0.363444] [G loss: 0.771682, KL div.: 0.771682, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2026 [D loss: 0.679989, acc.: 59.38%, KL div.: 0.364395] [G loss: 0.778899, KL div.: 0.778899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2027 [D loss: 0.684461, acc.: 53.52%, KL div.: 0.365435] [G loss: 0.764534, KL div.: 0.764534, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2028 [D loss: 0.684971, acc.: 57.03%, KL div.: 0.362756] [G loss: 0.769476, KL div.: 0.769476, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2029 [D loss: 0.690372, acc.: 55.08%, KL div.: 0.363156] [G loss: 0.750264, KL div.: 0.750264, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2030 [D loss: 0.686701, acc.: 58.20%, KL div.: 0.357731] [G loss: 0.747253, KL div.: 0.747253, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2031 [D loss: 0.698150, acc.: 48.83%, KL div.: 0.360572] [G loss: 0.730397, KL div.: 0.730397, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2032 [D loss: 0.695487, acc.: 51.56%, KL div.: 0.359834] [G loss: 0.725992, KL div.: 0.725992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2033 [D loss: 0.692412, acc.: 50.78%, KL div.: 0.354962] [G loss: 0.723022, KL div.: 0.723022, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2034 [D loss: 0.688461, acc.: 55.86%, KL div.: 0.346208] [G loss: 0.721318, KL div.: 0.721318, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2035 [D loss: 0.693278, acc.: 54.69%, KL div.: 0.348248] [G loss: 0.708359, KL div.: 0.708359, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2036 [D loss: 0.695253, acc.: 48.44%, KL div.: 0.350142] [G loss: 0.708528, KL div.: 0.708528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2037 [D loss: 0.684463, acc.: 57.81%, KL div.: 0.340955] [G loss: 0.709965, KL div.: 0.709965, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2038 [D loss: 0.690223, acc.: 52.73%, KL div.: 0.339629] [G loss: 0.699052, KL div.: 0.699052, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2039 [D loss: 0.680329, acc.: 60.94%, KL div.: 0.333850] [G loss: 0.702152, KL div.: 0.702152, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2040 [D loss: 0.674704, acc.: 62.11%, KL div.: 0.326696] [G loss: 0.696677, KL div.: 0.696678, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2041 [D loss: 0.674609, acc.: 63.67%, KL div.: 0.328589] [G loss: 0.701337, KL div.: 0.701337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2042 [D loss: 0.674838, acc.: 65.23%, KL div.: 0.327447] [G loss: 0.705439, KL div.: 0.705439, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2043 [D loss: 0.679826, acc.: 59.38%, KL div.: 0.326348] [G loss: 0.697452, KL div.: 0.697452, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2044 [D loss: 0.679935, acc.: 60.55%, KL div.: 0.325256] [G loss: 0.692804, KL div.: 0.692804, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2045 [D loss: 0.682882, acc.: 54.69%, KL div.: 0.318779] [G loss: 0.675700, KL div.: 0.675700, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2046 [D loss: 0.684995, acc.: 53.12%, KL div.: 0.321405] [G loss: 0.676545, KL div.: 0.676545, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2047 [D loss: 0.689927, acc.: 53.52%, KL div.: 0.324636] [G loss: 0.676344, KL div.: 0.676344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2048 [D loss: 0.690125, acc.: 52.34%, KL div.: 0.319059] [G loss: 0.676257, KL div.: 0.676257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2049 [D loss: 0.699624, acc.: 50.00%, KL div.: 0.328987] [G loss: 0.675887, KL div.: 0.675887, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2050 [D loss: 0.696264, acc.: 50.00%, KL div.: 0.331147] [G loss: 0.679405, KL div.: 0.679405, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2051 [D loss: 0.707030, acc.: 40.23%, KL div.: 0.338040] [G loss: 0.682378, KL div.: 0.682378, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2052 [D loss: 0.699542, acc.: 47.27%, KL div.: 0.341225] [G loss: 0.696913, KL div.: 0.696913, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2053 [D loss: 0.694782, acc.: 48.05%, KL div.: 0.339940] [G loss: 0.710616, KL div.: 0.710616, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2054 [D loss: 0.690723, acc.: 54.69%, KL div.: 0.344888] [G loss: 0.724922, KL div.: 0.724922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2055 [D loss: 0.689151, acc.: 53.52%, KL div.: 0.352037] [G loss: 0.739461, KL div.: 0.739461, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2056 [D loss: 0.689144, acc.: 55.47%, KL div.: 0.352319] [G loss: 0.740851, KL div.: 0.740851, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2057 [D loss: 0.679669, acc.: 59.38%, KL div.: 0.354799] [G loss: 0.761876, KL div.: 0.761876, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2058 [D loss: 0.686491, acc.: 53.12%, KL div.: 0.357258] [G loss: 0.761280, KL div.: 0.761280, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2059 [D loss: 0.689654, acc.: 55.86%, KL div.: 0.365627] [G loss: 0.761149, KL div.: 0.761149, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2060 [D loss: 0.687637, acc.: 53.52%, KL div.: 0.363542] [G loss: 0.760030, KL div.: 0.760030, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2061 [D loss: 0.693244, acc.: 53.91%, KL div.: 0.366874] [G loss: 0.748127, KL div.: 0.748127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2062 [D loss: 0.688227, acc.: 56.64%, KL div.: 0.358549] [G loss: 0.752304, KL div.: 0.752304, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2063 [D loss: 0.693966, acc.: 53.52%, KL div.: 0.363867] [G loss: 0.753847, KL div.: 0.753847, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2064 [D loss: 0.692975, acc.: 51.17%, KL div.: 0.359106] [G loss: 0.738584, KL div.: 0.738584, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2065 [D loss: 0.701937, acc.: 49.22%, KL div.: 0.365734] [G loss: 0.730357, KL div.: 0.730357, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2066 [D loss: 0.693214, acc.: 51.17%, KL div.: 0.357999] [G loss: 0.730300, KL div.: 0.730300, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2067 [D loss: 0.696963, acc.: 51.95%, KL div.: 0.357138] [G loss: 0.716124, KL div.: 0.716124, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2068 [D loss: 0.701539, acc.: 44.53%, KL div.: 0.355305] [G loss: 0.716827, KL div.: 0.716827, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2069 [D loss: 0.690486, acc.: 51.56%, KL div.: 0.348972] [G loss: 0.717625, KL div.: 0.717625, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2070 [D loss: 0.693838, acc.: 52.73%, KL div.: 0.347310] [G loss: 0.707164, KL div.: 0.707164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2071 [D loss: 0.691798, acc.: 50.78%, KL div.: 0.346614] [G loss: 0.704935, KL div.: 0.704935, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2072 [D loss: 0.685349, acc.: 55.86%, KL div.: 0.337919] [G loss: 0.704323, KL div.: 0.704323, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2073 [D loss: 0.687903, acc.: 53.91%, KL div.: 0.336285] [G loss: 0.703700, KL div.: 0.703700, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2074 [D loss: 0.688303, acc.: 53.91%, KL div.: 0.337148] [G loss: 0.698814, KL div.: 0.698814, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2075 [D loss: 0.677627, acc.: 60.55%, KL div.: 0.326845] [G loss: 0.694270, KL div.: 0.694270, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2076 [D loss: 0.677369, acc.: 62.11%, KL div.: 0.328193] [G loss: 0.699312, KL div.: 0.699312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2077 [D loss: 0.675421, acc.: 63.28%, KL div.: 0.325374] [G loss: 0.702888, KL div.: 0.702888, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2078 [D loss: 0.674429, acc.: 60.16%, KL div.: 0.320261] [G loss: 0.698713, KL div.: 0.698713, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2079 [D loss: 0.679088, acc.: 60.55%, KL div.: 0.320669] [G loss: 0.686154, KL div.: 0.686154, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2080 [D loss: 0.687124, acc.: 55.86%, KL div.: 0.325558] [G loss: 0.689821, KL div.: 0.689821, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
2081 [D loss: 0.695313, acc.: 50.39%, KL div.: 0.328774] [G loss: 0.671992, KL div.: 0.671992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2082 [D loss: 0.687536, acc.: 56.25%, KL div.: 0.319936] [G loss: 0.670680, KL div.: 0.670680, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2083 [D loss: 0.693873, acc.: 50.00%, KL div.: 0.326585] [G loss: 0.670938, KL div.: 0.670938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2084 [D loss: 0.698864, acc.: 43.75%, KL div.: 0.332356] [G loss: 0.684213, KL div.: 0.684213, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2085 [D loss: 0.698579, acc.: 45.70%, KL div.: 0.331373] [G loss: 0.681941, KL div.: 0.681941, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2086 [D loss: 0.693674, acc.: 51.56%, KL div.: 0.334525] [G loss: 0.691005, KL div.: 0.691005, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2087 [D loss: 0.698530, acc.: 48.44%, KL div.: 0.340084] [G loss: 0.701212, KL div.: 0.701212, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2088 [D loss: 0.697488, acc.: 50.78%, KL div.: 0.343288] [G loss: 0.711847, KL div.: 0.711847, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2089 [D loss: 0.690900, acc.: 53.12%, KL div.: 0.344431] [G loss: 0.718953, KL div.: 0.718953, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2090 [D loss: 0.696394, acc.: 46.48%, KL div.: 0.352294] [G loss: 0.729050, KL div.: 0.729050, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2091 [D loss: 0.686514, acc.: 53.52%, KL div.: 0.350114] [G loss: 0.741285, KL div.: 0.741285, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2092 [D loss: 0.692811, acc.: 53.12%, KL div.: 0.358857] [G loss: 0.750405, KL div.: 0.750405, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2093 [D loss: 0.689441, acc.: 49.61%, KL div.: 0.359531] [G loss: 0.750962, KL div.: 0.750962, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2094 [D loss: 0.688069, acc.: 49.61%, KL div.: 0.361407] [G loss: 0.754274, KL div.: 0.754274, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2095 [D loss: 0.686260, acc.: 51.17%, KL div.: 0.360516] [G loss: 0.766213, KL div.: 0.766213, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2096 [D loss: 0.691128, acc.: 50.78%, KL div.: 0.362211] [G loss: 0.749799, KL div.: 0.749799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2097 [D loss: 0.690821, acc.: 56.25%, KL div.: 0.360720] [G loss: 0.746133, KL div.: 0.746133, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2098 [D loss: 0.696397, acc.: 53.12%, KL div.: 0.362881] [G loss: 0.733987, KL div.: 0.733987, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2099 [D loss: 0.701902, acc.: 44.92%, KL div.: 0.362220] [G loss: 0.722670, KL div.: 0.722670, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 58ms/step
4/4 [==============================] - 0s 32ms/step
2100 [D loss: 0.694335, acc.: 51.56%, KL div.: 0.355846] [G loss: 0.723541, KL div.: 0.723541, FID: 51.860539]
1/1 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 74ms/step
2101 [D loss: 0.699219, acc.: 45.31%, KL div.: 0.353933] [G loss: 0.721605, KL div.: 0.721605, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2102 [D loss: 0.700859, acc.: 46.88%, KL div.: 0.353868] [G loss: 0.711784, KL div.: 0.711784, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2103 [D loss: 0.696357, acc.: 49.61%, KL div.: 0.346540] [G loss: 0.706921, KL div.: 0.706921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2104 [D loss: 0.695878, acc.: 48.83%, KL div.: 0.348897] [G loss: 0.704780, KL div.: 0.704780, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2105 [D loss: 0.693602, acc.: 50.78%, KL div.: 0.347907] [G loss: 0.702408, KL div.: 0.702408, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2106 [D loss: 0.683414, acc.: 60.94%, KL div.: 0.336342] [G loss: 0.710380, KL div.: 0.710380, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2107 [D loss: 0.688633, acc.: 56.25%, KL div.: 0.332967] [G loss: 0.692432, KL div.: 0.692432, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2108 [D loss: 0.684480, acc.: 58.20%, KL div.: 0.332288] [G loss: 0.702846, KL div.: 0.702846, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2109 [D loss: 0.683736, acc.: 56.25%, KL div.: 0.332485] [G loss: 0.696229, KL div.: 0.696229, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2110 [D loss: 0.682335, acc.: 53.52%, KL div.: 0.326111] [G loss: 0.697447, KL div.: 0.697447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2111 [D loss: 0.675949, acc.: 64.45%, KL div.: 0.322443] [G loss: 0.695158, KL div.: 0.695158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2112 [D loss: 0.682777, acc.: 58.98%, KL div.: 0.326317] [G loss: 0.691481, KL div.: 0.691481, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2113 [D loss: 0.679975, acc.: 58.59%, KL div.: 0.324285] [G loss: 0.686366, KL div.: 0.686366, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2114 [D loss: 0.679865, acc.: 59.38%, KL div.: 0.319576] [G loss: 0.686539, KL div.: 0.686539, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2115 [D loss: 0.687512, acc.: 56.25%, KL div.: 0.324240] [G loss: 0.683963, KL div.: 0.683963, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2116 [D loss: 0.684447, acc.: 56.64%, KL div.: 0.318116] [G loss: 0.674944, KL div.: 0.674944, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2117 [D loss: 0.695195, acc.: 50.78%, KL div.: 0.323880] [G loss: 0.668136, KL div.: 0.668136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2118 [D loss: 0.695421, acc.: 50.39%, KL div.: 0.325078] [G loss: 0.666761, KL div.: 0.666761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2119 [D loss: 0.696804, acc.: 48.83%, KL div.: 0.324760] [G loss: 0.662877, KL div.: 0.662877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2120 [D loss: 0.699110, acc.: 48.44%, KL div.: 0.332853] [G loss: 0.674261, KL div.: 0.674261, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2121 [D loss: 0.702127, acc.: 44.14%, KL div.: 0.338465] [G loss: 0.685693, KL div.: 0.685693, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2122 [D loss: 0.701243, acc.: 46.09%, KL div.: 0.341920] [G loss: 0.709178, KL div.: 0.709178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2123 [D loss: 0.702026, acc.: 45.31%, KL div.: 0.353586] [G loss: 0.705326, KL div.: 0.705326, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2124 [D loss: 0.687932, acc.: 53.52%, KL div.: 0.348895] [G loss: 0.731367, KL div.: 0.731367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2125 [D loss: 0.695799, acc.: 46.88%, KL div.: 0.356872] [G loss: 0.746096, KL div.: 0.746096, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2126 [D loss: 0.687184, acc.: 52.73%, KL div.: 0.354675] [G loss: 0.764416, KL div.: 0.764416, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2127 [D loss: 0.681251, acc.: 58.98%, KL div.: 0.359399] [G loss: 0.757766, KL div.: 0.757766, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2128 [D loss: 0.687444, acc.: 54.30%, KL div.: 0.361480] [G loss: 0.750714, KL div.: 0.750714, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2129 [D loss: 0.691496, acc.: 53.12%, KL div.: 0.363700] [G loss: 0.753127, KL div.: 0.753127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2130 [D loss: 0.689899, acc.: 55.47%, KL div.: 0.363326] [G loss: 0.754733, KL div.: 0.754733, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2131 [D loss: 0.693189, acc.: 51.56%, KL div.: 0.362745] [G loss: 0.738657, KL div.: 0.738657, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2132 [D loss: 0.695187, acc.: 53.12%, KL div.: 0.360320] [G loss: 0.742652, KL div.: 0.742652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2133 [D loss: 0.694248, acc.: 49.22%, KL div.: 0.356707] [G loss: 0.722891, KL div.: 0.722891, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2134 [D loss: 0.699274, acc.: 50.00%, KL div.: 0.359414] [G loss: 0.711764, KL div.: 0.711764, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2135 [D loss: 0.701706, acc.: 43.36%, KL div.: 0.355593] [G loss: 0.712827, KL div.: 0.712827, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2136 [D loss: 0.698349, acc.: 47.66%, KL div.: 0.354624] [G loss: 0.713573, KL div.: 0.713573, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2137 [D loss: 0.696986, acc.: 48.44%, KL div.: 0.349729] [G loss: 0.701806, KL div.: 0.701806, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2138 [D loss: 0.698465, acc.: 46.48%, KL div.: 0.351480] [G loss: 0.703620, KL div.: 0.703620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2139 [D loss: 0.698691, acc.: 44.14%, KL div.: 0.346122] [G loss: 0.703166, KL div.: 0.703166, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2140 [D loss: 0.692107, acc.: 52.73%, KL div.: 0.344087] [G loss: 0.704338, KL div.: 0.704338, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2141 [D loss: 0.692015, acc.: 48.83%, KL div.: 0.339316] [G loss: 0.697265, KL div.: 0.697265, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2142 [D loss: 0.689819, acc.: 52.73%, KL div.: 0.336523] [G loss: 0.698480, KL div.: 0.698480, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2143 [D loss: 0.683476, acc.: 56.64%, KL div.: 0.334128] [G loss: 0.707123, KL div.: 0.707123, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2144 [D loss: 0.685785, acc.: 56.25%, KL div.: 0.332191] [G loss: 0.699229, KL div.: 0.699229, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2145 [D loss: 0.683470, acc.: 56.25%, KL div.: 0.334242] [G loss: 0.701879, KL div.: 0.701879, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2146 [D loss: 0.681386, acc.: 58.98%, KL div.: 0.329021] [G loss: 0.692971, KL div.: 0.692971, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2147 [D loss: 0.689118, acc.: 51.56%, KL div.: 0.331263] [G loss: 0.687328, KL div.: 0.687328, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2148 [D loss: 0.685042, acc.: 54.69%, KL div.: 0.325152] [G loss: 0.681164, KL div.: 0.681164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2149 [D loss: 0.687440, acc.: 53.12%, KL div.: 0.328576] [G loss: 0.683779, KL div.: 0.683779, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2150 [D loss: 0.691385, acc.: 53.91%, KL div.: 0.325678] [G loss: 0.676022, KL div.: 0.676022, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2151 [D loss: 0.693524, acc.: 52.73%, KL div.: 0.326782] [G loss: 0.679005, KL div.: 0.679005, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2152 [D loss: 0.697491, acc.: 47.66%, KL div.: 0.331159] [G loss: 0.680418, KL div.: 0.680418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2153 [D loss: 0.700492, acc.: 47.66%, KL div.: 0.334245] [G loss: 0.678870, KL div.: 0.678870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2154 [D loss: 0.694868, acc.: 51.17%, KL div.: 0.335410] [G loss: 0.694963, KL div.: 0.694963, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2155 [D loss: 0.688489, acc.: 55.47%, KL div.: 0.335963] [G loss: 0.707044, KL div.: 0.707044, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2156 [D loss: 0.702040, acc.: 40.23%, KL div.: 0.345948] [G loss: 0.711548, KL div.: 0.711548, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2157 [D loss: 0.692677, acc.: 54.69%, KL div.: 0.343493] [G loss: 0.714951, KL div.: 0.714951, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2158 [D loss: 0.692292, acc.: 51.56%, KL div.: 0.349498] [G loss: 0.737694, KL div.: 0.737694, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2159 [D loss: 0.693529, acc.: 50.00%, KL div.: 0.355421] [G loss: 0.742158, KL div.: 0.742158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2160 [D loss: 0.693529, acc.: 47.27%, KL div.: 0.357795] [G loss: 0.748698, KL div.: 0.748698, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2161 [D loss: 0.690448, acc.: 51.95%, KL div.: 0.353740] [G loss: 0.739819, KL div.: 0.739819, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2162 [D loss: 0.689108, acc.: 57.03%, KL div.: 0.357718] [G loss: 0.746685, KL div.: 0.746685, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2163 [D loss: 0.694227, acc.: 50.39%, KL div.: 0.359484] [G loss: 0.740468, KL div.: 0.740468, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2164 [D loss: 0.688390, acc.: 55.08%, KL div.: 0.355853] [G loss: 0.734588, KL div.: 0.734588, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2165 [D loss: 0.697248, acc.: 50.00%, KL div.: 0.361411] [G loss: 0.727590, KL div.: 0.727590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2166 [D loss: 0.692825, acc.: 50.78%, KL div.: 0.356128] [G loss: 0.725705, KL div.: 0.725705, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2167 [D loss: 0.696796, acc.: 47.66%, KL div.: 0.356354] [G loss: 0.728428, KL div.: 0.728428, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2168 [D loss: 0.695414, acc.: 53.12%, KL div.: 0.353670] [G loss: 0.721142, KL div.: 0.721142, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2169 [D loss: 0.690939, acc.: 56.25%, KL div.: 0.348110] [G loss: 0.714163, KL div.: 0.714163, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2170 [D loss: 0.697863, acc.: 48.44%, KL div.: 0.352945] [G loss: 0.713387, KL div.: 0.713387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2171 [D loss: 0.694502, acc.: 48.44%, KL div.: 0.346905] [G loss: 0.708327, KL div.: 0.708327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2172 [D loss: 0.695054, acc.: 51.95%, KL div.: 0.347219] [G loss: 0.703658, KL div.: 0.703658, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2173 [D loss: 0.691088, acc.: 50.00%, KL div.: 0.342379] [G loss: 0.702247, KL div.: 0.702247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2174 [D loss: 0.690786, acc.: 51.95%, KL div.: 0.339887] [G loss: 0.700726, KL div.: 0.700726, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2175 [D loss: 0.685054, acc.: 60.94%, KL div.: 0.339332] [G loss: 0.705023, KL div.: 0.705023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2176 [D loss: 0.681007, acc.: 58.98%, KL div.: 0.334228] [G loss: 0.699126, KL div.: 0.699126, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2177 [D loss: 0.688228, acc.: 53.12%, KL div.: 0.336207] [G loss: 0.702459, KL div.: 0.702459, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2178 [D loss: 0.686840, acc.: 54.69%, KL div.: 0.334621] [G loss: 0.694826, KL div.: 0.694826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2179 [D loss: 0.687017, acc.: 55.86%, KL div.: 0.334130] [G loss: 0.696522, KL div.: 0.696522, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2180 [D loss: 0.685185, acc.: 57.42%, KL div.: 0.330130] [G loss: 0.683179, KL div.: 0.683179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2181 [D loss: 0.684386, acc.: 58.20%, KL div.: 0.329720] [G loss: 0.691993, KL div.: 0.691993, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2182 [D loss: 0.690442, acc.: 50.78%, KL div.: 0.328748] [G loss: 0.688822, KL div.: 0.688822, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2183 [D loss: 0.693493, acc.: 51.56%, KL div.: 0.333489] [G loss: 0.692712, KL div.: 0.692712, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2184 [D loss: 0.691878, acc.: 51.17%, KL div.: 0.332015] [G loss: 0.689853, KL div.: 0.689853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2185 [D loss: 0.699495, acc.: 45.70%, KL div.: 0.334250] [G loss: 0.686185, KL div.: 0.686185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2186 [D loss: 0.698143, acc.: 46.88%, KL div.: 0.339696] [G loss: 0.697332, KL div.: 0.697332, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2187 [D loss: 0.690370, acc.: 51.95%, KL div.: 0.336676] [G loss: 0.702260, KL div.: 0.702260, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2188 [D loss: 0.695685, acc.: 50.00%, KL div.: 0.340869] [G loss: 0.704803, KL div.: 0.704803, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2189 [D loss: 0.687414, acc.: 56.25%, KL div.: 0.342496] [G loss: 0.724133, KL div.: 0.724133, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2190 [D loss: 0.689806, acc.: 55.47%, KL div.: 0.344847] [G loss: 0.727452, KL div.: 0.727452, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2191 [D loss: 0.687773, acc.: 55.47%, KL div.: 0.350475] [G loss: 0.731986, KL div.: 0.731986, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2192 [D loss: 0.685860, acc.: 55.86%, KL div.: 0.354696] [G loss: 0.742225, KL div.: 0.742225, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2193 [D loss: 0.687549, acc.: 60.16%, KL div.: 0.353538] [G loss: 0.740761, KL div.: 0.740761, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2194 [D loss: 0.682957, acc.: 57.42%, KL div.: 0.353222] [G loss: 0.751509, KL div.: 0.751509, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2195 [D loss: 0.686686, acc.: 57.81%, KL div.: 0.355091] [G loss: 0.743356, KL div.: 0.743356, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2196 [D loss: 0.689932, acc.: 53.12%, KL div.: 0.356602] [G loss: 0.752180, KL div.: 0.752180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2197 [D loss: 0.689587, acc.: 53.52%, KL div.: 0.357443] [G loss: 0.735627, KL div.: 0.735627, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2198 [D loss: 0.694722, acc.: 53.52%, KL div.: 0.358461] [G loss: 0.734429, KL div.: 0.734429, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2199 [D loss: 0.690822, acc.: 51.56%, KL div.: 0.354314] [G loss: 0.728011, KL div.: 0.728011, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 0s 23ms/step
2200 [D loss: 0.692749, acc.: 51.56%, KL div.: 0.352948] [G loss: 0.723311, KL div.: 0.723311, FID: 58.171519]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 74ms/step
2201 [D loss: 0.692920, acc.: 51.95%, KL div.: 0.350089] [G loss: 0.716790, KL div.: 0.716789, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2202 [D loss: 0.695656, acc.: 51.17%, KL div.: 0.354864] [G loss: 0.715422, KL div.: 0.715422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2203 [D loss: 0.695803, acc.: 46.48%, KL div.: 0.347907] [G loss: 0.711249, KL div.: 0.711249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2204 [D loss: 0.693690, acc.: 50.78%, KL div.: 0.347635] [G loss: 0.706847, KL div.: 0.706847, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2205 [D loss: 0.689497, acc.: 56.25%, KL div.: 0.344104] [G loss: 0.708266, KL div.: 0.708266, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2206 [D loss: 0.688612, acc.: 52.73%, KL div.: 0.341714] [G loss: 0.703894, KL div.: 0.703894, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2207 [D loss: 0.687418, acc.: 56.64%, KL div.: 0.339935] [G loss: 0.700684, KL div.: 0.700684, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2208 [D loss: 0.687672, acc.: 53.12%, KL div.: 0.337479] [G loss: 0.693581, KL div.: 0.693581, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2209 [D loss: 0.685829, acc.: 56.25%, KL div.: 0.333511] [G loss: 0.700670, KL div.: 0.700670, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2210 [D loss: 0.680467, acc.: 62.89%, KL div.: 0.330414] [G loss: 0.693092, KL div.: 0.693092, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2211 [D loss: 0.683377, acc.: 58.59%, KL div.: 0.330281] [G loss: 0.694004, KL div.: 0.694004, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2212 [D loss: 0.684676, acc.: 55.47%, KL div.: 0.329919] [G loss: 0.688416, KL div.: 0.688416, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2213 [D loss: 0.682954, acc.: 60.16%, KL div.: 0.330247] [G loss: 0.689114, KL div.: 0.689114, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2214 [D loss: 0.684229, acc.: 58.98%, KL div.: 0.325700] [G loss: 0.685532, KL div.: 0.685532, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
2215 [D loss: 0.690695, acc.: 52.73%, KL div.: 0.329715] [G loss: 0.679773, KL div.: 0.679773, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2216 [D loss: 0.689875, acc.: 51.95%, KL div.: 0.331983] [G loss: 0.687625, KL div.: 0.687625, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
2217 [D loss: 0.692981, acc.: 53.52%, KL div.: 0.330188] [G loss: 0.691621, KL div.: 0.691621, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
2218 [D loss: 0.691548, acc.: 53.52%, KL div.: 0.333007] [G loss: 0.692219, KL div.: 0.692219, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2219 [D loss: 0.690652, acc.: 53.12%, KL div.: 0.335432] [G loss: 0.702981, KL div.: 0.702981, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2220 [D loss: 0.695541, acc.: 52.34%, KL div.: 0.340927] [G loss: 0.702199, KL div.: 0.702199, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
2221 [D loss: 0.692026, acc.: 54.30%, KL div.: 0.340766] [G loss: 0.710204, KL div.: 0.710204, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2222 [D loss: 0.685714, acc.: 58.20%, KL div.: 0.343903] [G loss: 0.725603, KL div.: 0.725603, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2223 [D loss: 0.689279, acc.: 55.08%, KL div.: 0.347857] [G loss: 0.727676, KL div.: 0.727676, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2224 [D loss: 0.682410, acc.: 58.98%, KL div.: 0.345612] [G loss: 0.736611, KL div.: 0.736611, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2225 [D loss: 0.696742, acc.: 50.39%, KL div.: 0.354503] [G loss: 0.735963, KL div.: 0.735963, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2226 [D loss: 0.689039, acc.: 53.52%, KL div.: 0.349503] [G loss: 0.737823, KL div.: 0.737823, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
2227 [D loss: 0.692105, acc.: 53.52%, KL div.: 0.355373] [G loss: 0.733179, KL div.: 0.733179, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2228 [D loss: 0.688132, acc.: 54.30%, KL div.: 0.352441] [G loss: 0.739568, KL div.: 0.739568, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2229 [D loss: 0.688052, acc.: 51.56%, KL div.: 0.351932] [G loss: 0.726470, KL div.: 0.726470, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2230 [D loss: 0.694363, acc.: 51.17%, KL div.: 0.355928] [G loss: 0.723818, KL div.: 0.723818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2231 [D loss: 0.690086, acc.: 53.52%, KL div.: 0.350745] [G loss: 0.728724, KL div.: 0.728724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2232 [D loss: 0.693255, acc.: 54.30%, KL div.: 0.353490] [G loss: 0.721148, KL div.: 0.721148, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2233 [D loss: 0.689571, acc.: 50.78%, KL div.: 0.348564] [G loss: 0.713409, KL div.: 0.713409, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2234 [D loss: 0.695971, acc.: 46.09%, KL div.: 0.352927] [G loss: 0.715645, KL div.: 0.715645, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2235 [D loss: 0.700344, acc.: 51.17%, KL div.: 0.352235] [G loss: 0.708383, KL div.: 0.708383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2236 [D loss: 0.693471, acc.: 46.88%, KL div.: 0.344431] [G loss: 0.700889, KL div.: 0.700889, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2237 [D loss: 0.698083, acc.: 48.44%, KL div.: 0.348347] [G loss: 0.708672, KL div.: 0.708672, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2238 [D loss: 0.693644, acc.: 51.17%, KL div.: 0.343218] [G loss: 0.701736, KL div.: 0.701736, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2239 [D loss: 0.693138, acc.: 52.34%, KL div.: 0.341650] [G loss: 0.697599, KL div.: 0.697599, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2240 [D loss: 0.692535, acc.: 49.61%, KL div.: 0.339169] [G loss: 0.694282, KL div.: 0.694282, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2241 [D loss: 0.693049, acc.: 48.83%, KL div.: 0.337098] [G loss: 0.690859, KL div.: 0.690859, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2242 [D loss: 0.689013, acc.: 52.73%, KL div.: 0.335920] [G loss: 0.696472, KL div.: 0.696472, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2243 [D loss: 0.688325, acc.: 52.73%, KL div.: 0.334003] [G loss: 0.692134, KL div.: 0.692134, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2244 [D loss: 0.687278, acc.: 56.25%, KL div.: 0.334653] [G loss: 0.696078, KL div.: 0.696078, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2245 [D loss: 0.693278, acc.: 52.34%, KL div.: 0.338299] [G loss: 0.691408, KL div.: 0.691408, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2246 [D loss: 0.688717, acc.: 55.47%, KL div.: 0.329442] [G loss: 0.694152, KL div.: 0.694152, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2247 [D loss: 0.692710, acc.: 54.69%, KL div.: 0.334219] [G loss: 0.692102, KL div.: 0.692102, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2248 [D loss: 0.689037, acc.: 54.30%, KL div.: 0.335411] [G loss: 0.685070, KL div.: 0.685070, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2249 [D loss: 0.688062, acc.: 55.08%, KL div.: 0.338837] [G loss: 0.700717, KL div.: 0.700717, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2250 [D loss: 0.687786, acc.: 55.47%, KL div.: 0.338410] [G loss: 0.699855, KL div.: 0.699855, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2251 [D loss: 0.690767, acc.: 55.08%, KL div.: 0.338253] [G loss: 0.702962, KL div.: 0.702962, FID: 0.000000]
4/4 [==============================] - 0s 31ms/step
2252 [D loss: 0.692070, acc.: 53.91%, KL div.: 0.340761] [G loss: 0.710973, KL div.: 0.710973, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2253 [D loss: 0.692602, acc.: 51.56%, KL div.: 0.344999] [G loss: 0.713161, KL div.: 0.713161, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2254 [D loss: 0.695779, acc.: 47.66%, KL div.: 0.347712] [G loss: 0.710514, KL div.: 0.710514, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2255 [D loss: 0.690944, acc.: 52.34%, KL div.: 0.347752] [G loss: 0.724168, KL div.: 0.724168, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2256 [D loss: 0.687686, acc.: 57.42%, KL div.: 0.345803] [G loss: 0.728633, KL div.: 0.728633, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2257 [D loss: 0.691705, acc.: 50.78%, KL div.: 0.349732] [G loss: 0.724074, KL div.: 0.724074, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2258 [D loss: 0.690745, acc.: 53.12%, KL div.: 0.350566] [G loss: 0.724941, KL div.: 0.724941, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2259 [D loss: 0.695255, acc.: 45.70%, KL div.: 0.350057] [G loss: 0.718930, KL div.: 0.718930, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2260 [D loss: 0.687886, acc.: 56.25%, KL div.: 0.348540] [G loss: 0.726686, KL div.: 0.726686, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2261 [D loss: 0.693582, acc.: 51.95%, KL div.: 0.354729] [G loss: 0.724677, KL div.: 0.724677, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2262 [D loss: 0.690748, acc.: 51.17%, KL div.: 0.346157] [G loss: 0.720292, KL div.: 0.720292, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2263 [D loss: 0.692275, acc.: 52.73%, KL div.: 0.350439] [G loss: 0.715838, KL div.: 0.715838, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2264 [D loss: 0.698424, acc.: 48.05%, KL div.: 0.352911] [G loss: 0.709448, KL div.: 0.709448, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2265 [D loss: 0.688048, acc.: 52.73%, KL div.: 0.345640] [G loss: 0.708865, KL div.: 0.708865, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2266 [D loss: 0.695335, acc.: 46.88%, KL div.: 0.348302] [G loss: 0.703265, KL div.: 0.703265, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2267 [D loss: 0.693058, acc.: 50.39%, KL div.: 0.343746] [G loss: 0.702964, KL div.: 0.702964, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2268 [D loss: 0.690761, acc.: 48.05%, KL div.: 0.344928] [G loss: 0.707891, KL div.: 0.707891, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2269 [D loss: 0.693238, acc.: 52.34%, KL div.: 0.342820] [G loss: 0.695297, KL div.: 0.695297, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2270 [D loss: 0.695029, acc.: 50.00%, KL div.: 0.339789] [G loss: 0.687932, KL div.: 0.687932, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2271 [D loss: 0.689489, acc.: 56.25%, KL div.: 0.336511] [G loss: 0.699301, KL div.: 0.699301, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2272 [D loss: 0.695447, acc.: 47.27%, KL div.: 0.340149] [G loss: 0.697229, KL div.: 0.697229, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2273 [D loss: 0.691101, acc.: 51.56%, KL div.: 0.335806] [G loss: 0.697983, KL div.: 0.697983, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2274 [D loss: 0.684296, acc.: 56.64%, KL div.: 0.334993] [G loss: 0.699839, KL div.: 0.699839, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2275 [D loss: 0.695698, acc.: 49.22%, KL div.: 0.340632] [G loss: 0.690618, KL div.: 0.690618, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2276 [D loss: 0.688856, acc.: 53.52%, KL div.: 0.334018] [G loss: 0.694989, KL div.: 0.694989, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2277 [D loss: 0.695830, acc.: 49.22%, KL div.: 0.337114] [G loss: 0.696749, KL div.: 0.696749, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2278 [D loss: 0.694607, acc.: 49.61%, KL div.: 0.341222] [G loss: 0.698923, KL div.: 0.698923, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2279 [D loss: 0.692668, acc.: 52.34%, KL div.: 0.339241] [G loss: 0.701420, KL div.: 0.701420, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2280 [D loss: 0.687488, acc.: 54.69%, KL div.: 0.338461] [G loss: 0.709587, KL div.: 0.709587, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2281 [D loss: 0.693743, acc.: 54.69%, KL div.: 0.345482] [G loss: 0.701962, KL div.: 0.701962, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2282 [D loss: 0.686356, acc.: 57.03%, KL div.: 0.340623] [G loss: 0.709328, KL div.: 0.709328, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2283 [D loss: 0.690637, acc.: 53.91%, KL div.: 0.343517] [G loss: 0.716269, KL div.: 0.716269, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2284 [D loss: 0.693269, acc.: 53.52%, KL div.: 0.342879] [G loss: 0.713665, KL div.: 0.713665, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2285 [D loss: 0.688981, acc.: 55.08%, KL div.: 0.344276] [G loss: 0.716928, KL div.: 0.716928, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2286 [D loss: 0.690703, acc.: 52.34%, KL div.: 0.344611] [G loss: 0.721243, KL div.: 0.721243, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
2287 [D loss: 0.690607, acc.: 52.34%, KL div.: 0.349281] [G loss: 0.719472, KL div.: 0.719472, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2288 [D loss: 0.694939, acc.: 51.17%, KL div.: 0.350945] [G loss: 0.716248, KL div.: 0.716248, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2289 [D loss: 0.689705, acc.: 53.91%, KL div.: 0.345321] [G loss: 0.710296, KL div.: 0.710296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2290 [D loss: 0.691085, acc.: 57.03%, KL div.: 0.345707] [G loss: 0.718806, KL div.: 0.718806, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2291 [D loss: 0.694021, acc.: 51.56%, KL div.: 0.349341] [G loss: 0.718383, KL div.: 0.718383, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2292 [D loss: 0.690886, acc.: 52.34%, KL div.: 0.344937] [G loss: 0.725053, KL div.: 0.725053, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2293 [D loss: 0.687659, acc.: 56.25%, KL div.: 0.342056] [G loss: 0.711604, KL div.: 0.711604, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2294 [D loss: 0.691768, acc.: 49.61%, KL div.: 0.341508] [G loss: 0.715006, KL div.: 0.715006, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2295 [D loss: 0.691371, acc.: 53.12%, KL div.: 0.347359] [G loss: 0.710217, KL div.: 0.710217, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2296 [D loss: 0.689644, acc.: 54.30%, KL div.: 0.345334] [G loss: 0.702866, KL div.: 0.702866, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2297 [D loss: 0.692016, acc.: 50.78%, KL div.: 0.342371] [G loss: 0.711534, KL div.: 0.711534, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2298 [D loss: 0.692486, acc.: 50.78%, KL div.: 0.341077] [G loss: 0.703916, KL div.: 0.703916, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2299 [D loss: 0.694037, acc.: 50.78%, KL div.: 0.346085] [G loss: 0.710849, KL div.: 0.710849, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 1s 57ms/step
4/4 [==============================] - 0s 26ms/step
2300 [D loss: 0.693522, acc.: 50.78%, KL div.: 0.342557] [G loss: 0.698653, KL div.: 0.698653, FID: 52.434174]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 75ms/step
2301 [D loss: 0.691450, acc.: 52.34%, KL div.: 0.339930] [G loss: 0.699520, KL div.: 0.699520, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2302 [D loss: 0.690223, acc.: 55.47%, KL div.: 0.344337] [G loss: 0.700380, KL div.: 0.700380, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2303 [D loss: 0.688266, acc.: 54.30%, KL div.: 0.340012] [G loss: 0.701416, KL div.: 0.701416, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2304 [D loss: 0.692092, acc.: 48.83%, KL div.: 0.344017] [G loss: 0.701673, KL div.: 0.701673, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2305 [D loss: 0.690284, acc.: 53.12%, KL div.: 0.340810] [G loss: 0.698032, KL div.: 0.698032, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2306 [D loss: 0.688534, acc.: 54.69%, KL div.: 0.337058] [G loss: 0.708216, KL div.: 0.708215, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2307 [D loss: 0.691828, acc.: 53.52%, KL div.: 0.339215] [G loss: 0.697926, KL div.: 0.697926, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2308 [D loss: 0.689997, acc.: 50.39%, KL div.: 0.336482] [G loss: 0.699771, KL div.: 0.699771, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2309 [D loss: 0.685450, acc.: 58.98%, KL div.: 0.334347] [G loss: 0.697147, KL div.: 0.697147, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2310 [D loss: 0.690342, acc.: 52.34%, KL div.: 0.341061] [G loss: 0.705179, KL div.: 0.705179, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2311 [D loss: 0.687418, acc.: 53.12%, KL div.: 0.338415] [G loss: 0.707756, KL div.: 0.707756, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2312 [D loss: 0.683923, acc.: 55.86%, KL div.: 0.335960] [G loss: 0.711032, KL div.: 0.711032, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2313 [D loss: 0.685945, acc.: 58.20%, KL div.: 0.339264] [G loss: 0.711825, KL div.: 0.711825, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2314 [D loss: 0.684208, acc.: 58.20%, KL div.: 0.340251] [G loss: 0.708773, KL div.: 0.708773, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2315 [D loss: 0.688491, acc.: 53.52%, KL div.: 0.342610] [G loss: 0.719330, KL div.: 0.719330, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2316 [D loss: 0.692991, acc.: 51.56%, KL div.: 0.343461] [G loss: 0.717027, KL div.: 0.717027, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2317 [D loss: 0.685880, acc.: 55.47%, KL div.: 0.342260] [G loss: 0.712286, KL div.: 0.712286, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2318 [D loss: 0.687526, acc.: 57.42%, KL div.: 0.342668] [G loss: 0.719820, KL div.: 0.719820, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2319 [D loss: 0.686169, acc.: 57.42%, KL div.: 0.343708] [G loss: 0.713729, KL div.: 0.713729, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2320 [D loss: 0.684179, acc.: 63.28%, KL div.: 0.341950] [G loss: 0.709653, KL div.: 0.709653, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2321 [D loss: 0.690535, acc.: 53.91%, KL div.: 0.344265] [G loss: 0.714332, KL div.: 0.714332, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2322 [D loss: 0.685324, acc.: 57.81%, KL div.: 0.343793] [G loss: 0.724670, KL div.: 0.724670, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2323 [D loss: 0.686778, acc.: 58.20%, KL div.: 0.340916] [G loss: 0.715959, KL div.: 0.715959, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2324 [D loss: 0.686983, acc.: 55.86%, KL div.: 0.343528] [G loss: 0.712050, KL div.: 0.712050, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2325 [D loss: 0.686579, acc.: 57.42%, KL div.: 0.343386] [G loss: 0.717014, KL div.: 0.717014, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2326 [D loss: 0.688980, acc.: 55.47%, KL div.: 0.341780] [G loss: 0.720123, KL div.: 0.720123, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2327 [D loss: 0.687225, acc.: 58.20%, KL div.: 0.340578] [G loss: 0.706749, KL div.: 0.706749, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2328 [D loss: 0.690925, acc.: 50.39%, KL div.: 0.340556] [G loss: 0.702833, KL div.: 0.702833, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2329 [D loss: 0.690388, acc.: 55.47%, KL div.: 0.342798] [G loss: 0.711925, KL div.: 0.711925, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2330 [D loss: 0.688745, acc.: 55.86%, KL div.: 0.340647] [G loss: 0.710243, KL div.: 0.710243, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2331 [D loss: 0.693485, acc.: 48.83%, KL div.: 0.342184] [G loss: 0.708116, KL div.: 0.708116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2332 [D loss: 0.690602, acc.: 50.78%, KL div.: 0.341534] [G loss: 0.705576, KL div.: 0.705576, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2333 [D loss: 0.688091, acc.: 58.20%, KL div.: 0.340922] [G loss: 0.709722, KL div.: 0.709722, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2334 [D loss: 0.685191, acc.: 56.25%, KL div.: 0.336923] [G loss: 0.706717, KL div.: 0.706717, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2335 [D loss: 0.687253, acc.: 54.69%, KL div.: 0.339153] [G loss: 0.703789, KL div.: 0.703789, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2336 [D loss: 0.692469, acc.: 52.73%, KL div.: 0.341741] [G loss: 0.708447, KL div.: 0.708447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2337 [D loss: 0.691389, acc.: 53.91%, KL div.: 0.341654] [G loss: 0.709127, KL div.: 0.709127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2338 [D loss: 0.685204, acc.: 58.98%, KL div.: 0.338675] [G loss: 0.717229, KL div.: 0.717229, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2339 [D loss: 0.686759, acc.: 56.25%, KL div.: 0.342205] [G loss: 0.707842, KL div.: 0.707842, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2340 [D loss: 0.687166, acc.: 57.03%, KL div.: 0.339499] [G loss: 0.713924, KL div.: 0.713924, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2341 [D loss: 0.684971, acc.: 58.20%, KL div.: 0.339688] [G loss: 0.710974, KL div.: 0.710974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2342 [D loss: 0.687604, acc.: 53.52%, KL div.: 0.339767] [G loss: 0.709163, KL div.: 0.709163, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2343 [D loss: 0.685052, acc.: 60.16%, KL div.: 0.338057] [G loss: 0.714516, KL div.: 0.714517, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2344 [D loss: 0.684171, acc.: 59.77%, KL div.: 0.338735] [G loss: 0.713156, KL div.: 0.713156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2345 [D loss: 0.681706, acc.: 61.33%, KL div.: 0.336920] [G loss: 0.715158, KL div.: 0.715158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2346 [D loss: 0.688290, acc.: 57.03%, KL div.: 0.345455] [G loss: 0.722016, KL div.: 0.722016, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2347 [D loss: 0.686701, acc.: 56.25%, KL div.: 0.342412] [G loss: 0.721994, KL div.: 0.721994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2348 [D loss: 0.689428, acc.: 54.69%, KL div.: 0.342146] [G loss: 0.719094, KL div.: 0.719094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2349 [D loss: 0.685603, acc.: 56.64%, KL div.: 0.339606] [G loss: 0.717355, KL div.: 0.717355, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2350 [D loss: 0.682332, acc.: 59.77%, KL div.: 0.342360] [G loss: 0.715580, KL div.: 0.715580, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2351 [D loss: 0.687038, acc.: 54.69%, KL div.: 0.341134] [G loss: 0.716758, KL div.: 0.716758, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2352 [D loss: 0.686333, acc.: 55.86%, KL div.: 0.339023] [G loss: 0.712312, KL div.: 0.712312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2353 [D loss: 0.685761, acc.: 55.08%, KL div.: 0.341749] [G loss: 0.712938, KL div.: 0.712938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2354 [D loss: 0.691713, acc.: 54.69%, KL div.: 0.341460] [G loss: 0.702985, KL div.: 0.702985, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2355 [D loss: 0.689983, acc.: 52.73%, KL div.: 0.340503] [G loss: 0.703359, KL div.: 0.703359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2356 [D loss: 0.686617, acc.: 57.42%, KL div.: 0.339105] [G loss: 0.709049, KL div.: 0.709049, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2357 [D loss: 0.691385, acc.: 48.44%, KL div.: 0.341128] [G loss: 0.712136, KL div.: 0.712136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2358 [D loss: 0.687793, acc.: 53.91%, KL div.: 0.337929] [G loss: 0.706762, KL div.: 0.706762, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2359 [D loss: 0.687393, acc.: 54.30%, KL div.: 0.343030] [G loss: 0.704682, KL div.: 0.704682, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2360 [D loss: 0.690242, acc.: 55.47%, KL div.: 0.341552] [G loss: 0.714140, KL div.: 0.714140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2361 [D loss: 0.685435, acc.: 59.77%, KL div.: 0.341872] [G loss: 0.718297, KL div.: 0.718297, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2362 [D loss: 0.690059, acc.: 56.25%, KL div.: 0.340824] [G loss: 0.710008, KL div.: 0.710008, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2363 [D loss: 0.690474, acc.: 53.12%, KL div.: 0.342310] [G loss: 0.701459, KL div.: 0.701459, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2364 [D loss: 0.689685, acc.: 58.98%, KL div.: 0.336349] [G loss: 0.707496, KL div.: 0.707496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2365 [D loss: 0.688624, acc.: 53.12%, KL div.: 0.338852] [G loss: 0.711102, KL div.: 0.711102, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2366 [D loss: 0.691536, acc.: 53.52%, KL div.: 0.342677] [G loss: 0.704409, KL div.: 0.704409, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2367 [D loss: 0.690242, acc.: 55.86%, KL div.: 0.344145] [G loss: 0.710721, KL div.: 0.710721, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2368 [D loss: 0.689370, acc.: 54.30%, KL div.: 0.342910] [G loss: 0.723661, KL div.: 0.723661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2369 [D loss: 0.690615, acc.: 54.30%, KL div.: 0.343968] [G loss: 0.711342, KL div.: 0.711342, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2370 [D loss: 0.686199, acc.: 55.86%, KL div.: 0.345128] [G loss: 0.721695, KL div.: 0.721695, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2371 [D loss: 0.689125, acc.: 55.08%, KL div.: 0.343861] [G loss: 0.715782, KL div.: 0.715782, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2372 [D loss: 0.689336, acc.: 53.91%, KL div.: 0.344443] [G loss: 0.718324, KL div.: 0.718324, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2373 [D loss: 0.688550, acc.: 55.86%, KL div.: 0.344343] [G loss: 0.722988, KL div.: 0.722988, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2374 [D loss: 0.684878, acc.: 58.59%, KL div.: 0.339488] [G loss: 0.716356, KL div.: 0.716356, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2375 [D loss: 0.685635, acc.: 56.64%, KL div.: 0.339719] [G loss: 0.708462, KL div.: 0.708462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2376 [D loss: 0.685814, acc.: 57.42%, KL div.: 0.342589] [G loss: 0.717431, KL div.: 0.717431, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2377 [D loss: 0.685520, acc.: 57.03%, KL div.: 0.340224] [G loss: 0.717446, KL div.: 0.717446, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2378 [D loss: 0.685225, acc.: 54.30%, KL div.: 0.342255] [G loss: 0.724617, KL div.: 0.724617, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2379 [D loss: 0.690217, acc.: 55.86%, KL div.: 0.346549] [G loss: 0.723395, KL div.: 0.723395, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2380 [D loss: 0.689321, acc.: 53.52%, KL div.: 0.347156] [G loss: 0.716260, KL div.: 0.716260, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2381 [D loss: 0.686200, acc.: 56.25%, KL div.: 0.342776] [G loss: 0.716397, KL div.: 0.716397, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2382 [D loss: 0.691424, acc.: 53.91%, KL div.: 0.343461] [G loss: 0.711499, KL div.: 0.711499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2383 [D loss: 0.689250, acc.: 56.64%, KL div.: 0.342641] [G loss: 0.713345, KL div.: 0.713345, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2384 [D loss: 0.685517, acc.: 55.86%, KL div.: 0.340900] [G loss: 0.712375, KL div.: 0.712375, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2385 [D loss: 0.689340, acc.: 56.64%, KL div.: 0.340952] [G loss: 0.711530, KL div.: 0.711530, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2386 [D loss: 0.687246, acc.: 57.03%, KL div.: 0.339697] [G loss: 0.710181, KL div.: 0.710181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2387 [D loss: 0.684511, acc.: 54.30%, KL div.: 0.337470] [G loss: 0.712731, KL div.: 0.712731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2388 [D loss: 0.686504, acc.: 55.47%, KL div.: 0.338265] [G loss: 0.705353, KL div.: 0.705353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2389 [D loss: 0.685324, acc.: 55.47%, KL div.: 0.337546] [G loss: 0.707771, KL div.: 0.707771, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2390 [D loss: 0.689582, acc.: 55.47%, KL div.: 0.342006] [G loss: 0.709433, KL div.: 0.709433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2391 [D loss: 0.690055, acc.: 53.52%, KL div.: 0.342065] [G loss: 0.695788, KL div.: 0.695788, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2392 [D loss: 0.690609, acc.: 54.30%, KL div.: 0.341543] [G loss: 0.710423, KL div.: 0.710423, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2393 [D loss: 0.689408, acc.: 51.17%, KL div.: 0.339363] [G loss: 0.707952, KL div.: 0.707952, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2394 [D loss: 0.691107, acc.: 55.86%, KL div.: 0.344052] [G loss: 0.716062, KL div.: 0.716062, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2395 [D loss: 0.691960, acc.: 55.08%, KL div.: 0.344382] [G loss: 0.721390, KL div.: 0.721390, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2396 [D loss: 0.690185, acc.: 57.03%, KL div.: 0.343828] [G loss: 0.717054, KL div.: 0.717054, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2397 [D loss: 0.691828, acc.: 51.17%, KL div.: 0.345418] [G loss: 0.711037, KL div.: 0.711037, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2398 [D loss: 0.694780, acc.: 49.61%, KL div.: 0.347867] [G loss: 0.710748, KL div.: 0.710748, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2399 [D loss: 0.687763, acc.: 57.42%, KL div.: 0.342380] [G loss: 0.709148, KL div.: 0.709148, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 0s 25ms/step
2400 [D loss: 0.692196, acc.: 49.22%, KL div.: 0.345176] [G loss: 0.719660, KL div.: 0.719660, FID: 54.756213]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 59ms/step
2401 [D loss: 0.687893, acc.: 55.86%, KL div.: 0.341281] [G loss: 0.710442, KL div.: 0.710442, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2402 [D loss: 0.686506, acc.: 57.03%, KL div.: 0.339212] [G loss: 0.717463, KL div.: 0.717463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2403 [D loss: 0.688066, acc.: 55.86%, KL div.: 0.346213] [G loss: 0.717327, KL div.: 0.717327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2404 [D loss: 0.679242, acc.: 65.62%, KL div.: 0.342399] [G loss: 0.716500, KL div.: 0.716500, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2405 [D loss: 0.689545, acc.: 51.95%, KL div.: 0.345234] [G loss: 0.722828, KL div.: 0.722828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2406 [D loss: 0.685175, acc.: 54.69%, KL div.: 0.339941] [G loss: 0.710151, KL div.: 0.710151, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2407 [D loss: 0.683847, acc.: 60.94%, KL div.: 0.339733] [G loss: 0.719436, KL div.: 0.719436, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2408 [D loss: 0.684614, acc.: 57.03%, KL div.: 0.340890] [G loss: 0.714646, KL div.: 0.714646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2409 [D loss: 0.681416, acc.: 62.89%, KL div.: 0.339777] [G loss: 0.718966, KL div.: 0.718966, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2410 [D loss: 0.678892, acc.: 61.72%, KL div.: 0.338682] [G loss: 0.720660, KL div.: 0.720660, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2411 [D loss: 0.687419, acc.: 53.91%, KL div.: 0.340044] [G loss: 0.713109, KL div.: 0.713109, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2412 [D loss: 0.684708, acc.: 57.42%, KL div.: 0.338071] [G loss: 0.710699, KL div.: 0.710699, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2413 [D loss: 0.679551, acc.: 60.16%, KL div.: 0.336093] [G loss: 0.708326, KL div.: 0.708326, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2414 [D loss: 0.688117, acc.: 55.47%, KL div.: 0.338409] [G loss: 0.706290, KL div.: 0.706290, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2415 [D loss: 0.687495, acc.: 53.91%, KL div.: 0.341043] [G loss: 0.710000, KL div.: 0.710000, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2416 [D loss: 0.684701, acc.: 57.03%, KL div.: 0.337707] [G loss: 0.712893, KL div.: 0.712893, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2417 [D loss: 0.688644, acc.: 54.30%, KL div.: 0.338171] [G loss: 0.707186, KL div.: 0.707187, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2418 [D loss: 0.686449, acc.: 57.42%, KL div.: 0.337521] [G loss: 0.704336, KL div.: 0.704336, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2419 [D loss: 0.691249, acc.: 55.47%, KL div.: 0.342140] [G loss: 0.707644, KL div.: 0.707644, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2420 [D loss: 0.691792, acc.: 53.52%, KL div.: 0.341124] [G loss: 0.706105, KL div.: 0.706105, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2421 [D loss: 0.687594, acc.: 54.30%, KL div.: 0.338637] [G loss: 0.707375, KL div.: 0.707375, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2422 [D loss: 0.689731, acc.: 53.91%, KL div.: 0.342867] [G loss: 0.712820, KL div.: 0.712820, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2423 [D loss: 0.685288, acc.: 56.25%, KL div.: 0.342305] [G loss: 0.715863, KL div.: 0.715863, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2424 [D loss: 0.692167, acc.: 51.56%, KL div.: 0.344562] [G loss: 0.712208, KL div.: 0.712208, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2425 [D loss: 0.692771, acc.: 51.56%, KL div.: 0.344823] [G loss: 0.709020, KL div.: 0.709020, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2426 [D loss: 0.691014, acc.: 51.95%, KL div.: 0.346363] [G loss: 0.717978, KL div.: 0.717978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2427 [D loss: 0.694185, acc.: 48.44%, KL div.: 0.349089] [G loss: 0.721318, KL div.: 0.721318, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2428 [D loss: 0.691281, acc.: 55.08%, KL div.: 0.347927] [G loss: 0.719648, KL div.: 0.719648, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2429 [D loss: 0.690051, acc.: 53.52%, KL div.: 0.344823] [G loss: 0.723061, KL div.: 0.723061, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2430 [D loss: 0.691971, acc.: 51.95%, KL div.: 0.351626] [G loss: 0.722646, KL div.: 0.722646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2431 [D loss: 0.691429, acc.: 51.17%, KL div.: 0.349813] [G loss: 0.720204, KL div.: 0.720204, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2432 [D loss: 0.688702, acc.: 54.69%, KL div.: 0.348432] [G loss: 0.725698, KL div.: 0.725698, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2433 [D loss: 0.682169, acc.: 61.72%, KL div.: 0.346730] [G loss: 0.730746, KL div.: 0.730746, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2434 [D loss: 0.683643, acc.: 58.98%, KL div.: 0.343929] [G loss: 0.724092, KL div.: 0.724092, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2435 [D loss: 0.690397, acc.: 55.47%, KL div.: 0.349492] [G loss: 0.724750, KL div.: 0.724750, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2436 [D loss: 0.686063, acc.: 58.20%, KL div.: 0.345544] [G loss: 0.722947, KL div.: 0.722947, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2437 [D loss: 0.687237, acc.: 56.64%, KL div.: 0.349189] [G loss: 0.728542, KL div.: 0.728541, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2438 [D loss: 0.681346, acc.: 58.98%, KL div.: 0.346056] [G loss: 0.733648, KL div.: 0.733648, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2439 [D loss: 0.685910, acc.: 58.20%, KL div.: 0.349958] [G loss: 0.732283, KL div.: 0.732283, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2440 [D loss: 0.682331, acc.: 59.77%, KL div.: 0.340977] [G loss: 0.722230, KL div.: 0.722230, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2441 [D loss: 0.688930, acc.: 55.47%, KL div.: 0.347539] [G loss: 0.727472, KL div.: 0.727472, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2442 [D loss: 0.692094, acc.: 46.48%, KL div.: 0.346501] [G loss: 0.713279, KL div.: 0.713279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2443 [D loss: 0.683733, acc.: 57.03%, KL div.: 0.338663] [G loss: 0.718640, KL div.: 0.718640, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2444 [D loss: 0.692919, acc.: 50.00%, KL div.: 0.342743] [G loss: 0.707944, KL div.: 0.707944, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2445 [D loss: 0.684063, acc.: 60.16%, KL div.: 0.342029] [G loss: 0.714834, KL div.: 0.714834, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2446 [D loss: 0.687046, acc.: 53.12%, KL div.: 0.348258] [G loss: 0.715853, KL div.: 0.715853, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2447 [D loss: 0.694258, acc.: 49.22%, KL div.: 0.343652] [G loss: 0.710128, KL div.: 0.710128, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2448 [D loss: 0.690278, acc.: 51.56%, KL div.: 0.337576] [G loss: 0.700966, KL div.: 0.700966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2449 [D loss: 0.686165, acc.: 53.12%, KL div.: 0.338460] [G loss: 0.707741, KL div.: 0.707741, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2450 [D loss: 0.687838, acc.: 55.08%, KL div.: 0.339582] [G loss: 0.702254, KL div.: 0.702254, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2451 [D loss: 0.692160, acc.: 48.83%, KL div.: 0.338238] [G loss: 0.704060, KL div.: 0.704060, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2452 [D loss: 0.695049, acc.: 48.44%, KL div.: 0.344250] [G loss: 0.698257, KL div.: 0.698257, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2453 [D loss: 0.695870, acc.: 49.61%, KL div.: 0.342209] [G loss: 0.703283, KL div.: 0.703283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2454 [D loss: 0.697155, acc.: 48.44%, KL div.: 0.345502] [G loss: 0.704985, KL div.: 0.704985, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2455 [D loss: 0.697511, acc.: 46.09%, KL div.: 0.343126] [G loss: 0.701980, KL div.: 0.701980, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2456 [D loss: 0.696465, acc.: 48.05%, KL div.: 0.341921] [G loss: 0.707229, KL div.: 0.707229, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2457 [D loss: 0.702810, acc.: 42.97%, KL div.: 0.348088] [G loss: 0.705468, KL div.: 0.705468, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2458 [D loss: 0.688911, acc.: 56.25%, KL div.: 0.345233] [G loss: 0.708309, KL div.: 0.708309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2459 [D loss: 0.692699, acc.: 53.52%, KL div.: 0.347362] [G loss: 0.713447, KL div.: 0.713447, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2460 [D loss: 0.694281, acc.: 49.61%, KL div.: 0.350301] [G loss: 0.715492, KL div.: 0.715492, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2461 [D loss: 0.689765, acc.: 53.91%, KL div.: 0.348624] [G loss: 0.717352, KL div.: 0.717352, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2462 [D loss: 0.693414, acc.: 53.91%, KL div.: 0.349262] [G loss: 0.715005, KL div.: 0.715005, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2463 [D loss: 0.692916, acc.: 55.47%, KL div.: 0.349150] [G loss: 0.719012, KL div.: 0.719012, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2464 [D loss: 0.686384, acc.: 54.30%, KL div.: 0.345619] [G loss: 0.731519, KL div.: 0.731519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2465 [D loss: 0.684766, acc.: 58.98%, KL div.: 0.345216] [G loss: 0.724988, KL div.: 0.724988, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2466 [D loss: 0.685553, acc.: 56.64%, KL div.: 0.343784] [G loss: 0.727717, KL div.: 0.727717, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2467 [D loss: 0.692210, acc.: 50.78%, KL div.: 0.345024] [G loss: 0.722169, KL div.: 0.722169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2468 [D loss: 0.689389, acc.: 54.69%, KL div.: 0.346612] [G loss: 0.721583, KL div.: 0.721583, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2469 [D loss: 0.692166, acc.: 51.56%, KL div.: 0.346783] [G loss: 0.714180, KL div.: 0.714180, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2470 [D loss: 0.687134, acc.: 59.38%, KL div.: 0.339531] [G loss: 0.714401, KL div.: 0.714401, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2471 [D loss: 0.687722, acc.: 55.08%, KL div.: 0.339430] [G loss: 0.709306, KL div.: 0.709306, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2472 [D loss: 0.684612, acc.: 62.50%, KL div.: 0.336964] [G loss: 0.708676, KL div.: 0.708676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2473 [D loss: 0.690304, acc.: 52.73%, KL div.: 0.337832] [G loss: 0.710279, KL div.: 0.710279, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2474 [D loss: 0.689001, acc.: 53.52%, KL div.: 0.337335] [G loss: 0.699543, KL div.: 0.699543, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2475 [D loss: 0.683067, acc.: 56.64%, KL div.: 0.333237] [G loss: 0.700880, KL div.: 0.700880, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2476 [D loss: 0.688781, acc.: 54.69%, KL div.: 0.337141] [G loss: 0.707299, KL div.: 0.707299, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2477 [D loss: 0.687264, acc.: 55.08%, KL div.: 0.334528] [G loss: 0.703902, KL div.: 0.703902, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2478 [D loss: 0.690499, acc.: 55.08%, KL div.: 0.337183] [G loss: 0.693023, KL div.: 0.693023, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2479 [D loss: 0.686535, acc.: 53.91%, KL div.: 0.334786] [G loss: 0.700165, KL div.: 0.700165, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2480 [D loss: 0.689245, acc.: 53.91%, KL div.: 0.336105] [G loss: 0.692117, KL div.: 0.692117, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2481 [D loss: 0.689245, acc.: 54.30%, KL div.: 0.336717] [G loss: 0.694644, KL div.: 0.694644, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2482 [D loss: 0.692749, acc.: 48.83%, KL div.: 0.339234] [G loss: 0.705436, KL div.: 0.705436, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2483 [D loss: 0.692434, acc.: 52.34%, KL div.: 0.338179] [G loss: 0.698441, KL div.: 0.698441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2484 [D loss: 0.690753, acc.: 52.34%, KL div.: 0.339355] [G loss: 0.699824, KL div.: 0.699824, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2485 [D loss: 0.689672, acc.: 55.47%, KL div.: 0.338430] [G loss: 0.706821, KL div.: 0.706821, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2486 [D loss: 0.698122, acc.: 49.22%, KL div.: 0.345883] [G loss: 0.709965, KL div.: 0.709965, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2487 [D loss: 0.698583, acc.: 45.31%, KL div.: 0.349298] [G loss: 0.712854, KL div.: 0.712854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2488 [D loss: 0.695266, acc.: 48.44%, KL div.: 0.347574] [G loss: 0.717415, KL div.: 0.717415, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2489 [D loss: 0.687771, acc.: 54.69%, KL div.: 0.344489] [G loss: 0.714453, KL div.: 0.714453, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2490 [D loss: 0.691119, acc.: 53.91%, KL div.: 0.346328] [G loss: 0.718166, KL div.: 0.718166, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2491 [D loss: 0.696325, acc.: 48.44%, KL div.: 0.349769] [G loss: 0.717590, KL div.: 0.717590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2492 [D loss: 0.692937, acc.: 53.12%, KL div.: 0.345895] [G loss: 0.723168, KL div.: 0.723168, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2493 [D loss: 0.691446, acc.: 50.00%, KL div.: 0.348167] [G loss: 0.716462, KL div.: 0.716462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2494 [D loss: 0.691296, acc.: 52.73%, KL div.: 0.351162] [G loss: 0.723765, KL div.: 0.723765, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2495 [D loss: 0.689761, acc.: 53.52%, KL div.: 0.346527] [G loss: 0.718004, KL div.: 0.718004, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2496 [D loss: 0.696532, acc.: 50.39%, KL div.: 0.350672] [G loss: 0.714210, KL div.: 0.714210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2497 [D loss: 0.687309, acc.: 58.59%, KL div.: 0.346195] [G loss: 0.715774, KL div.: 0.715774, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2498 [D loss: 0.685885, acc.: 57.81%, KL div.: 0.349312] [G loss: 0.723697, KL div.: 0.723697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2499 [D loss: 0.684562, acc.: 55.86%, KL div.: 0.345447] [G loss: 0.728130, KL div.: 0.728130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 0s 25ms/step
2500 [D loss: 0.687219, acc.: 56.25%, KL div.: 0.345374] [G loss: 0.724326, KL div.: 0.724326, FID: 43.773251]
1/1 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 63ms/step
2501 [D loss: 0.685855, acc.: 58.20%, KL div.: 0.343544] [G loss: 0.714880, KL div.: 0.714880, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2502 [D loss: 0.693646, acc.: 50.39%, KL div.: 0.346547] [G loss: 0.720942, KL div.: 0.720942, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2503 [D loss: 0.680950, acc.: 59.38%, KL div.: 0.338528] [G loss: 0.713623, KL div.: 0.713623, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2504 [D loss: 0.688210, acc.: 53.12%, KL div.: 0.341827] [G loss: 0.719590, KL div.: 0.719590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2505 [D loss: 0.696731, acc.: 47.27%, KL div.: 0.345581] [G loss: 0.707802, KL div.: 0.707802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2506 [D loss: 0.683888, acc.: 57.81%, KL div.: 0.339993] [G loss: 0.714235, KL div.: 0.714235, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2507 [D loss: 0.686521, acc.: 57.42%, KL div.: 0.339397] [G loss: 0.704272, KL div.: 0.704272, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2508 [D loss: 0.684958, acc.: 58.98%, KL div.: 0.338800] [G loss: 0.707135, KL div.: 0.707135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2509 [D loss: 0.680149, acc.: 63.67%, KL div.: 0.335159] [G loss: 0.707812, KL div.: 0.707812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2510 [D loss: 0.684665, acc.: 56.25%, KL div.: 0.336372] [G loss: 0.710184, KL div.: 0.710184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2511 [D loss: 0.683399, acc.: 58.59%, KL div.: 0.337064] [G loss: 0.703133, KL div.: 0.703133, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2512 [D loss: 0.691525, acc.: 50.78%, KL div.: 0.341990] [G loss: 0.698860, KL div.: 0.698860, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2513 [D loss: 0.696834, acc.: 46.48%, KL div.: 0.343372] [G loss: 0.696498, KL div.: 0.696498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2514 [D loss: 0.685956, acc.: 58.59%, KL div.: 0.335601] [G loss: 0.703803, KL div.: 0.703803, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2515 [D loss: 0.693231, acc.: 51.17%, KL div.: 0.343938] [G loss: 0.706440, KL div.: 0.706440, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2516 [D loss: 0.693118, acc.: 53.12%, KL div.: 0.343583] [G loss: 0.708451, KL div.: 0.708451, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2517 [D loss: 0.693563, acc.: 51.56%, KL div.: 0.345739] [G loss: 0.707841, KL div.: 0.707841, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2518 [D loss: 0.689999, acc.: 50.78%, KL div.: 0.339376] [G loss: 0.709611, KL div.: 0.709611, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2519 [D loss: 0.694410, acc.: 49.22%, KL div.: 0.344015] [G loss: 0.716327, KL div.: 0.716327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2520 [D loss: 0.693460, acc.: 50.39%, KL div.: 0.347062] [G loss: 0.717059, KL div.: 0.717059, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2521 [D loss: 0.691110, acc.: 55.86%, KL div.: 0.345534] [G loss: 0.712391, KL div.: 0.712391, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2522 [D loss: 0.689254, acc.: 51.17%, KL div.: 0.340952] [G loss: 0.714893, KL div.: 0.714893, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2523 [D loss: 0.691291, acc.: 54.30%, KL div.: 0.345669] [G loss: 0.716398, KL div.: 0.716398, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2524 [D loss: 0.685023, acc.: 56.25%, KL div.: 0.342388] [G loss: 0.715627, KL div.: 0.715627, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2525 [D loss: 0.690583, acc.: 50.78%, KL div.: 0.348284] [G loss: 0.716157, KL div.: 0.716157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2526 [D loss: 0.692564, acc.: 52.73%, KL div.: 0.345500] [G loss: 0.708726, KL div.: 0.708726, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2527 [D loss: 0.687962, acc.: 59.38%, KL div.: 0.345514] [G loss: 0.720458, KL div.: 0.720458, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2528 [D loss: 0.685884, acc.: 56.25%, KL div.: 0.344544] [G loss: 0.723282, KL div.: 0.723282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2529 [D loss: 0.689947, acc.: 51.95%, KL div.: 0.345242] [G loss: 0.716010, KL div.: 0.716010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2530 [D loss: 0.692580, acc.: 51.56%, KL div.: 0.349510] [G loss: 0.719914, KL div.: 0.719914, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2531 [D loss: 0.689781, acc.: 53.52%, KL div.: 0.345525] [G loss: 0.717633, KL div.: 0.717633, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2532 [D loss: 0.691576, acc.: 53.52%, KL div.: 0.348249] [G loss: 0.713517, KL div.: 0.713517, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2533 [D loss: 0.687917, acc.: 53.12%, KL div.: 0.344560] [G loss: 0.712207, KL div.: 0.712207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2534 [D loss: 0.684169, acc.: 57.42%, KL div.: 0.344152] [G loss: 0.717549, KL div.: 0.717549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2535 [D loss: 0.689205, acc.: 56.25%, KL div.: 0.342008] [G loss: 0.710731, KL div.: 0.710731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2536 [D loss: 0.683819, acc.: 60.16%, KL div.: 0.339477] [G loss: 0.716084, KL div.: 0.716084, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2537 [D loss: 0.683530, acc.: 59.38%, KL div.: 0.337243] [G loss: 0.705888, KL div.: 0.705888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2538 [D loss: 0.691632, acc.: 52.34%, KL div.: 0.340096] [G loss: 0.706580, KL div.: 0.706580, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2539 [D loss: 0.687682, acc.: 53.52%, KL div.: 0.339081] [G loss: 0.707960, KL div.: 0.707960, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2540 [D loss: 0.687032, acc.: 57.03%, KL div.: 0.338956] [G loss: 0.707756, KL div.: 0.707756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2541 [D loss: 0.690812, acc.: 52.73%, KL div.: 0.337035] [G loss: 0.706831, KL div.: 0.706831, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2542 [D loss: 0.688811, acc.: 54.69%, KL div.: 0.336924] [G loss: 0.694607, KL div.: 0.694607, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2543 [D loss: 0.686672, acc.: 55.08%, KL div.: 0.335407] [G loss: 0.707653, KL div.: 0.707653, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2544 [D loss: 0.684521, acc.: 57.42%, KL div.: 0.332958] [G loss: 0.694956, KL div.: 0.694956, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2545 [D loss: 0.682989, acc.: 60.94%, KL div.: 0.335698] [G loss: 0.697008, KL div.: 0.697008, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2546 [D loss: 0.693552, acc.: 51.95%, KL div.: 0.341201] [G loss: 0.692635, KL div.: 0.692635, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2547 [D loss: 0.688471, acc.: 53.12%, KL div.: 0.337716] [G loss: 0.700133, KL div.: 0.700133, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2548 [D loss: 0.695615, acc.: 48.44%, KL div.: 0.340591] [G loss: 0.703825, KL div.: 0.703825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2549 [D loss: 0.691893, acc.: 53.12%, KL div.: 0.338297] [G loss: 0.696876, KL div.: 0.696875, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2550 [D loss: 0.692978, acc.: 51.56%, KL div.: 0.344055] [G loss: 0.708378, KL div.: 0.708378, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2551 [D loss: 0.694207, acc.: 54.69%, KL div.: 0.342080] [G loss: 0.701829, KL div.: 0.701829, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2552 [D loss: 0.692287, acc.: 53.12%, KL div.: 0.346925] [G loss: 0.710352, KL div.: 0.710352, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2553 [D loss: 0.697984, acc.: 49.22%, KL div.: 0.349327] [G loss: 0.711678, KL div.: 0.711678, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2554 [D loss: 0.697536, acc.: 47.66%, KL div.: 0.349012] [G loss: 0.709422, KL div.: 0.709422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2555 [D loss: 0.695139, acc.: 49.22%, KL div.: 0.348924] [G loss: 0.715649, KL div.: 0.715649, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2556 [D loss: 0.693789, acc.: 48.83%, KL div.: 0.347265] [G loss: 0.714165, KL div.: 0.714165, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2557 [D loss: 0.688962, acc.: 52.73%, KL div.: 0.347431] [G loss: 0.721207, KL div.: 0.721207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2558 [D loss: 0.689804, acc.: 55.47%, KL div.: 0.346716] [G loss: 0.717912, KL div.: 0.717912, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2559 [D loss: 0.694439, acc.: 50.00%, KL div.: 0.349775] [G loss: 0.720126, KL div.: 0.720126, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2560 [D loss: 0.687392, acc.: 53.91%, KL div.: 0.347888] [G loss: 0.726741, KL div.: 0.726741, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2561 [D loss: 0.694692, acc.: 47.66%, KL div.: 0.350644] [G loss: 0.712461, KL div.: 0.712461, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2562 [D loss: 0.685747, acc.: 56.25%, KL div.: 0.346198] [G loss: 0.724663, KL div.: 0.724663, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2563 [D loss: 0.684117, acc.: 57.42%, KL div.: 0.344427] [G loss: 0.723004, KL div.: 0.723004, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2564 [D loss: 0.688050, acc.: 55.08%, KL div.: 0.344732] [G loss: 0.718319, KL div.: 0.718319, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2565 [D loss: 0.691558, acc.: 51.56%, KL div.: 0.346168] [G loss: 0.714556, KL div.: 0.714556, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2566 [D loss: 0.683317, acc.: 59.77%, KL div.: 0.343317] [G loss: 0.722039, KL div.: 0.722039, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2567 [D loss: 0.678875, acc.: 67.58%, KL div.: 0.338261] [G loss: 0.711629, KL div.: 0.711629, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2568 [D loss: 0.684505, acc.: 57.42%, KL div.: 0.338942] [G loss: 0.716096, KL div.: 0.716096, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2569 [D loss: 0.691760, acc.: 51.95%, KL div.: 0.340141] [G loss: 0.714235, KL div.: 0.714235, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2570 [D loss: 0.686751, acc.: 56.64%, KL div.: 0.340392] [G loss: 0.708456, KL div.: 0.708456, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2571 [D loss: 0.693720, acc.: 52.73%, KL div.: 0.341745] [G loss: 0.711370, KL div.: 0.711370, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2572 [D loss: 0.691246, acc.: 55.08%, KL div.: 0.341708] [G loss: 0.717885, KL div.: 0.717885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2573 [D loss: 0.690396, acc.: 51.56%, KL div.: 0.339978] [G loss: 0.707228, KL div.: 0.707228, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2574 [D loss: 0.688062, acc.: 53.52%, KL div.: 0.336283] [G loss: 0.703370, KL div.: 0.703370, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2575 [D loss: 0.691844, acc.: 49.61%, KL div.: 0.342866] [G loss: 0.696452, KL div.: 0.696452, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2576 [D loss: 0.689214, acc.: 53.52%, KL div.: 0.338909] [G loss: 0.706932, KL div.: 0.706932, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2577 [D loss: 0.694171, acc.: 50.00%, KL div.: 0.341966] [G loss: 0.702828, KL div.: 0.702828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2578 [D loss: 0.691302, acc.: 51.56%, KL div.: 0.339949] [G loss: 0.699129, KL div.: 0.699129, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2579 [D loss: 0.696041, acc.: 47.66%, KL div.: 0.341370] [G loss: 0.703398, KL div.: 0.703398, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2580 [D loss: 0.693933, acc.: 49.22%, KL div.: 0.344401] [G loss: 0.702739, KL div.: 0.702739, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2581 [D loss: 0.693969, acc.: 49.61%, KL div.: 0.343783] [G loss: 0.699671, KL div.: 0.699671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2582 [D loss: 0.694498, acc.: 50.00%, KL div.: 0.340605] [G loss: 0.710157, KL div.: 0.710157, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2583 [D loss: 0.691333, acc.: 53.52%, KL div.: 0.344260] [G loss: 0.714031, KL div.: 0.714031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2584 [D loss: 0.694327, acc.: 50.39%, KL div.: 0.345321] [G loss: 0.716601, KL div.: 0.716601, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2585 [D loss: 0.693208, acc.: 51.17%, KL div.: 0.348983] [G loss: 0.724180, KL div.: 0.724180, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2586 [D loss: 0.689066, acc.: 54.69%, KL div.: 0.347139] [G loss: 0.715940, KL div.: 0.715940, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2587 [D loss: 0.687766, acc.: 55.08%, KL div.: 0.346014] [G loss: 0.721912, KL div.: 0.721912, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2588 [D loss: 0.691417, acc.: 51.56%, KL div.: 0.346097] [G loss: 0.716668, KL div.: 0.716668, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2589 [D loss: 0.691765, acc.: 54.30%, KL div.: 0.347464] [G loss: 0.717647, KL div.: 0.717647, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2590 [D loss: 0.693106, acc.: 48.44%, KL div.: 0.351376] [G loss: 0.719179, KL div.: 0.719179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2591 [D loss: 0.683361, acc.: 57.42%, KL div.: 0.340275] [G loss: 0.723516, KL div.: 0.723516, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2592 [D loss: 0.684476, acc.: 56.64%, KL div.: 0.342137] [G loss: 0.719724, KL div.: 0.719724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2593 [D loss: 0.680955, acc.: 62.50%, KL div.: 0.338633] [G loss: 0.717224, KL div.: 0.717224, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2594 [D loss: 0.682363, acc.: 60.94%, KL div.: 0.341646] [G loss: 0.720213, KL div.: 0.720213, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2595 [D loss: 0.682467, acc.: 58.59%, KL div.: 0.340356] [G loss: 0.705582, KL div.: 0.705582, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2596 [D loss: 0.684893, acc.: 60.94%, KL div.: 0.339671] [G loss: 0.710969, KL div.: 0.710969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2597 [D loss: 0.681019, acc.: 62.11%, KL div.: 0.335976] [G loss: 0.710886, KL div.: 0.710886, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2598 [D loss: 0.680756, acc.: 62.11%, KL div.: 0.332584] [G loss: 0.710060, KL div.: 0.710060, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2599 [D loss: 0.685985, acc.: 58.59%, KL div.: 0.339961] [G loss: 0.715805, KL div.: 0.715805, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 0s 23ms/step
2600 [D loss: 0.689381, acc.: 51.95%, KL div.: 0.337371] [G loss: 0.706586, KL div.: 0.706586, FID: 51.962955]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 68ms/step
2601 [D loss: 0.679606, acc.: 60.94%, KL div.: 0.331803] [G loss: 0.700783, KL div.: 0.700783, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2602 [D loss: 0.686194, acc.: 58.20%, KL div.: 0.335339] [G loss: 0.709882, KL div.: 0.709882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2603 [D loss: 0.688978, acc.: 56.64%, KL div.: 0.339053] [G loss: 0.703348, KL div.: 0.703348, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2604 [D loss: 0.688728, acc.: 57.03%, KL div.: 0.335523] [G loss: 0.699814, KL div.: 0.699814, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2605 [D loss: 0.688473, acc.: 56.25%, KL div.: 0.335992] [G loss: 0.698193, KL div.: 0.698193, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2606 [D loss: 0.688938, acc.: 55.47%, KL div.: 0.334165] [G loss: 0.703786, KL div.: 0.703786, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2607 [D loss: 0.689248, acc.: 54.69%, KL div.: 0.334170] [G loss: 0.700238, KL div.: 0.700237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2608 [D loss: 0.690450, acc.: 56.25%, KL div.: 0.338746] [G loss: 0.709603, KL div.: 0.709603, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2609 [D loss: 0.692670, acc.: 49.61%, KL div.: 0.340038] [G loss: 0.703451, KL div.: 0.703451, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2610 [D loss: 0.689787, acc.: 53.52%, KL div.: 0.339940] [G loss: 0.702618, KL div.: 0.702618, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2611 [D loss: 0.697450, acc.: 44.14%, KL div.: 0.349180] [G loss: 0.712132, KL div.: 0.712132, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2612 [D loss: 0.692094, acc.: 53.12%, KL div.: 0.344090] [G loss: 0.716872, KL div.: 0.716872, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2613 [D loss: 0.692439, acc.: 49.22%, KL div.: 0.345617] [G loss: 0.719033, KL div.: 0.719033, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2614 [D loss: 0.694462, acc.: 48.05%, KL div.: 0.349551] [G loss: 0.717161, KL div.: 0.717161, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2615 [D loss: 0.691507, acc.: 51.56%, KL div.: 0.351799] [G loss: 0.724961, KL div.: 0.724961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2616 [D loss: 0.687614, acc.: 55.47%, KL div.: 0.347299] [G loss: 0.729402, KL div.: 0.729402, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2617 [D loss: 0.693217, acc.: 50.78%, KL div.: 0.351898] [G loss: 0.722106, KL div.: 0.722106, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2618 [D loss: 0.689639, acc.: 50.00%, KL div.: 0.345740] [G loss: 0.722196, KL div.: 0.722196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2619 [D loss: 0.691398, acc.: 50.39%, KL div.: 0.348920] [G loss: 0.715524, KL div.: 0.715524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2620 [D loss: 0.688815, acc.: 53.52%, KL div.: 0.348625] [G loss: 0.723793, KL div.: 0.723793, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2621 [D loss: 0.688970, acc.: 56.64%, KL div.: 0.346785] [G loss: 0.709971, KL div.: 0.709971, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2622 [D loss: 0.687768, acc.: 55.08%, KL div.: 0.345516] [G loss: 0.717201, KL div.: 0.717201, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2623 [D loss: 0.683464, acc.: 58.59%, KL div.: 0.342529] [G loss: 0.726494, KL div.: 0.726494, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2624 [D loss: 0.683659, acc.: 58.59%, KL div.: 0.340242] [G loss: 0.713784, KL div.: 0.713784, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2625 [D loss: 0.678590, acc.: 64.45%, KL div.: 0.336222] [G loss: 0.717371, KL div.: 0.717371, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2626 [D loss: 0.684578, acc.: 61.72%, KL div.: 0.340678] [G loss: 0.716230, KL div.: 0.716230, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2627 [D loss: 0.685353, acc.: 56.25%, KL div.: 0.337880] [G loss: 0.709989, KL div.: 0.709989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2628 [D loss: 0.687346, acc.: 55.86%, KL div.: 0.338535] [G loss: 0.714361, KL div.: 0.714361, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2629 [D loss: 0.685078, acc.: 59.77%, KL div.: 0.338707] [G loss: 0.704613, KL div.: 0.704613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2630 [D loss: 0.680284, acc.: 59.38%, KL div.: 0.335508] [G loss: 0.707208, KL div.: 0.707208, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2631 [D loss: 0.683331, acc.: 58.59%, KL div.: 0.333428] [G loss: 0.706672, KL div.: 0.706672, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2632 [D loss: 0.683023, acc.: 60.55%, KL div.: 0.334350] [G loss: 0.706111, KL div.: 0.706111, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2633 [D loss: 0.686790, acc.: 53.52%, KL div.: 0.335061] [G loss: 0.710013, KL div.: 0.710013, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2634 [D loss: 0.687571, acc.: 57.81%, KL div.: 0.338129] [G loss: 0.708255, KL div.: 0.708254, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2635 [D loss: 0.691455, acc.: 57.03%, KL div.: 0.342869] [G loss: 0.706010, KL div.: 0.706010, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2636 [D loss: 0.689905, acc.: 53.52%, KL div.: 0.339126] [G loss: 0.709744, KL div.: 0.709744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2637 [D loss: 0.690147, acc.: 55.47%, KL div.: 0.342760] [G loss: 0.717340, KL div.: 0.717340, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2638 [D loss: 0.685813, acc.: 55.86%, KL div.: 0.341774] [G loss: 0.724432, KL div.: 0.724432, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2639 [D loss: 0.687359, acc.: 56.25%, KL div.: 0.345060] [G loss: 0.718908, KL div.: 0.718908, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2640 [D loss: 0.695624, acc.: 51.95%, KL div.: 0.350524] [G loss: 0.721217, KL div.: 0.721217, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2641 [D loss: 0.684996, acc.: 56.64%, KL div.: 0.345305] [G loss: 0.722234, KL div.: 0.722234, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2642 [D loss: 0.694519, acc.: 50.39%, KL div.: 0.352677] [G loss: 0.726637, KL div.: 0.726637, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2643 [D loss: 0.697093, acc.: 46.48%, KL div.: 0.351567] [G loss: 0.730478, KL div.: 0.730478, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2644 [D loss: 0.693150, acc.: 54.30%, KL div.: 0.350580] [G loss: 0.720327, KL div.: 0.720327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2645 [D loss: 0.699032, acc.: 45.70%, KL div.: 0.354589] [G loss: 0.724114, KL div.: 0.724114, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2646 [D loss: 0.693663, acc.: 51.56%, KL div.: 0.352900] [G loss: 0.710330, KL div.: 0.710330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2647 [D loss: 0.689711, acc.: 54.30%, KL div.: 0.350329] [G loss: 0.722999, KL div.: 0.722999, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2648 [D loss: 0.694829, acc.: 50.00%, KL div.: 0.350119] [G loss: 0.713481, KL div.: 0.713481, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2649 [D loss: 0.690974, acc.: 55.08%, KL div.: 0.345359] [G loss: 0.714149, KL div.: 0.714149, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2650 [D loss: 0.691090, acc.: 48.83%, KL div.: 0.346425] [G loss: 0.713499, KL div.: 0.713499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2651 [D loss: 0.693856, acc.: 48.83%, KL div.: 0.349929] [G loss: 0.711807, KL div.: 0.711807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2652 [D loss: 0.694043, acc.: 49.61%, KL div.: 0.347277] [G loss: 0.706102, KL div.: 0.706102, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2653 [D loss: 0.688547, acc.: 58.59%, KL div.: 0.345288] [G loss: 0.712653, KL div.: 0.712653, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2654 [D loss: 0.690226, acc.: 53.52%, KL div.: 0.341850] [G loss: 0.712586, KL div.: 0.712586, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2655 [D loss: 0.691588, acc.: 53.12%, KL div.: 0.343253] [G loss: 0.708097, KL div.: 0.708097, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2656 [D loss: 0.686770, acc.: 56.64%, KL div.: 0.338632] [G loss: 0.714370, KL div.: 0.714370, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2657 [D loss: 0.684585, acc.: 60.16%, KL div.: 0.341263] [G loss: 0.716420, KL div.: 0.716420, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2658 [D loss: 0.684139, acc.: 56.25%, KL div.: 0.338684] [G loss: 0.710521, KL div.: 0.710522, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2659 [D loss: 0.686217, acc.: 57.81%, KL div.: 0.339203] [G loss: 0.717606, KL div.: 0.717606, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2660 [D loss: 0.686399, acc.: 55.08%, KL div.: 0.342771] [G loss: 0.715052, KL div.: 0.715052, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2661 [D loss: 0.689340, acc.: 54.69%, KL div.: 0.340493] [G loss: 0.710829, KL div.: 0.710829, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2662 [D loss: 0.688580, acc.: 53.12%, KL div.: 0.337217] [G loss: 0.708219, KL div.: 0.708219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2663 [D loss: 0.691012, acc.: 57.42%, KL div.: 0.344563] [G loss: 0.716433, KL div.: 0.716433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2664 [D loss: 0.686813, acc.: 57.42%, KL div.: 0.340108] [G loss: 0.712495, KL div.: 0.712495, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2665 [D loss: 0.683588, acc.: 57.81%, KL div.: 0.338663] [G loss: 0.717187, KL div.: 0.717187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2666 [D loss: 0.685268, acc.: 54.69%, KL div.: 0.340949] [G loss: 0.720523, KL div.: 0.720523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2667 [D loss: 0.685479, acc.: 57.42%, KL div.: 0.343446] [G loss: 0.719974, KL div.: 0.719974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2668 [D loss: 0.684966, acc.: 60.55%, KL div.: 0.340626] [G loss: 0.718786, KL div.: 0.718786, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2669 [D loss: 0.693417, acc.: 52.73%, KL div.: 0.346198] [G loss: 0.714753, KL div.: 0.714753, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2670 [D loss: 0.693772, acc.: 51.56%, KL div.: 0.346730] [G loss: 0.713062, KL div.: 0.713062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2671 [D loss: 0.695557, acc.: 47.27%, KL div.: 0.348545] [G loss: 0.719808, KL div.: 0.719808, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2672 [D loss: 0.691252, acc.: 49.22%, KL div.: 0.344070] [G loss: 0.711714, KL div.: 0.711714, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2673 [D loss: 0.686413, acc.: 57.81%, KL div.: 0.344189] [G loss: 0.714172, KL div.: 0.714172, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2674 [D loss: 0.687308, acc.: 57.03%, KL div.: 0.342974] [G loss: 0.717849, KL div.: 0.717849, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2675 [D loss: 0.694634, acc.: 51.56%, KL div.: 0.346186] [G loss: 0.707694, KL div.: 0.707694, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2676 [D loss: 0.696052, acc.: 47.27%, KL div.: 0.345625] [G loss: 0.708524, KL div.: 0.708524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2677 [D loss: 0.693282, acc.: 53.52%, KL div.: 0.344927] [G loss: 0.708118, KL div.: 0.708118, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2678 [D loss: 0.697322, acc.: 48.83%, KL div.: 0.347528] [G loss: 0.701659, KL div.: 0.701659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2679 [D loss: 0.693919, acc.: 50.78%, KL div.: 0.343384] [G loss: 0.704989, KL div.: 0.704989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2680 [D loss: 0.692312, acc.: 52.34%, KL div.: 0.344156] [G loss: 0.710491, KL div.: 0.710491, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2681 [D loss: 0.687703, acc.: 51.95%, KL div.: 0.341839] [G loss: 0.704836, KL div.: 0.704836, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2682 [D loss: 0.699101, acc.: 47.27%, KL div.: 0.344342] [G loss: 0.692464, KL div.: 0.692464, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2683 [D loss: 0.691923, acc.: 53.91%, KL div.: 0.343969] [G loss: 0.705030, KL div.: 0.705030, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2684 [D loss: 0.691827, acc.: 51.17%, KL div.: 0.342479] [G loss: 0.708283, KL div.: 0.708283, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2685 [D loss: 0.700574, acc.: 44.14%, KL div.: 0.345718] [G loss: 0.708920, KL div.: 0.708920, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2686 [D loss: 0.692871, acc.: 53.12%, KL div.: 0.345297] [G loss: 0.714740, KL div.: 0.714740, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2687 [D loss: 0.690760, acc.: 53.52%, KL div.: 0.339508] [G loss: 0.711527, KL div.: 0.711527, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2688 [D loss: 0.690815, acc.: 55.86%, KL div.: 0.343456] [G loss: 0.706809, KL div.: 0.706809, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2689 [D loss: 0.686855, acc.: 53.52%, KL div.: 0.343764] [G loss: 0.705903, KL div.: 0.705903, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2690 [D loss: 0.684759, acc.: 58.98%, KL div.: 0.341881] [G loss: 0.715856, KL div.: 0.715856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2691 [D loss: 0.686635, acc.: 55.08%, KL div.: 0.339686] [G loss: 0.716926, KL div.: 0.716926, FID: 0.000000]
4/4 [==============================] - 0s 42ms/step
2692 [D loss: 0.683164, acc.: 61.33%, KL div.: 0.339235] [G loss: 0.715617, KL div.: 0.715617, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2693 [D loss: 0.687748, acc.: 54.30%, KL div.: 0.345494] [G loss: 0.721025, KL div.: 0.721025, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2694 [D loss: 0.682365, acc.: 58.98%, KL div.: 0.339268] [G loss: 0.724130, KL div.: 0.724130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2695 [D loss: 0.684999, acc.: 57.03%, KL div.: 0.338777] [G loss: 0.715078, KL div.: 0.715078, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2696 [D loss: 0.684268, acc.: 60.16%, KL div.: 0.339888] [G loss: 0.721375, KL div.: 0.721375, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2697 [D loss: 0.686603, acc.: 59.38%, KL div.: 0.342569] [G loss: 0.718983, KL div.: 0.718983, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
2698 [D loss: 0.689189, acc.: 55.86%, KL div.: 0.344532] [G loss: 0.713133, KL div.: 0.713133, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2699 [D loss: 0.684521, acc.: 57.81%, KL div.: 0.341179] [G loss: 0.720822, KL div.: 0.720822, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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4/4 [==============================] - 0s 22ms/step
2700 [D loss: 0.684293, acc.: 55.47%, KL div.: 0.340878] [G loss: 0.720072, KL div.: 0.720072, FID: 63.450014]
1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 61ms/step
2701 [D loss: 0.687637, acc.: 57.03%, KL div.: 0.344902] [G loss: 0.719794, KL div.: 0.719794, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2702 [D loss: 0.689306, acc.: 50.78%, KL div.: 0.343525] [G loss: 0.712299, KL div.: 0.712299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2703 [D loss: 0.687044, acc.: 53.91%, KL div.: 0.340326] [G loss: 0.716176, KL div.: 0.716176, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2704 [D loss: 0.690901, acc.: 53.52%, KL div.: 0.343488] [G loss: 0.711710, KL div.: 0.711710, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2705 [D loss: 0.692074, acc.: 52.73%, KL div.: 0.344485] [G loss: 0.713534, KL div.: 0.713534, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2706 [D loss: 0.694758, acc.: 49.22%, KL div.: 0.344940] [G loss: 0.705930, KL div.: 0.705930, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2707 [D loss: 0.688638, acc.: 59.77%, KL div.: 0.344547] [G loss: 0.714763, KL div.: 0.714763, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2708 [D loss: 0.696925, acc.: 45.70%, KL div.: 0.349943] [G loss: 0.714365, KL div.: 0.714365, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2709 [D loss: 0.697386, acc.: 49.61%, KL div.: 0.347430] [G loss: 0.710449, KL div.: 0.710449, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2710 [D loss: 0.695583, acc.: 49.22%, KL div.: 0.348380] [G loss: 0.718693, KL div.: 0.718694, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2711 [D loss: 0.696595, acc.: 52.34%, KL div.: 0.348676] [G loss: 0.710401, KL div.: 0.710401, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2712 [D loss: 0.696325, acc.: 47.66%, KL div.: 0.348914] [G loss: 0.703189, KL div.: 0.703189, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2713 [D loss: 0.695690, acc.: 45.70%, KL div.: 0.347977] [G loss: 0.711713, KL div.: 0.711713, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2714 [D loss: 0.692628, acc.: 52.73%, KL div.: 0.346396] [G loss: 0.713719, KL div.: 0.713719, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2715 [D loss: 0.691056, acc.: 52.73%, KL div.: 0.345154] [G loss: 0.711611, KL div.: 0.711611, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2716 [D loss: 0.684741, acc.: 55.86%, KL div.: 0.344303] [G loss: 0.717875, KL div.: 0.717875, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2717 [D loss: 0.691725, acc.: 53.12%, KL div.: 0.347751] [G loss: 0.719798, KL div.: 0.719798, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2718 [D loss: 0.694776, acc.: 48.83%, KL div.: 0.347650] [G loss: 0.719818, KL div.: 0.719818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2719 [D loss: 0.691159, acc.: 50.78%, KL div.: 0.345537] [G loss: 0.718123, KL div.: 0.718123, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2720 [D loss: 0.686243, acc.: 57.81%, KL div.: 0.342165] [G loss: 0.716015, KL div.: 0.716015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2721 [D loss: 0.687272, acc.: 57.81%, KL div.: 0.346497] [G loss: 0.727697, KL div.: 0.727697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2722 [D loss: 0.686332, acc.: 58.98%, KL div.: 0.345733] [G loss: 0.724430, KL div.: 0.724430, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2723 [D loss: 0.684291, acc.: 55.08%, KL div.: 0.342605] [G loss: 0.717595, KL div.: 0.717595, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2724 [D loss: 0.689371, acc.: 51.17%, KL div.: 0.343418] [G loss: 0.716092, KL div.: 0.716092, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2725 [D loss: 0.686935, acc.: 57.03%, KL div.: 0.346827] [G loss: 0.731845, KL div.: 0.731845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2726 [D loss: 0.683178, acc.: 58.20%, KL div.: 0.340471] [G loss: 0.725308, KL div.: 0.725308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2727 [D loss: 0.685904, acc.: 55.47%, KL div.: 0.344272] [G loss: 0.721350, KL div.: 0.721350, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2728 [D loss: 0.689943, acc.: 51.56%, KL div.: 0.343086] [G loss: 0.722754, KL div.: 0.722754, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2729 [D loss: 0.687238, acc.: 57.03%, KL div.: 0.341667] [G loss: 0.718968, KL div.: 0.718968, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2730 [D loss: 0.685356, acc.: 57.81%, KL div.: 0.341195] [G loss: 0.714558, KL div.: 0.714558, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2731 [D loss: 0.680587, acc.: 61.33%, KL div.: 0.337840] [G loss: 0.717300, KL div.: 0.717300, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2732 [D loss: 0.688864, acc.: 53.91%, KL div.: 0.344581] [G loss: 0.712972, KL div.: 0.712972, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2733 [D loss: 0.687112, acc.: 56.25%, KL div.: 0.342029] [G loss: 0.715987, KL div.: 0.715987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2734 [D loss: 0.685518, acc.: 57.81%, KL div.: 0.342097] [G loss: 0.710858, KL div.: 0.710858, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2735 [D loss: 0.686280, acc.: 54.69%, KL div.: 0.340222] [G loss: 0.707845, KL div.: 0.707845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2736 [D loss: 0.688049, acc.: 53.52%, KL div.: 0.342319] [G loss: 0.708733, KL div.: 0.708733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2737 [D loss: 0.694567, acc.: 51.95%, KL div.: 0.340788] [G loss: 0.706283, KL div.: 0.706282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2738 [D loss: 0.696630, acc.: 49.22%, KL div.: 0.345035] [G loss: 0.705580, KL div.: 0.705580, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2739 [D loss: 0.689895, acc.: 54.69%, KL div.: 0.340134] [G loss: 0.702228, KL div.: 0.702228, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2740 [D loss: 0.690539, acc.: 53.12%, KL div.: 0.339923] [G loss: 0.717057, KL div.: 0.717057, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2741 [D loss: 0.689362, acc.: 55.86%, KL div.: 0.342466] [G loss: 0.715538, KL div.: 0.715538, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2742 [D loss: 0.692538, acc.: 50.78%, KL div.: 0.344600] [G loss: 0.710160, KL div.: 0.710160, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2743 [D loss: 0.697129, acc.: 43.75%, KL div.: 0.345838] [G loss: 0.709436, KL div.: 0.709436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2744 [D loss: 0.692898, acc.: 49.61%, KL div.: 0.344453] [G loss: 0.708047, KL div.: 0.708047, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2745 [D loss: 0.690950, acc.: 50.78%, KL div.: 0.346007] [G loss: 0.709329, KL div.: 0.709329, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2746 [D loss: 0.693994, acc.: 53.52%, KL div.: 0.345316] [G loss: 0.708362, KL div.: 0.708362, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2747 [D loss: 0.695690, acc.: 44.92%, KL div.: 0.347470] [G loss: 0.712092, KL div.: 0.712092, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2748 [D loss: 0.693077, acc.: 50.39%, KL div.: 0.348555] [G loss: 0.710346, KL div.: 0.710346, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2749 [D loss: 0.687609, acc.: 52.34%, KL div.: 0.344789] [G loss: 0.717896, KL div.: 0.717896, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2750 [D loss: 0.694285, acc.: 53.91%, KL div.: 0.346343] [G loss: 0.717890, KL div.: 0.717890, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2751 [D loss: 0.689155, acc.: 53.12%, KL div.: 0.343574] [G loss: 0.709513, KL div.: 0.709513, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2752 [D loss: 0.689115, acc.: 53.12%, KL div.: 0.344837] [G loss: 0.719917, KL div.: 0.719917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2753 [D loss: 0.684961, acc.: 58.20%, KL div.: 0.344612] [G loss: 0.720816, KL div.: 0.720816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2754 [D loss: 0.692902, acc.: 50.78%, KL div.: 0.347997] [G loss: 0.725019, KL div.: 0.725019, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2755 [D loss: 0.683996, acc.: 60.55%, KL div.: 0.345198] [G loss: 0.720542, KL div.: 0.720542, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2756 [D loss: 0.689581, acc.: 55.47%, KL div.: 0.346179] [G loss: 0.720196, KL div.: 0.720196, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2757 [D loss: 0.684953, acc.: 58.20%, KL div.: 0.341960] [G loss: 0.719459, KL div.: 0.719459, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2758 [D loss: 0.681029, acc.: 60.94%, KL div.: 0.341284] [G loss: 0.723404, KL div.: 0.723404, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2759 [D loss: 0.687647, acc.: 53.91%, KL div.: 0.342175] [G loss: 0.712093, KL div.: 0.712093, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2760 [D loss: 0.688046, acc.: 54.30%, KL div.: 0.344952] [G loss: 0.724955, KL div.: 0.724955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2761 [D loss: 0.682240, acc.: 59.38%, KL div.: 0.338443] [G loss: 0.717642, KL div.: 0.717642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2762 [D loss: 0.684725, acc.: 57.03%, KL div.: 0.341373] [G loss: 0.720555, KL div.: 0.720555, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2763 [D loss: 0.685521, acc.: 57.42%, KL div.: 0.338166] [G loss: 0.715245, KL div.: 0.715245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2764 [D loss: 0.686887, acc.: 57.81%, KL div.: 0.341633] [G loss: 0.714618, KL div.: 0.714618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2765 [D loss: 0.687322, acc.: 53.91%, KL div.: 0.341209] [G loss: 0.717115, KL div.: 0.717115, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2766 [D loss: 0.691305, acc.: 53.52%, KL div.: 0.342784] [G loss: 0.714668, KL div.: 0.714668, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2767 [D loss: 0.687484, acc.: 53.91%, KL div.: 0.344088] [G loss: 0.719589, KL div.: 0.719589, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2768 [D loss: 0.691047, acc.: 52.34%, KL div.: 0.341703] [G loss: 0.706587, KL div.: 0.706587, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2769 [D loss: 0.691770, acc.: 53.91%, KL div.: 0.342850] [G loss: 0.709430, KL div.: 0.709430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2770 [D loss: 0.692055, acc.: 48.83%, KL div.: 0.342494] [G loss: 0.711284, KL div.: 0.711284, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2771 [D loss: 0.691325, acc.: 51.56%, KL div.: 0.341300] [G loss: 0.707024, KL div.: 0.707024, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2772 [D loss: 0.690295, acc.: 53.52%, KL div.: 0.343905] [G loss: 0.718534, KL div.: 0.718534, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2773 [D loss: 0.691034, acc.: 54.69%, KL div.: 0.343967] [G loss: 0.718466, KL div.: 0.718466, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2774 [D loss: 0.690316, acc.: 52.73%, KL div.: 0.342711] [G loss: 0.715307, KL div.: 0.715307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2775 [D loss: 0.694986, acc.: 50.78%, KL div.: 0.349621] [G loss: 0.724857, KL div.: 0.724857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2776 [D loss: 0.696544, acc.: 48.44%, KL div.: 0.351246] [G loss: 0.718462, KL div.: 0.718462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2777 [D loss: 0.694221, acc.: 52.73%, KL div.: 0.348213] [G loss: 0.716539, KL div.: 0.716539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2778 [D loss: 0.692859, acc.: 50.39%, KL div.: 0.348288] [G loss: 0.717162, KL div.: 0.717162, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2779 [D loss: 0.691233, acc.: 53.52%, KL div.: 0.347157] [G loss: 0.716335, KL div.: 0.716335, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2780 [D loss: 0.693353, acc.: 52.34%, KL div.: 0.348253] [G loss: 0.713368, KL div.: 0.713368, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2781 [D loss: 0.690899, acc.: 51.95%, KL div.: 0.346869] [G loss: 0.713736, KL div.: 0.713736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2782 [D loss: 0.694457, acc.: 51.56%, KL div.: 0.348882] [G loss: 0.717276, KL div.: 0.717276, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2783 [D loss: 0.689349, acc.: 54.30%, KL div.: 0.346495] [G loss: 0.715455, KL div.: 0.715454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2784 [D loss: 0.687011, acc.: 57.03%, KL div.: 0.345138] [G loss: 0.713789, KL div.: 0.713789, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2785 [D loss: 0.691024, acc.: 49.61%, KL div.: 0.341803] [G loss: 0.708121, KL div.: 0.708121, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2786 [D loss: 0.684144, acc.: 61.33%, KL div.: 0.339455] [G loss: 0.712058, KL div.: 0.712058, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2787 [D loss: 0.687673, acc.: 58.59%, KL div.: 0.341272] [G loss: 0.706188, KL div.: 0.706188, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2788 [D loss: 0.687858, acc.: 55.86%, KL div.: 0.344096] [G loss: 0.712961, KL div.: 0.712961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2789 [D loss: 0.687817, acc.: 57.03%, KL div.: 0.343758] [G loss: 0.713060, KL div.: 0.713060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2790 [D loss: 0.688890, acc.: 52.73%, KL div.: 0.342352] [G loss: 0.709236, KL div.: 0.709236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2791 [D loss: 0.684656, acc.: 57.42%, KL div.: 0.340402] [G loss: 0.716639, KL div.: 0.716639, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2792 [D loss: 0.684134, acc.: 57.03%, KL div.: 0.338388] [G loss: 0.710979, KL div.: 0.710979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2793 [D loss: 0.688162, acc.: 55.08%, KL div.: 0.341284] [G loss: 0.710319, KL div.: 0.710319, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2794 [D loss: 0.689033, acc.: 54.69%, KL div.: 0.341981] [G loss: 0.709506, KL div.: 0.709506, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2795 [D loss: 0.683614, acc.: 60.16%, KL div.: 0.339364] [G loss: 0.714180, KL div.: 0.714180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2796 [D loss: 0.687168, acc.: 56.25%, KL div.: 0.342089] [G loss: 0.706663, KL div.: 0.706663, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2797 [D loss: 0.687926, acc.: 57.42%, KL div.: 0.340568] [G loss: 0.715006, KL div.: 0.715006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2798 [D loss: 0.686064, acc.: 58.59%, KL div.: 0.341643] [G loss: 0.717172, KL div.: 0.717172, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2799 [D loss: 0.686465, acc.: 57.81%, KL div.: 0.341561] [G loss: 0.716821, KL div.: 0.716821, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 55ms/step
4/4 [==============================] - 0s 33ms/step
2800 [D loss: 0.684897, acc.: 57.81%, KL div.: 0.341527] [G loss: 0.717477, KL div.: 0.717477, FID: 55.328909]
1/1 [==============================] - 0s 12ms/step
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2801 [D loss: 0.688816, acc.: 52.73%, KL div.: 0.340790] [G loss: 0.712677, KL div.: 0.712677, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2802 [D loss: 0.693399, acc.: 53.52%, KL div.: 0.345730] [G loss: 0.711316, KL div.: 0.711316, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2803 [D loss: 0.683671, acc.: 58.20%, KL div.: 0.340559] [G loss: 0.711207, KL div.: 0.711207, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2804 [D loss: 0.695261, acc.: 50.00%, KL div.: 0.343833] [G loss: 0.703908, KL div.: 0.703908, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2805 [D loss: 0.686053, acc.: 58.98%, KL div.: 0.338998] [G loss: 0.715573, KL div.: 0.715573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2806 [D loss: 0.686493, acc.: 58.98%, KL div.: 0.342536] [G loss: 0.706327, KL div.: 0.706327, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2807 [D loss: 0.693482, acc.: 50.39%, KL div.: 0.342313] [G loss: 0.701658, KL div.: 0.701658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2808 [D loss: 0.690303, acc.: 55.08%, KL div.: 0.342453] [G loss: 0.707474, KL div.: 0.707474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2809 [D loss: 0.693799, acc.: 51.17%, KL div.: 0.341728] [G loss: 0.701881, KL div.: 0.701881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2810 [D loss: 0.691284, acc.: 51.95%, KL div.: 0.341895] [G loss: 0.713520, KL div.: 0.713520, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2811 [D loss: 0.692450, acc.: 53.12%, KL div.: 0.340309] [G loss: 0.708223, KL div.: 0.708223, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2812 [D loss: 0.687880, acc.: 54.69%, KL div.: 0.341243] [G loss: 0.714939, KL div.: 0.714939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2813 [D loss: 0.689069, acc.: 52.34%, KL div.: 0.340268] [G loss: 0.700980, KL div.: 0.700980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2814 [D loss: 0.689801, acc.: 51.17%, KL div.: 0.341780] [G loss: 0.705292, KL div.: 0.705292, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2815 [D loss: 0.691511, acc.: 53.52%, KL div.: 0.341544] [G loss: 0.706037, KL div.: 0.706037, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2816 [D loss: 0.687669, acc.: 57.42%, KL div.: 0.336703] [G loss: 0.701705, KL div.: 0.701705, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2817 [D loss: 0.691039, acc.: 49.22%, KL div.: 0.342318] [G loss: 0.701267, KL div.: 0.701267, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2818 [D loss: 0.684954, acc.: 53.91%, KL div.: 0.339895] [G loss: 0.706364, KL div.: 0.706364, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2819 [D loss: 0.686208, acc.: 53.52%, KL div.: 0.340152] [G loss: 0.708403, KL div.: 0.708403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2820 [D loss: 0.696285, acc.: 48.83%, KL div.: 0.347002] [G loss: 0.708810, KL div.: 0.708810, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2821 [D loss: 0.689091, acc.: 51.17%, KL div.: 0.341214] [G loss: 0.714148, KL div.: 0.714148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2822 [D loss: 0.688221, acc.: 54.69%, KL div.: 0.344487] [G loss: 0.712597, KL div.: 0.712597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2823 [D loss: 0.686698, acc.: 57.81%, KL div.: 0.341664] [G loss: 0.711501, KL div.: 0.711501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2824 [D loss: 0.682139, acc.: 58.98%, KL div.: 0.341720] [G loss: 0.723498, KL div.: 0.723498, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2825 [D loss: 0.689344, acc.: 54.69%, KL div.: 0.341209] [G loss: 0.717431, KL div.: 0.717431, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2826 [D loss: 0.686638, acc.: 59.77%, KL div.: 0.342435] [G loss: 0.718759, KL div.: 0.718759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2827 [D loss: 0.687632, acc.: 55.08%, KL div.: 0.341643] [G loss: 0.719474, KL div.: 0.719474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2828 [D loss: 0.688818, acc.: 52.34%, KL div.: 0.343208] [G loss: 0.716910, KL div.: 0.716910, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2829 [D loss: 0.684888, acc.: 57.81%, KL div.: 0.340776] [G loss: 0.717763, KL div.: 0.717763, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2830 [D loss: 0.689394, acc.: 55.47%, KL div.: 0.343100] [G loss: 0.702230, KL div.: 0.702230, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2831 [D loss: 0.688482, acc.: 55.86%, KL div.: 0.342675] [G loss: 0.715792, KL div.: 0.715792, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2832 [D loss: 0.683370, acc.: 59.38%, KL div.: 0.341304] [G loss: 0.715221, KL div.: 0.715221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2833 [D loss: 0.691619, acc.: 53.52%, KL div.: 0.343078] [G loss: 0.707880, KL div.: 0.707880, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2834 [D loss: 0.688305, acc.: 51.95%, KL div.: 0.338137] [G loss: 0.709691, KL div.: 0.709691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2835 [D loss: 0.690628, acc.: 53.12%, KL div.: 0.340747] [G loss: 0.714294, KL div.: 0.714294, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2836 [D loss: 0.691210, acc.: 53.52%, KL div.: 0.339540] [G loss: 0.706917, KL div.: 0.706917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2837 [D loss: 0.699761, acc.: 47.27%, KL div.: 0.347208] [G loss: 0.708516, KL div.: 0.708516, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2838 [D loss: 0.692502, acc.: 54.30%, KL div.: 0.343642] [G loss: 0.707975, KL div.: 0.707975, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2839 [D loss: 0.692522, acc.: 50.78%, KL div.: 0.341531] [G loss: 0.706902, KL div.: 0.706902, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2840 [D loss: 0.698898, acc.: 44.14%, KL div.: 0.341353] [G loss: 0.696139, KL div.: 0.696139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2841 [D loss: 0.688508, acc.: 54.69%, KL div.: 0.335859] [G loss: 0.707481, KL div.: 0.707481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2842 [D loss: 0.690363, acc.: 53.12%, KL div.: 0.344375] [G loss: 0.708553, KL div.: 0.708553, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2843 [D loss: 0.689855, acc.: 53.52%, KL div.: 0.343284] [G loss: 0.712352, KL div.: 0.712352, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2844 [D loss: 0.694681, acc.: 52.73%, KL div.: 0.344246] [G loss: 0.711442, KL div.: 0.711442, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2845 [D loss: 0.693251, acc.: 50.78%, KL div.: 0.343635] [G loss: 0.711863, KL div.: 0.711863, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2846 [D loss: 0.695011, acc.: 46.09%, KL div.: 0.348074] [G loss: 0.718857, KL div.: 0.718857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2847 [D loss: 0.697732, acc.: 46.09%, KL div.: 0.347143] [G loss: 0.708661, KL div.: 0.708661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2848 [D loss: 0.692420, acc.: 48.83%, KL div.: 0.347913] [G loss: 0.713772, KL div.: 0.713772, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2849 [D loss: 0.689470, acc.: 55.47%, KL div.: 0.344248] [G loss: 0.722759, KL div.: 0.722759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2850 [D loss: 0.693203, acc.: 51.56%, KL div.: 0.351267] [G loss: 0.717554, KL div.: 0.717554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2851 [D loss: 0.691619, acc.: 53.12%, KL div.: 0.347426] [G loss: 0.723747, KL div.: 0.723747, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2852 [D loss: 0.691059, acc.: 55.47%, KL div.: 0.345769] [G loss: 0.724288, KL div.: 0.724288, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2853 [D loss: 0.690852, acc.: 53.91%, KL div.: 0.345907] [G loss: 0.717720, KL div.: 0.717720, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2854 [D loss: 0.692138, acc.: 56.25%, KL div.: 0.348493] [G loss: 0.722410, KL div.: 0.722410, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2855 [D loss: 0.692701, acc.: 51.56%, KL div.: 0.349091] [G loss: 0.712949, KL div.: 0.712949, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2856 [D loss: 0.687348, acc.: 55.47%, KL div.: 0.345340] [G loss: 0.717512, KL div.: 0.717512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2857 [D loss: 0.688084, acc.: 55.08%, KL div.: 0.345051] [G loss: 0.722997, KL div.: 0.722997, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2858 [D loss: 0.687213, acc.: 57.03%, KL div.: 0.342469] [G loss: 0.712581, KL div.: 0.712581, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2859 [D loss: 0.688628, acc.: 57.03%, KL div.: 0.341993] [G loss: 0.715503, KL div.: 0.715503, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2860 [D loss: 0.688521, acc.: 53.12%, KL div.: 0.340778] [G loss: 0.709691, KL div.: 0.709691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2861 [D loss: 0.691178, acc.: 50.78%, KL div.: 0.343379] [G loss: 0.714022, KL div.: 0.714022, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2862 [D loss: 0.683047, acc.: 58.98%, KL div.: 0.335856] [G loss: 0.709427, KL div.: 0.709427, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2863 [D loss: 0.689468, acc.: 57.81%, KL div.: 0.340577] [G loss: 0.704347, KL div.: 0.704347, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2864 [D loss: 0.688107, acc.: 53.91%, KL div.: 0.341150] [G loss: 0.706598, KL div.: 0.706598, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2865 [D loss: 0.685018, acc.: 58.20%, KL div.: 0.338717] [G loss: 0.710515, KL div.: 0.710515, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2866 [D loss: 0.690836, acc.: 51.17%, KL div.: 0.343949] [G loss: 0.707016, KL div.: 0.707016, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2867 [D loss: 0.694184, acc.: 51.17%, KL div.: 0.343655] [G loss: 0.705492, KL div.: 0.705492, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2868 [D loss: 0.692999, acc.: 48.83%, KL div.: 0.344484] [G loss: 0.710620, KL div.: 0.710620, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2869 [D loss: 0.692222, acc.: 49.22%, KL div.: 0.339725] [G loss: 0.704117, KL div.: 0.704117, FID: 0.000000]
4/4 [==============================] - 0s 17ms/step
2870 [D loss: 0.695454, acc.: 45.31%, KL div.: 0.344231] [G loss: 0.703187, KL div.: 0.703187, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2871 [D loss: 0.697042, acc.: 49.61%, KL div.: 0.346326] [G loss: 0.706227, KL div.: 0.706227, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2872 [D loss: 0.694613, acc.: 50.00%, KL div.: 0.345179] [G loss: 0.705108, KL div.: 0.705108, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2873 [D loss: 0.690011, acc.: 55.08%, KL div.: 0.343871] [G loss: 0.711028, KL div.: 0.711028, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2874 [D loss: 0.694445, acc.: 52.34%, KL div.: 0.346420] [G loss: 0.717234, KL div.: 0.717234, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2875 [D loss: 0.693435, acc.: 50.00%, KL div.: 0.346908] [G loss: 0.716135, KL div.: 0.716135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2876 [D loss: 0.690525, acc.: 55.86%, KL div.: 0.345538] [G loss: 0.709036, KL div.: 0.709036, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2877 [D loss: 0.690809, acc.: 52.34%, KL div.: 0.345434] [G loss: 0.715593, KL div.: 0.715593, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2878 [D loss: 0.693504, acc.: 51.56%, KL div.: 0.346617] [G loss: 0.708248, KL div.: 0.708248, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2879 [D loss: 0.693687, acc.: 47.27%, KL div.: 0.346465] [G loss: 0.715116, KL div.: 0.715116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2880 [D loss: 0.692966, acc.: 53.12%, KL div.: 0.345820] [G loss: 0.711920, KL div.: 0.711920, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2881 [D loss: 0.683827, acc.: 55.47%, KL div.: 0.339545] [G loss: 0.711056, KL div.: 0.711056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2882 [D loss: 0.689534, acc.: 52.34%, KL div.: 0.344949] [G loss: 0.710756, KL div.: 0.710756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2883 [D loss: 0.688058, acc.: 55.08%, KL div.: 0.339559] [G loss: 0.703763, KL div.: 0.703763, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2884 [D loss: 0.688712, acc.: 52.34%, KL div.: 0.342228] [G loss: 0.711826, KL div.: 0.711826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2885 [D loss: 0.688521, acc.: 54.30%, KL div.: 0.341523] [G loss: 0.713742, KL div.: 0.713742, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2886 [D loss: 0.684118, acc.: 58.98%, KL div.: 0.337966] [G loss: 0.712314, KL div.: 0.712314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2887 [D loss: 0.685474, acc.: 56.25%, KL div.: 0.337725] [G loss: 0.710949, KL div.: 0.710949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2888 [D loss: 0.682478, acc.: 58.59%, KL div.: 0.337944] [G loss: 0.715816, KL div.: 0.715816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2889 [D loss: 0.685959, acc.: 55.47%, KL div.: 0.337406] [G loss: 0.711614, KL div.: 0.711614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2890 [D loss: 0.683598, acc.: 59.38%, KL div.: 0.339296] [G loss: 0.713354, KL div.: 0.713354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2891 [D loss: 0.685436, acc.: 57.03%, KL div.: 0.337331] [G loss: 0.716390, KL div.: 0.716390, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2892 [D loss: 0.684625, acc.: 57.03%, KL div.: 0.338607] [G loss: 0.715393, KL div.: 0.715393, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2893 [D loss: 0.689304, acc.: 54.69%, KL div.: 0.342415] [G loss: 0.715187, KL div.: 0.715187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2894 [D loss: 0.687152, acc.: 55.86%, KL div.: 0.339549] [G loss: 0.707388, KL div.: 0.707388, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2895 [D loss: 0.690263, acc.: 50.78%, KL div.: 0.342131] [G loss: 0.711683, KL div.: 0.711683, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2896 [D loss: 0.683506, acc.: 58.20%, KL div.: 0.341821] [G loss: 0.714432, KL div.: 0.714432, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2897 [D loss: 0.691952, acc.: 51.17%, KL div.: 0.345593] [G loss: 0.717975, KL div.: 0.717975, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2898 [D loss: 0.690962, acc.: 53.52%, KL div.: 0.344007] [G loss: 0.704645, KL div.: 0.704645, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2899 [D loss: 0.689715, acc.: 50.00%, KL div.: 0.341690] [G loss: 0.708776, KL div.: 0.708776, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 3s 77ms/step
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2900 [D loss: 0.690742, acc.: 52.73%, KL div.: 0.342288] [G loss: 0.708095, KL div.: 0.708095, FID: 57.538886]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 74ms/step
2901 [D loss: 0.688403, acc.: 52.73%, KL div.: 0.341609] [G loss: 0.713798, KL div.: 0.713798, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2902 [D loss: 0.691413, acc.: 53.52%, KL div.: 0.342309] [G loss: 0.706173, KL div.: 0.706173, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2903 [D loss: 0.692618, acc.: 53.12%, KL div.: 0.342606] [G loss: 0.707627, KL div.: 0.707627, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2904 [D loss: 0.693367, acc.: 54.30%, KL div.: 0.342823] [G loss: 0.708611, KL div.: 0.708611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2905 [D loss: 0.693148, acc.: 51.95%, KL div.: 0.342492] [G loss: 0.717940, KL div.: 0.717940, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2906 [D loss: 0.689535, acc.: 52.73%, KL div.: 0.341516] [G loss: 0.709295, KL div.: 0.709295, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2907 [D loss: 0.687335, acc.: 55.86%, KL div.: 0.341129] [G loss: 0.704647, KL div.: 0.704647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2908 [D loss: 0.689881, acc.: 54.30%, KL div.: 0.341983] [G loss: 0.707876, KL div.: 0.707876, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2909 [D loss: 0.688955, acc.: 56.64%, KL div.: 0.345180] [G loss: 0.711507, KL div.: 0.711507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2910 [D loss: 0.692551, acc.: 49.22%, KL div.: 0.347212] [G loss: 0.716626, KL div.: 0.716626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2911 [D loss: 0.691054, acc.: 55.47%, KL div.: 0.344696] [G loss: 0.713718, KL div.: 0.713718, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2912 [D loss: 0.691476, acc.: 55.08%, KL div.: 0.346554] [G loss: 0.722303, KL div.: 0.722303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2913 [D loss: 0.687647, acc.: 55.08%, KL div.: 0.343877] [G loss: 0.719544, KL div.: 0.719544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2914 [D loss: 0.687377, acc.: 54.30%, KL div.: 0.343846] [G loss: 0.714474, KL div.: 0.714474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2915 [D loss: 0.687152, acc.: 58.59%, KL div.: 0.345020] [G loss: 0.718067, KL div.: 0.718067, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2916 [D loss: 0.684313, acc.: 59.38%, KL div.: 0.344316] [G loss: 0.721133, KL div.: 0.721133, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2917 [D loss: 0.688520, acc.: 58.20%, KL div.: 0.347724] [G loss: 0.725182, KL div.: 0.725182, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2918 [D loss: 0.693480, acc.: 48.83%, KL div.: 0.347585] [G loss: 0.721364, KL div.: 0.721364, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2919 [D loss: 0.687317, acc.: 55.47%, KL div.: 0.345469] [G loss: 0.723051, KL div.: 0.723051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2920 [D loss: 0.688070, acc.: 54.30%, KL div.: 0.346769] [G loss: 0.719403, KL div.: 0.719403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2921 [D loss: 0.689547, acc.: 53.12%, KL div.: 0.345597] [G loss: 0.716340, KL div.: 0.716340, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2922 [D loss: 0.692070, acc.: 50.00%, KL div.: 0.345796] [G loss: 0.710667, KL div.: 0.710667, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2923 [D loss: 0.687414, acc.: 54.30%, KL div.: 0.344152] [G loss: 0.712012, KL div.: 0.712012, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2924 [D loss: 0.691512, acc.: 52.34%, KL div.: 0.346279] [G loss: 0.710582, KL div.: 0.710582, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2925 [D loss: 0.686889, acc.: 59.77%, KL div.: 0.340304] [G loss: 0.715826, KL div.: 0.715826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2926 [D loss: 0.686721, acc.: 54.69%, KL div.: 0.341700] [G loss: 0.706121, KL div.: 0.706121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2927 [D loss: 0.692092, acc.: 51.56%, KL div.: 0.341342] [G loss: 0.703187, KL div.: 0.703187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2928 [D loss: 0.684822, acc.: 58.20%, KL div.: 0.339518] [G loss: 0.709121, KL div.: 0.709121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2929 [D loss: 0.689402, acc.: 53.91%, KL div.: 0.337675] [G loss: 0.707311, KL div.: 0.707311, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2930 [D loss: 0.690038, acc.: 52.73%, KL div.: 0.341254] [G loss: 0.702349, KL div.: 0.702349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2931 [D loss: 0.696067, acc.: 49.61%, KL div.: 0.340104] [G loss: 0.704616, KL div.: 0.704616, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2932 [D loss: 0.690328, acc.: 50.78%, KL div.: 0.342909] [G loss: 0.711130, KL div.: 0.711130, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2933 [D loss: 0.695581, acc.: 49.22%, KL div.: 0.345190] [G loss: 0.714105, KL div.: 0.714105, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2934 [D loss: 0.689477, acc.: 53.91%, KL div.: 0.341948] [G loss: 0.705033, KL div.: 0.705033, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2935 [D loss: 0.687771, acc.: 55.08%, KL div.: 0.341565] [G loss: 0.713473, KL div.: 0.713473, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2936 [D loss: 0.692514, acc.: 53.52%, KL div.: 0.343813] [G loss: 0.708083, KL div.: 0.708083, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2937 [D loss: 0.694708, acc.: 46.88%, KL div.: 0.347860] [G loss: 0.714827, KL div.: 0.714827, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2938 [D loss: 0.686576, acc.: 54.69%, KL div.: 0.343989] [G loss: 0.716178, KL div.: 0.716178, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2939 [D loss: 0.696465, acc.: 50.00%, KL div.: 0.349106] [G loss: 0.707472, KL div.: 0.707472, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2940 [D loss: 0.697238, acc.: 45.70%, KL div.: 0.350225] [G loss: 0.708048, KL div.: 0.708048, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2941 [D loss: 0.695413, acc.: 43.75%, KL div.: 0.349178] [G loss: 0.713661, KL div.: 0.713661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2942 [D loss: 0.686204, acc.: 56.64%, KL div.: 0.344435] [G loss: 0.722164, KL div.: 0.722164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2943 [D loss: 0.686617, acc.: 57.03%, KL div.: 0.341743] [G loss: 0.716035, KL div.: 0.716035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2944 [D loss: 0.689839, acc.: 53.91%, KL div.: 0.346643] [G loss: 0.718554, KL div.: 0.718554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2945 [D loss: 0.685300, acc.: 58.20%, KL div.: 0.345006] [G loss: 0.720253, KL div.: 0.720253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2946 [D loss: 0.685504, acc.: 57.42%, KL div.: 0.343485] [G loss: 0.722113, KL div.: 0.722113, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2947 [D loss: 0.692565, acc.: 48.83%, KL div.: 0.345306] [G loss: 0.712265, KL div.: 0.712265, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2948 [D loss: 0.690561, acc.: 48.05%, KL div.: 0.346705] [G loss: 0.709801, KL div.: 0.709801, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2949 [D loss: 0.684207, acc.: 59.38%, KL div.: 0.342203] [G loss: 0.715760, KL div.: 0.715760, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2950 [D loss: 0.683138, acc.: 52.34%, KL div.: 0.341962] [G loss: 0.714570, KL div.: 0.714570, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2951 [D loss: 0.689710, acc.: 53.91%, KL div.: 0.342001] [G loss: 0.713491, KL div.: 0.713491, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2952 [D loss: 0.683383, acc.: 60.55%, KL div.: 0.340108] [G loss: 0.718964, KL div.: 0.718964, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2953 [D loss: 0.688708, acc.: 56.25%, KL div.: 0.341202] [G loss: 0.721052, KL div.: 0.721052, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2954 [D loss: 0.692446, acc.: 52.34%, KL div.: 0.342296] [G loss: 0.706737, KL div.: 0.706737, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2955 [D loss: 0.691426, acc.: 55.08%, KL div.: 0.343851] [G loss: 0.699572, KL div.: 0.699572, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2956 [D loss: 0.689063, acc.: 54.30%, KL div.: 0.342050] [G loss: 0.709652, KL div.: 0.709652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2957 [D loss: 0.687746, acc.: 54.69%, KL div.: 0.341643] [G loss: 0.706734, KL div.: 0.706734, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2958 [D loss: 0.687270, acc.: 57.03%, KL div.: 0.341907] [G loss: 0.717482, KL div.: 0.717482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2959 [D loss: 0.692756, acc.: 48.05%, KL div.: 0.344806] [G loss: 0.710664, KL div.: 0.710664, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2960 [D loss: 0.689563, acc.: 55.08%, KL div.: 0.344418] [G loss: 0.705795, KL div.: 0.705795, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2961 [D loss: 0.687453, acc.: 55.86%, KL div.: 0.341177] [G loss: 0.709481, KL div.: 0.709481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2962 [D loss: 0.689060, acc.: 53.52%, KL div.: 0.345537] [G loss: 0.717125, KL div.: 0.717125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2963 [D loss: 0.694346, acc.: 50.39%, KL div.: 0.348566] [G loss: 0.715088, KL div.: 0.715088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2964 [D loss: 0.693809, acc.: 51.17%, KL div.: 0.344090] [G loss: 0.709355, KL div.: 0.709355, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2965 [D loss: 0.696947, acc.: 46.88%, KL div.: 0.350386] [G loss: 0.720201, KL div.: 0.720201, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2966 [D loss: 0.692855, acc.: 51.95%, KL div.: 0.345093] [G loss: 0.709341, KL div.: 0.709341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2967 [D loss: 0.693488, acc.: 48.83%, KL div.: 0.346446] [G loss: 0.712802, KL div.: 0.712802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2968 [D loss: 0.694129, acc.: 48.05%, KL div.: 0.348224] [G loss: 0.704112, KL div.: 0.704112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2969 [D loss: 0.690655, acc.: 51.56%, KL div.: 0.346697] [G loss: 0.723236, KL div.: 0.723236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2970 [D loss: 0.693420, acc.: 51.17%, KL div.: 0.347878] [G loss: 0.714457, KL div.: 0.714457, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2971 [D loss: 0.694253, acc.: 53.52%, KL div.: 0.346429] [G loss: 0.714559, KL div.: 0.714559, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2972 [D loss: 0.692431, acc.: 50.78%, KL div.: 0.348647] [G loss: 0.714512, KL div.: 0.714512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2973 [D loss: 0.690051, acc.: 54.69%, KL div.: 0.346449] [G loss: 0.716476, KL div.: 0.716476, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2974 [D loss: 0.694494, acc.: 50.00%, KL div.: 0.346475] [G loss: 0.710323, KL div.: 0.710323, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2975 [D loss: 0.689938, acc.: 51.56%, KL div.: 0.344070] [G loss: 0.710337, KL div.: 0.710337, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2976 [D loss: 0.685424, acc.: 56.64%, KL div.: 0.340452] [G loss: 0.711638, KL div.: 0.711638, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2977 [D loss: 0.691180, acc.: 54.30%, KL div.: 0.342349] [G loss: 0.706674, KL div.: 0.706674, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2978 [D loss: 0.687643, acc.: 58.20%, KL div.: 0.341105] [G loss: 0.704818, KL div.: 0.704818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2979 [D loss: 0.689482, acc.: 50.78%, KL div.: 0.341345] [G loss: 0.711284, KL div.: 0.711284, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2980 [D loss: 0.692002, acc.: 49.22%, KL div.: 0.342592] [G loss: 0.717212, KL div.: 0.717212, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2981 [D loss: 0.688747, acc.: 54.30%, KL div.: 0.342692] [G loss: 0.710291, KL div.: 0.710291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2982 [D loss: 0.686528, acc.: 56.64%, KL div.: 0.340152] [G loss: 0.712356, KL div.: 0.712356, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2983 [D loss: 0.686841, acc.: 55.47%, KL div.: 0.343271] [G loss: 0.709021, KL div.: 0.709021, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2984 [D loss: 0.684433, acc.: 56.64%, KL div.: 0.343017] [G loss: 0.720073, KL div.: 0.720073, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2985 [D loss: 0.686153, acc.: 57.81%, KL div.: 0.340994] [G loss: 0.712480, KL div.: 0.712480, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2986 [D loss: 0.682117, acc.: 59.38%, KL div.: 0.339822] [G loss: 0.711278, KL div.: 0.711278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2987 [D loss: 0.690691, acc.: 53.91%, KL div.: 0.347133] [G loss: 0.717677, KL div.: 0.717677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2988 [D loss: 0.687476, acc.: 57.81%, KL div.: 0.342347] [G loss: 0.710258, KL div.: 0.710258, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2989 [D loss: 0.694543, acc.: 49.22%, KL div.: 0.345158] [G loss: 0.710433, KL div.: 0.710433, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2990 [D loss: 0.690177, acc.: 53.52%, KL div.: 0.341962] [G loss: 0.706575, KL div.: 0.706575, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2991 [D loss: 0.690096, acc.: 53.12%, KL div.: 0.342981] [G loss: 0.704011, KL div.: 0.704011, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2992 [D loss: 0.688687, acc.: 53.12%, KL div.: 0.340465] [G loss: 0.707336, KL div.: 0.707336, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2993 [D loss: 0.691632, acc.: 51.17%, KL div.: 0.342710] [G loss: 0.703634, KL div.: 0.703634, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2994 [D loss: 0.693680, acc.: 50.78%, KL div.: 0.342091] [G loss: 0.695320, KL div.: 0.695320, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2995 [D loss: 0.697041, acc.: 48.05%, KL div.: 0.342418] [G loss: 0.700096, KL div.: 0.700096, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2996 [D loss: 0.687909, acc.: 55.47%, KL div.: 0.338935] [G loss: 0.704397, KL div.: 0.704397, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2997 [D loss: 0.696703, acc.: 50.00%, KL div.: 0.342486] [G loss: 0.700034, KL div.: 0.700034, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2998 [D loss: 0.698558, acc.: 44.14%, KL div.: 0.344590] [G loss: 0.698598, KL div.: 0.698598, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2999 [D loss: 0.690200, acc.: 51.95%, KL div.: 0.336544] [G loss: 0.697024, KL div.: 0.697024, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 0s 25ms/step
3000 [D loss: 0.691674, acc.: 57.03%, KL div.: 0.336868] [G loss: 0.696980, KL div.: 0.696980, FID: 52.142311]
1/1 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 73ms/step
3001 [D loss: 0.688292, acc.: 55.86%, KL div.: 0.337414] [G loss: 0.698745, KL div.: 0.698745, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3002 [D loss: 0.694127, acc.: 51.17%, KL div.: 0.339721] [G loss: 0.701942, KL div.: 0.701942, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3003 [D loss: 0.690649, acc.: 55.47%, KL div.: 0.336915] [G loss: 0.702865, KL div.: 0.702865, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3004 [D loss: 0.690100, acc.: 55.86%, KL div.: 0.341378] [G loss: 0.712067, KL div.: 0.712067, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3005 [D loss: 0.691438, acc.: 51.56%, KL div.: 0.346362] [G loss: 0.712212, KL div.: 0.712212, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
3006 [D loss: 0.684078, acc.: 59.38%, KL div.: 0.341799] [G loss: 0.717019, KL div.: 0.717019, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3007 [D loss: 0.690532, acc.: 50.78%, KL div.: 0.344317] [G loss: 0.706157, KL div.: 0.706157, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3008 [D loss: 0.686164, acc.: 56.64%, KL div.: 0.341393] [G loss: 0.719828, KL div.: 0.719828, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3009 [D loss: 0.693742, acc.: 51.56%, KL div.: 0.351841] [G loss: 0.726014, KL div.: 0.726014, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3010 [D loss: 0.684424, acc.: 59.38%, KL div.: 0.340789] [G loss: 0.720588, KL div.: 0.720588, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3011 [D loss: 0.684232, acc.: 60.94%, KL div.: 0.342907] [G loss: 0.718039, KL div.: 0.718039, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3012 [D loss: 0.684669, acc.: 57.42%, KL div.: 0.345390] [G loss: 0.724193, KL div.: 0.724193, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3013 [D loss: 0.686654, acc.: 56.25%, KL div.: 0.343459] [G loss: 0.719218, KL div.: 0.719218, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3014 [D loss: 0.685845, acc.: 56.25%, KL div.: 0.343840] [G loss: 0.712988, KL div.: 0.712988, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3015 [D loss: 0.687395, acc.: 55.86%, KL div.: 0.343372] [G loss: 0.709299, KL div.: 0.709299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3016 [D loss: 0.691296, acc.: 50.78%, KL div.: 0.345221] [G loss: 0.712096, KL div.: 0.712096, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3017 [D loss: 0.694085, acc.: 50.39%, KL div.: 0.342962] [G loss: 0.708507, KL div.: 0.708507, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3018 [D loss: 0.694793, acc.: 50.39%, KL div.: 0.345378] [G loss: 0.699798, KL div.: 0.699798, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3019 [D loss: 0.692807, acc.: 53.91%, KL div.: 0.343821] [G loss: 0.702280, KL div.: 0.702280, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3020 [D loss: 0.692468, acc.: 52.73%, KL div.: 0.344148] [G loss: 0.698812, KL div.: 0.698812, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3021 [D loss: 0.693713, acc.: 54.30%, KL div.: 0.340749] [G loss: 0.698389, KL div.: 0.698389, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3022 [D loss: 0.694875, acc.: 52.73%, KL div.: 0.341127] [G loss: 0.695315, KL div.: 0.695315, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3023 [D loss: 0.692048, acc.: 51.56%, KL div.: 0.337763] [G loss: 0.695293, KL div.: 0.695293, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3024 [D loss: 0.698433, acc.: 48.44%, KL div.: 0.343356] [G loss: 0.693533, KL div.: 0.693533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3025 [D loss: 0.699036, acc.: 45.70%, KL div.: 0.344685] [G loss: 0.701484, KL div.: 0.701483, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3026 [D loss: 0.698994, acc.: 48.05%, KL div.: 0.343087] [G loss: 0.704205, KL div.: 0.704205, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3027 [D loss: 0.695051, acc.: 46.48%, KL div.: 0.345159] [G loss: 0.704944, KL div.: 0.704944, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3028 [D loss: 0.698541, acc.: 45.31%, KL div.: 0.348129] [G loss: 0.711243, KL div.: 0.711243, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3029 [D loss: 0.699414, acc.: 44.14%, KL div.: 0.347061] [G loss: 0.701460, KL div.: 0.701460, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
3030 [D loss: 0.695365, acc.: 50.78%, KL div.: 0.345520] [G loss: 0.709404, KL div.: 0.709404, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3031 [D loss: 0.696340, acc.: 44.53%, KL div.: 0.348317] [G loss: 0.713121, KL div.: 0.713121, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3032 [D loss: 0.695455, acc.: 53.52%, KL div.: 0.347471] [G loss: 0.708322, KL div.: 0.708322, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3033 [D loss: 0.692112, acc.: 51.56%, KL div.: 0.344682] [G loss: 0.699534, KL div.: 0.699534, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3034 [D loss: 0.691007, acc.: 57.42%, KL div.: 0.342551] [G loss: 0.710710, KL div.: 0.710710, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
3035 [D loss: 0.689242, acc.: 56.25%, KL div.: 0.345732] [G loss: 0.722961, KL div.: 0.722961, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3036 [D loss: 0.693991, acc.: 50.78%, KL div.: 0.345936] [G loss: 0.713595, KL div.: 0.713595, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3037 [D loss: 0.686811, acc.: 55.08%, KL div.: 0.344729] [G loss: 0.719349, KL div.: 0.719349, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3038 [D loss: 0.685494, acc.: 57.81%, KL div.: 0.341909] [G loss: 0.708685, KL div.: 0.708685, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3039 [D loss: 0.686249, acc.: 56.64%, KL div.: 0.343464] [G loss: 0.719589, KL div.: 0.719589, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3040 [D loss: 0.689786, acc.: 54.69%, KL div.: 0.346965] [G loss: 0.717197, KL div.: 0.717197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3041 [D loss: 0.683227, acc.: 59.77%, KL div.: 0.344926] [G loss: 0.721989, KL div.: 0.721989, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3042 [D loss: 0.692780, acc.: 51.17%, KL div.: 0.345857] [G loss: 0.712175, KL div.: 0.712175, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3043 [D loss: 0.685966, acc.: 55.08%, KL div.: 0.342895] [G loss: 0.707978, KL div.: 0.707978, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3044 [D loss: 0.686372, acc.: 58.59%, KL div.: 0.341168] [G loss: 0.713914, KL div.: 0.713914, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3045 [D loss: 0.689612, acc.: 55.08%, KL div.: 0.340342] [G loss: 0.704851, KL div.: 0.704851, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3046 [D loss: 0.693407, acc.: 52.73%, KL div.: 0.339567] [G loss: 0.708502, KL div.: 0.708502, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3047 [D loss: 0.692628, acc.: 48.44%, KL div.: 0.342925] [G loss: 0.701547, KL div.: 0.701547, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3048 [D loss: 0.690444, acc.: 56.25%, KL div.: 0.342195] [G loss: 0.710091, KL div.: 0.710091, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
3049 [D loss: 0.688755, acc.: 54.30%, KL div.: 0.338942] [G loss: 0.703294, KL div.: 0.703294, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3050 [D loss: 0.694593, acc.: 49.22%, KL div.: 0.342975] [G loss: 0.710010, KL div.: 0.710010, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3051 [D loss: 0.688261, acc.: 50.78%, KL div.: 0.338830] [G loss: 0.710758, KL div.: 0.710758, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3052 [D loss: 0.690066, acc.: 55.86%, KL div.: 0.343352] [G loss: 0.704350, KL div.: 0.704350, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3053 [D loss: 0.699827, acc.: 49.61%, KL div.: 0.348052] [G loss: 0.702389, KL div.: 0.702389, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3054 [D loss: 0.694492, acc.: 51.95%, KL div.: 0.344238] [G loss: 0.709581, KL div.: 0.709581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3055 [D loss: 0.692240, acc.: 53.12%, KL div.: 0.341562] [G loss: 0.705443, KL div.: 0.705443, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3056 [D loss: 0.698399, acc.: 47.27%, KL div.: 0.348256] [G loss: 0.709212, KL div.: 0.709212, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3057 [D loss: 0.689787, acc.: 52.34%, KL div.: 0.344925] [G loss: 0.710099, KL div.: 0.710099, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3058 [D loss: 0.690900, acc.: 51.95%, KL div.: 0.343984] [G loss: 0.712203, KL div.: 0.712203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3059 [D loss: 0.696847, acc.: 53.12%, KL div.: 0.347752] [G loss: 0.713756, KL div.: 0.713756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3060 [D loss: 0.691863, acc.: 52.73%, KL div.: 0.344928] [G loss: 0.710204, KL div.: 0.710204, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3061 [D loss: 0.691449, acc.: 51.56%, KL div.: 0.344874] [G loss: 0.706990, KL div.: 0.706990, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3062 [D loss: 0.691783, acc.: 52.34%, KL div.: 0.346289] [G loss: 0.718500, KL div.: 0.718500, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3063 [D loss: 0.690163, acc.: 51.95%, KL div.: 0.345126] [G loss: 0.710847, KL div.: 0.710847, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3064 [D loss: 0.692509, acc.: 50.78%, KL div.: 0.345886] [G loss: 0.717057, KL div.: 0.717057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3065 [D loss: 0.689055, acc.: 56.25%, KL div.: 0.345673] [G loss: 0.715042, KL div.: 0.715042, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3066 [D loss: 0.688292, acc.: 53.12%, KL div.: 0.343571] [G loss: 0.717598, KL div.: 0.717598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3067 [D loss: 0.685912, acc.: 57.81%, KL div.: 0.344258] [G loss: 0.713430, KL div.: 0.713430, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3068 [D loss: 0.695935, acc.: 48.83%, KL div.: 0.349205] [G loss: 0.717311, KL div.: 0.717311, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3069 [D loss: 0.692191, acc.: 51.56%, KL div.: 0.347794] [G loss: 0.716679, KL div.: 0.716679, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3070 [D loss: 0.689636, acc.: 51.56%, KL div.: 0.342708] [G loss: 0.706108, KL div.: 0.706108, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3071 [D loss: 0.682303, acc.: 61.72%, KL div.: 0.340405] [G loss: 0.720230, KL div.: 0.720230, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3072 [D loss: 0.685879, acc.: 56.25%, KL div.: 0.341806] [G loss: 0.716605, KL div.: 0.716605, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3073 [D loss: 0.687886, acc.: 55.86%, KL div.: 0.342558] [G loss: 0.717869, KL div.: 0.717869, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3074 [D loss: 0.688568, acc.: 54.30%, KL div.: 0.341129] [G loss: 0.707760, KL div.: 0.707760, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3075 [D loss: 0.687836, acc.: 57.03%, KL div.: 0.343950] [G loss: 0.714460, KL div.: 0.714460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3076 [D loss: 0.691687, acc.: 53.52%, KL div.: 0.343063] [G loss: 0.713755, KL div.: 0.713755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3077 [D loss: 0.687455, acc.: 50.78%, KL div.: 0.341598] [G loss: 0.706129, KL div.: 0.706129, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3078 [D loss: 0.689747, acc.: 58.59%, KL div.: 0.339203] [G loss: 0.714500, KL div.: 0.714500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3079 [D loss: 0.691381, acc.: 49.22%, KL div.: 0.342820] [G loss: 0.702337, KL div.: 0.702337, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3080 [D loss: 0.693467, acc.: 52.34%, KL div.: 0.342255] [G loss: 0.705165, KL div.: 0.705165, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3081 [D loss: 0.692596, acc.: 56.64%, KL div.: 0.340252] [G loss: 0.709390, KL div.: 0.709390, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3082 [D loss: 0.691021, acc.: 54.69%, KL div.: 0.340423] [G loss: 0.708125, KL div.: 0.708125, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3083 [D loss: 0.695774, acc.: 49.61%, KL div.: 0.344620] [G loss: 0.702409, KL div.: 0.702409, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3084 [D loss: 0.695551, acc.: 47.66%, KL div.: 0.342462] [G loss: 0.699321, KL div.: 0.699321, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3085 [D loss: 0.692740, acc.: 49.61%, KL div.: 0.338713] [G loss: 0.702498, KL div.: 0.702498, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3086 [D loss: 0.691738, acc.: 51.56%, KL div.: 0.342454] [G loss: 0.701200, KL div.: 0.701200, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3087 [D loss: 0.694525, acc.: 49.61%, KL div.: 0.339647] [G loss: 0.701749, KL div.: 0.701749, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3088 [D loss: 0.694913, acc.: 49.22%, KL div.: 0.343814] [G loss: 0.705514, KL div.: 0.705514, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3089 [D loss: 0.691928, acc.: 53.12%, KL div.: 0.344141] [G loss: 0.708269, KL div.: 0.708269, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3090 [D loss: 0.694314, acc.: 50.39%, KL div.: 0.345321] [G loss: 0.712348, KL div.: 0.712348, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3091 [D loss: 0.695910, acc.: 51.56%, KL div.: 0.345494] [G loss: 0.705608, KL div.: 0.705608, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3092 [D loss: 0.688541, acc.: 54.69%, KL div.: 0.344705] [G loss: 0.721760, KL div.: 0.721760, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3093 [D loss: 0.694876, acc.: 49.61%, KL div.: 0.348261] [G loss: 0.717556, KL div.: 0.717556, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3094 [D loss: 0.692092, acc.: 55.08%, KL div.: 0.349339] [G loss: 0.719461, KL div.: 0.719462, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3095 [D loss: 0.689848, acc.: 56.64%, KL div.: 0.347053] [G loss: 0.713028, KL div.: 0.713028, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3096 [D loss: 0.687150, acc.: 57.81%, KL div.: 0.344426] [G loss: 0.711891, KL div.: 0.711891, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3097 [D loss: 0.689697, acc.: 56.64%, KL div.: 0.343069] [G loss: 0.714681, KL div.: 0.714681, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3098 [D loss: 0.685070, acc.: 57.42%, KL div.: 0.342648] [G loss: 0.725767, KL div.: 0.725767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3099 [D loss: 0.689665, acc.: 51.95%, KL div.: 0.346365] [G loss: 0.717583, KL div.: 0.717583, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 0s 27ms/step
3100 [D loss: 0.686225, acc.: 55.08%, KL div.: 0.346565] [G loss: 0.727203, KL div.: 0.727203, FID: 46.469417]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 70ms/step
3101 [D loss: 0.690948, acc.: 53.91%, KL div.: 0.346744] [G loss: 0.711026, KL div.: 0.711026, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3102 [D loss: 0.687912, acc.: 53.91%, KL div.: 0.343848] [G loss: 0.716134, KL div.: 0.716134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3103 [D loss: 0.680713, acc.: 60.55%, KL div.: 0.342906] [G loss: 0.721219, KL div.: 0.721219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3104 [D loss: 0.684905, acc.: 57.03%, KL div.: 0.344004] [G loss: 0.724042, KL div.: 0.724042, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3105 [D loss: 0.691427, acc.: 53.52%, KL div.: 0.347013] [G loss: 0.715170, KL div.: 0.715170, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3106 [D loss: 0.688815, acc.: 53.52%, KL div.: 0.346660] [G loss: 0.706957, KL div.: 0.706957, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3107 [D loss: 0.693777, acc.: 50.00%, KL div.: 0.343902] [G loss: 0.715889, KL div.: 0.715889, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3108 [D loss: 0.686148, acc.: 55.47%, KL div.: 0.340609] [G loss: 0.706267, KL div.: 0.706267, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3109 [D loss: 0.692634, acc.: 50.00%, KL div.: 0.342967] [G loss: 0.708216, KL div.: 0.708216, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3110 [D loss: 0.692537, acc.: 48.44%, KL div.: 0.343738] [G loss: 0.706764, KL div.: 0.706764, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3111 [D loss: 0.696043, acc.: 47.66%, KL div.: 0.342523] [G loss: 0.699325, KL div.: 0.699325, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3112 [D loss: 0.696450, acc.: 48.83%, KL div.: 0.342340] [G loss: 0.697582, KL div.: 0.697582, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3113 [D loss: 0.695050, acc.: 49.61%, KL div.: 0.341229] [G loss: 0.694963, KL div.: 0.694963, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3114 [D loss: 0.697272, acc.: 48.05%, KL div.: 0.344566] [G loss: 0.690826, KL div.: 0.690826, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3115 [D loss: 0.691220, acc.: 56.25%, KL div.: 0.341099] [G loss: 0.704232, KL div.: 0.704232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3116 [D loss: 0.694921, acc.: 49.61%, KL div.: 0.342605] [G loss: 0.701738, KL div.: 0.701738, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3117 [D loss: 0.697091, acc.: 48.44%, KL div.: 0.345615] [G loss: 0.701925, KL div.: 0.701925, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3118 [D loss: 0.694263, acc.: 47.66%, KL div.: 0.344000] [G loss: 0.707135, KL div.: 0.707135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3119 [D loss: 0.692730, acc.: 53.91%, KL div.: 0.343172] [G loss: 0.703562, KL div.: 0.703562, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3120 [D loss: 0.690848, acc.: 52.73%, KL div.: 0.342971] [G loss: 0.709855, KL div.: 0.709855, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3121 [D loss: 0.687370, acc.: 58.20%, KL div.: 0.344750] [G loss: 0.714368, KL div.: 0.714368, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3122 [D loss: 0.686777, acc.: 55.47%, KL div.: 0.343458] [G loss: 0.714709, KL div.: 0.714709, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3123 [D loss: 0.688745, acc.: 55.08%, KL div.: 0.342497] [G loss: 0.714381, KL div.: 0.714381, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3124 [D loss: 0.686597, acc.: 56.25%, KL div.: 0.343879] [G loss: 0.719757, KL div.: 0.719757, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3125 [D loss: 0.687743, acc.: 54.69%, KL div.: 0.342609] [G loss: 0.720377, KL div.: 0.720377, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3126 [D loss: 0.686901, acc.: 54.30%, KL div.: 0.339434] [G loss: 0.710051, KL div.: 0.710051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3127 [D loss: 0.687861, acc.: 55.08%, KL div.: 0.342276] [G loss: 0.714454, KL div.: 0.714454, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3128 [D loss: 0.689527, acc.: 56.25%, KL div.: 0.340473] [G loss: 0.710192, KL div.: 0.710192, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3129 [D loss: 0.691745, acc.: 49.22%, KL div.: 0.341579] [G loss: 0.706236, KL div.: 0.706236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3130 [D loss: 0.693076, acc.: 49.22%, KL div.: 0.345527] [G loss: 0.712886, KL div.: 0.712886, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3131 [D loss: 0.688887, acc.: 58.20%, KL div.: 0.338118] [G loss: 0.705281, KL div.: 0.705281, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3132 [D loss: 0.694834, acc.: 46.48%, KL div.: 0.343069] [G loss: 0.704844, KL div.: 0.704844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3133 [D loss: 0.694430, acc.: 48.44%, KL div.: 0.343461] [G loss: 0.703064, KL div.: 0.703064, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3134 [D loss: 0.691519, acc.: 54.30%, KL div.: 0.343084] [G loss: 0.699519, KL div.: 0.699519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3135 [D loss: 0.689120, acc.: 53.52%, KL div.: 0.339379] [G loss: 0.703572, KL div.: 0.703572, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3136 [D loss: 0.696661, acc.: 46.88%, KL div.: 0.343590] [G loss: 0.705400, KL div.: 0.705400, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3137 [D loss: 0.687402, acc.: 57.03%, KL div.: 0.340983] [G loss: 0.705602, KL div.: 0.705602, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3138 [D loss: 0.692389, acc.: 53.91%, KL div.: 0.343497] [G loss: 0.709839, KL div.: 0.709839, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3139 [D loss: 0.687152, acc.: 57.03%, KL div.: 0.342915] [G loss: 0.712026, KL div.: 0.712026, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3140 [D loss: 0.683660, acc.: 58.20%, KL div.: 0.341270] [G loss: 0.713699, KL div.: 0.713699, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3141 [D loss: 0.688638, acc.: 56.25%, KL div.: 0.345216] [G loss: 0.720096, KL div.: 0.720096, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3142 [D loss: 0.688107, acc.: 57.03%, KL div.: 0.344839] [G loss: 0.710454, KL div.: 0.710454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3143 [D loss: 0.698962, acc.: 45.31%, KL div.: 0.349804] [G loss: 0.707112, KL div.: 0.707112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3144 [D loss: 0.695586, acc.: 50.00%, KL div.: 0.347099] [G loss: 0.707343, KL div.: 0.707343, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3145 [D loss: 0.694611, acc.: 46.88%, KL div.: 0.345573] [G loss: 0.710633, KL div.: 0.710633, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3146 [D loss: 0.689822, acc.: 54.69%, KL div.: 0.345225] [G loss: 0.705412, KL div.: 0.705412, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3147 [D loss: 0.690703, acc.: 55.86%, KL div.: 0.344299] [G loss: 0.712284, KL div.: 0.712284, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3148 [D loss: 0.691127, acc.: 54.69%, KL div.: 0.342478] [G loss: 0.700728, KL div.: 0.700728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3149 [D loss: 0.694211, acc.: 46.09%, KL div.: 0.342945] [G loss: 0.705758, KL div.: 0.705758, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3150 [D loss: 0.696494, acc.: 44.14%, KL div.: 0.345704] [G loss: 0.709277, KL div.: 0.709277, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3151 [D loss: 0.696029, acc.: 48.83%, KL div.: 0.348223] [G loss: 0.705019, KL div.: 0.705019, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3152 [D loss: 0.695740, acc.: 51.17%, KL div.: 0.344514] [G loss: 0.705186, KL div.: 0.705186, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3153 [D loss: 0.694276, acc.: 50.39%, KL div.: 0.341984] [G loss: 0.700478, KL div.: 0.700478, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3154 [D loss: 0.695496, acc.: 50.00%, KL div.: 0.345537] [G loss: 0.705827, KL div.: 0.705827, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3155 [D loss: 0.695886, acc.: 45.70%, KL div.: 0.344461] [G loss: 0.707096, KL div.: 0.707096, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3156 [D loss: 0.691034, acc.: 53.91%, KL div.: 0.346732] [G loss: 0.701886, KL div.: 0.701886, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3157 [D loss: 0.690535, acc.: 51.17%, KL div.: 0.344599] [G loss: 0.711057, KL div.: 0.711057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3158 [D loss: 0.690350, acc.: 53.91%, KL div.: 0.346085] [G loss: 0.711162, KL div.: 0.711162, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3159 [D loss: 0.689059, acc.: 55.86%, KL div.: 0.344668] [G loss: 0.708327, KL div.: 0.708327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3160 [D loss: 0.685975, acc.: 57.03%, KL div.: 0.344356] [G loss: 0.714590, KL div.: 0.714590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3161 [D loss: 0.688669, acc.: 55.08%, KL div.: 0.345033] [G loss: 0.719373, KL div.: 0.719373, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3162 [D loss: 0.691955, acc.: 50.39%, KL div.: 0.344583] [G loss: 0.716692, KL div.: 0.716692, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3163 [D loss: 0.686152, acc.: 57.81%, KL div.: 0.342249] [G loss: 0.717677, KL div.: 0.717677, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3164 [D loss: 0.692161, acc.: 53.12%, KL div.: 0.344605] [G loss: 0.715549, KL div.: 0.715549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3165 [D loss: 0.689146, acc.: 56.25%, KL div.: 0.345552] [G loss: 0.715292, KL div.: 0.715292, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3166 [D loss: 0.684658, acc.: 59.77%, KL div.: 0.342332] [G loss: 0.717162, KL div.: 0.717162, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3167 [D loss: 0.689917, acc.: 52.73%, KL div.: 0.343295] [G loss: 0.711627, KL div.: 0.711627, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3168 [D loss: 0.688537, acc.: 53.52%, KL div.: 0.345978] [G loss: 0.711312, KL div.: 0.711312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3169 [D loss: 0.686415, acc.: 58.98%, KL div.: 0.344376] [G loss: 0.721276, KL div.: 0.721276, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3170 [D loss: 0.694313, acc.: 51.56%, KL div.: 0.350345] [G loss: 0.709163, KL div.: 0.709163, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3171 [D loss: 0.688902, acc.: 53.52%, KL div.: 0.343357] [G loss: 0.706515, KL div.: 0.706515, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3172 [D loss: 0.693477, acc.: 47.27%, KL div.: 0.345263] [G loss: 0.706627, KL div.: 0.706627, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3173 [D loss: 0.692357, acc.: 51.56%, KL div.: 0.346160] [G loss: 0.709406, KL div.: 0.709406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3174 [D loss: 0.695362, acc.: 48.44%, KL div.: 0.346483] [G loss: 0.702642, KL div.: 0.702642, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3175 [D loss: 0.694703, acc.: 51.56%, KL div.: 0.345668] [G loss: 0.704184, KL div.: 0.704184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3176 [D loss: 0.690904, acc.: 54.69%, KL div.: 0.342824] [G loss: 0.701802, KL div.: 0.701802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3177 [D loss: 0.698861, acc.: 44.53%, KL div.: 0.346858] [G loss: 0.704552, KL div.: 0.704552, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3178 [D loss: 0.695134, acc.: 46.88%, KL div.: 0.346193] [G loss: 0.705951, KL div.: 0.705951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3179 [D loss: 0.694948, acc.: 48.44%, KL div.: 0.343913] [G loss: 0.703339, KL div.: 0.703339, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3180 [D loss: 0.694671, acc.: 51.95%, KL div.: 0.345168] [G loss: 0.709144, KL div.: 0.709144, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3181 [D loss: 0.690292, acc.: 54.30%, KL div.: 0.344382] [G loss: 0.704872, KL div.: 0.704872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3182 [D loss: 0.688961, acc.: 56.64%, KL div.: 0.347336] [G loss: 0.709699, KL div.: 0.709699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3183 [D loss: 0.689103, acc.: 55.47%, KL div.: 0.347760] [G loss: 0.727990, KL div.: 0.727990, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3184 [D loss: 0.684979, acc.: 57.81%, KL div.: 0.348114] [G loss: 0.722019, KL div.: 0.722019, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3185 [D loss: 0.690823, acc.: 49.22%, KL div.: 0.346975] [G loss: 0.726688, KL div.: 0.726688, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3186 [D loss: 0.692963, acc.: 50.78%, KL div.: 0.350564] [G loss: 0.716349, KL div.: 0.716349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3187 [D loss: 0.683333, acc.: 61.72%, KL div.: 0.347030] [G loss: 0.721091, KL div.: 0.721091, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3188 [D loss: 0.687459, acc.: 59.77%, KL div.: 0.346771] [G loss: 0.721031, KL div.: 0.721031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3189 [D loss: 0.686570, acc.: 60.16%, KL div.: 0.344553] [G loss: 0.714899, KL div.: 0.714899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3190 [D loss: 0.686054, acc.: 55.86%, KL div.: 0.340996] [G loss: 0.713598, KL div.: 0.713598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3191 [D loss: 0.687467, acc.: 55.08%, KL div.: 0.340381] [G loss: 0.711865, KL div.: 0.711865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3192 [D loss: 0.688848, acc.: 55.08%, KL div.: 0.342548] [G loss: 0.704408, KL div.: 0.704408, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3193 [D loss: 0.696676, acc.: 50.00%, KL div.: 0.345343] [G loss: 0.704447, KL div.: 0.704447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3194 [D loss: 0.693314, acc.: 53.12%, KL div.: 0.344933] [G loss: 0.697489, KL div.: 0.697489, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3195 [D loss: 0.690364, acc.: 50.78%, KL div.: 0.340314] [G loss: 0.704190, KL div.: 0.704190, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3196 [D loss: 0.692481, acc.: 51.56%, KL div.: 0.346300] [G loss: 0.705819, KL div.: 0.705819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3197 [D loss: 0.695748, acc.: 50.00%, KL div.: 0.339709] [G loss: 0.703182, KL div.: 0.703182, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3198 [D loss: 0.689264, acc.: 54.30%, KL div.: 0.339279] [G loss: 0.701320, KL div.: 0.701320, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3199 [D loss: 0.689672, acc.: 53.91%, KL div.: 0.341331] [G loss: 0.703186, KL div.: 0.703186, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 0s 25ms/step
3200 [D loss: 0.695858, acc.: 48.05%, KL div.: 0.344203] [G loss: 0.704100, KL div.: 0.704100, FID: 39.276094]
1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 47ms/step
3201 [D loss: 0.691609, acc.: 57.03%, KL div.: 0.343660] [G loss: 0.708387, KL div.: 0.708387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3202 [D loss: 0.688991, acc.: 54.69%, KL div.: 0.343298] [G loss: 0.710785, KL div.: 0.710785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3203 [D loss: 0.687532, acc.: 58.20%, KL div.: 0.345300] [G loss: 0.712262, KL div.: 0.712262, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3204 [D loss: 0.691347, acc.: 53.91%, KL div.: 0.343133] [G loss: 0.704547, KL div.: 0.704547, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3205 [D loss: 0.686575, acc.: 57.42%, KL div.: 0.342188] [G loss: 0.709693, KL div.: 0.709693, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3206 [D loss: 0.689750, acc.: 52.34%, KL div.: 0.341019] [G loss: 0.714096, KL div.: 0.714096, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3207 [D loss: 0.689281, acc.: 58.98%, KL div.: 0.343688] [G loss: 0.715067, KL div.: 0.715067, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3208 [D loss: 0.694281, acc.: 48.83%, KL div.: 0.345633] [G loss: 0.715576, KL div.: 0.715576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3209 [D loss: 0.690229, acc.: 54.30%, KL div.: 0.344298] [G loss: 0.710371, KL div.: 0.710371, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3210 [D loss: 0.682653, acc.: 61.72%, KL div.: 0.339631] [G loss: 0.713614, KL div.: 0.713614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3211 [D loss: 0.689322, acc.: 55.47%, KL div.: 0.342926] [G loss: 0.710536, KL div.: 0.710536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3212 [D loss: 0.691825, acc.: 53.52%, KL div.: 0.338914] [G loss: 0.704291, KL div.: 0.704291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3213 [D loss: 0.689691, acc.: 53.12%, KL div.: 0.338448] [G loss: 0.703854, KL div.: 0.703854, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3214 [D loss: 0.689580, acc.: 51.95%, KL div.: 0.344298] [G loss: 0.711954, KL div.: 0.711954, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3215 [D loss: 0.691764, acc.: 56.64%, KL div.: 0.342411] [G loss: 0.712422, KL div.: 0.712422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3216 [D loss: 0.690442, acc.: 54.69%, KL div.: 0.340896] [G loss: 0.716261, KL div.: 0.716261, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3217 [D loss: 0.692623, acc.: 48.05%, KL div.: 0.343889] [G loss: 0.712285, KL div.: 0.712285, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3218 [D loss: 0.684667, acc.: 58.98%, KL div.: 0.339911] [G loss: 0.714243, KL div.: 0.714243, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3219 [D loss: 0.687161, acc.: 56.25%, KL div.: 0.342626] [G loss: 0.714654, KL div.: 0.714654, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3220 [D loss: 0.692018, acc.: 53.52%, KL div.: 0.343654] [G loss: 0.704187, KL div.: 0.704187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3221 [D loss: 0.689620, acc.: 52.34%, KL div.: 0.341353] [G loss: 0.710914, KL div.: 0.710914, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3222 [D loss: 0.692529, acc.: 49.22%, KL div.: 0.343777] [G loss: 0.702631, KL div.: 0.702631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3223 [D loss: 0.694134, acc.: 50.00%, KL div.: 0.344031] [G loss: 0.704290, KL div.: 0.704290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3224 [D loss: 0.693310, acc.: 50.39%, KL div.: 0.343106] [G loss: 0.707473, KL div.: 0.707473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3225 [D loss: 0.687579, acc.: 54.30%, KL div.: 0.341248] [G loss: 0.710559, KL div.: 0.710559, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3226 [D loss: 0.692267, acc.: 49.61%, KL div.: 0.345542] [G loss: 0.706696, KL div.: 0.706696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3227 [D loss: 0.688572, acc.: 56.64%, KL div.: 0.343813] [G loss: 0.712548, KL div.: 0.712548, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3228 [D loss: 0.687445, acc.: 58.98%, KL div.: 0.342956] [G loss: 0.717422, KL div.: 0.717422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3229 [D loss: 0.690075, acc.: 55.86%, KL div.: 0.346047] [G loss: 0.720283, KL div.: 0.720283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3230 [D loss: 0.693608, acc.: 46.88%, KL div.: 0.345989] [G loss: 0.718028, KL div.: 0.718028, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3231 [D loss: 0.687378, acc.: 57.42%, KL div.: 0.344511] [G loss: 0.714277, KL div.: 0.714277, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3232 [D loss: 0.691566, acc.: 53.91%, KL div.: 0.345646] [G loss: 0.714934, KL div.: 0.714934, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3233 [D loss: 0.690656, acc.: 52.34%, KL div.: 0.343226] [G loss: 0.712244, KL div.: 0.712244, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3234 [D loss: 0.693705, acc.: 48.44%, KL div.: 0.349811] [G loss: 0.715053, KL div.: 0.715053, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3235 [D loss: 0.697498, acc.: 44.53%, KL div.: 0.349472] [G loss: 0.705870, KL div.: 0.705870, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3236 [D loss: 0.690980, acc.: 51.95%, KL div.: 0.341006] [G loss: 0.706213, KL div.: 0.706213, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3237 [D loss: 0.690012, acc.: 51.95%, KL div.: 0.340306] [G loss: 0.707881, KL div.: 0.707881, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3238 [D loss: 0.694569, acc.: 46.88%, KL div.: 0.344642] [G loss: 0.704212, KL div.: 0.704212, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3239 [D loss: 0.691846, acc.: 53.91%, KL div.: 0.345870] [G loss: 0.716269, KL div.: 0.716269, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3240 [D loss: 0.688724, acc.: 56.25%, KL div.: 0.343407] [G loss: 0.713642, KL div.: 0.713642, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3241 [D loss: 0.693182, acc.: 51.56%, KL div.: 0.345539] [G loss: 0.710745, KL div.: 0.710745, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3242 [D loss: 0.691130, acc.: 51.17%, KL div.: 0.347403] [G loss: 0.709593, KL div.: 0.709593, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3243 [D loss: 0.693059, acc.: 48.05%, KL div.: 0.346674] [G loss: 0.707561, KL div.: 0.707561, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3244 [D loss: 0.691812, acc.: 50.39%, KL div.: 0.348223] [G loss: 0.714533, KL div.: 0.714533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3245 [D loss: 0.692150, acc.: 52.34%, KL div.: 0.348616] [G loss: 0.716763, KL div.: 0.716763, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3246 [D loss: 0.688312, acc.: 56.25%, KL div.: 0.343444] [G loss: 0.716140, KL div.: 0.716140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3247 [D loss: 0.693667, acc.: 52.34%, KL div.: 0.345245] [G loss: 0.710406, KL div.: 0.710406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3248 [D loss: 0.683322, acc.: 57.81%, KL div.: 0.338940] [G loss: 0.712865, KL div.: 0.712865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3249 [D loss: 0.687768, acc.: 53.12%, KL div.: 0.339611] [G loss: 0.710633, KL div.: 0.710633, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3250 [D loss: 0.688175, acc.: 53.12%, KL div.: 0.341390] [G loss: 0.715303, KL div.: 0.715303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3251 [D loss: 0.690706, acc.: 53.52%, KL div.: 0.340494] [G loss: 0.704525, KL div.: 0.704525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3252 [D loss: 0.688211, acc.: 52.73%, KL div.: 0.343551] [G loss: 0.714927, KL div.: 0.714927, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3253 [D loss: 0.692283, acc.: 52.73%, KL div.: 0.349779] [G loss: 0.709330, KL div.: 0.709330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3254 [D loss: 0.692038, acc.: 52.73%, KL div.: 0.344372] [G loss: 0.708601, KL div.: 0.708601, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3255 [D loss: 0.693879, acc.: 50.00%, KL div.: 0.346232] [G loss: 0.712348, KL div.: 0.712348, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3256 [D loss: 0.696353, acc.: 48.05%, KL div.: 0.346780] [G loss: 0.711957, KL div.: 0.711957, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3257 [D loss: 0.694398, acc.: 46.88%, KL div.: 0.346417] [G loss: 0.706821, KL div.: 0.706821, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3258 [D loss: 0.687233, acc.: 54.69%, KL div.: 0.341132] [G loss: 0.704124, KL div.: 0.704124, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3259 [D loss: 0.695703, acc.: 48.83%, KL div.: 0.344090] [G loss: 0.703071, KL div.: 0.703071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3260 [D loss: 0.695506, acc.: 47.66%, KL div.: 0.345562] [G loss: 0.695892, KL div.: 0.695892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3261 [D loss: 0.693106, acc.: 51.17%, KL div.: 0.345115] [G loss: 0.700061, KL div.: 0.700061, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3262 [D loss: 0.695325, acc.: 48.44%, KL div.: 0.344696] [G loss: 0.705818, KL div.: 0.705817, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3263 [D loss: 0.690238, acc.: 51.95%, KL div.: 0.342402] [G loss: 0.705590, KL div.: 0.705590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3264 [D loss: 0.695083, acc.: 47.27%, KL div.: 0.347512] [G loss: 0.713223, KL div.: 0.713223, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3265 [D loss: 0.690969, acc.: 53.91%, KL div.: 0.344108] [G loss: 0.708920, KL div.: 0.708920, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3266 [D loss: 0.687963, acc.: 54.30%, KL div.: 0.341454] [G loss: 0.704235, KL div.: 0.704235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3267 [D loss: 0.694744, acc.: 48.05%, KL div.: 0.342360] [G loss: 0.713169, KL div.: 0.713169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3268 [D loss: 0.683269, acc.: 60.16%, KL div.: 0.339684] [G loss: 0.713830, KL div.: 0.713830, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3269 [D loss: 0.693200, acc.: 52.34%, KL div.: 0.347108] [G loss: 0.717362, KL div.: 0.717362, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3270 [D loss: 0.689526, acc.: 55.47%, KL div.: 0.346592] [G loss: 0.719163, KL div.: 0.719163, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3271 [D loss: 0.685437, acc.: 58.98%, KL div.: 0.344561] [G loss: 0.718935, KL div.: 0.718935, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3272 [D loss: 0.683738, acc.: 57.03%, KL div.: 0.345773] [G loss: 0.719244, KL div.: 0.719244, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3273 [D loss: 0.688535, acc.: 53.91%, KL div.: 0.346933] [G loss: 0.729643, KL div.: 0.729643, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3274 [D loss: 0.685262, acc.: 55.47%, KL div.: 0.343963] [G loss: 0.716512, KL div.: 0.716512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3275 [D loss: 0.690954, acc.: 57.81%, KL div.: 0.349558] [G loss: 0.716208, KL div.: 0.716208, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3276 [D loss: 0.691952, acc.: 49.61%, KL div.: 0.347147] [G loss: 0.715498, KL div.: 0.715498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3277 [D loss: 0.689043, acc.: 56.64%, KL div.: 0.345576] [G loss: 0.708392, KL div.: 0.708392, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3278 [D loss: 0.692690, acc.: 51.17%, KL div.: 0.342798] [G loss: 0.709658, KL div.: 0.709658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3279 [D loss: 0.687773, acc.: 54.30%, KL div.: 0.340889] [G loss: 0.700844, KL div.: 0.700844, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3280 [D loss: 0.693030, acc.: 51.56%, KL div.: 0.342027] [G loss: 0.705090, KL div.: 0.705090, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3281 [D loss: 0.696073, acc.: 49.22%, KL div.: 0.343886] [G loss: 0.703453, KL div.: 0.703453, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3282 [D loss: 0.696046, acc.: 51.17%, KL div.: 0.345306] [G loss: 0.713255, KL div.: 0.713255, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3283 [D loss: 0.692550, acc.: 57.81%, KL div.: 0.340438] [G loss: 0.709630, KL div.: 0.709630, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3284 [D loss: 0.689882, acc.: 56.64%, KL div.: 0.343788] [G loss: 0.711215, KL div.: 0.711215, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3285 [D loss: 0.689699, acc.: 53.52%, KL div.: 0.344504] [G loss: 0.709748, KL div.: 0.709748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3286 [D loss: 0.689543, acc.: 58.59%, KL div.: 0.343128] [G loss: 0.707156, KL div.: 0.707156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3287 [D loss: 0.690889, acc.: 52.34%, KL div.: 0.344507] [G loss: 0.704399, KL div.: 0.704399, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3288 [D loss: 0.689331, acc.: 51.95%, KL div.: 0.338823] [G loss: 0.708560, KL div.: 0.708560, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3289 [D loss: 0.695569, acc.: 48.83%, KL div.: 0.343496] [G loss: 0.709212, KL div.: 0.709212, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3290 [D loss: 0.694056, acc.: 52.34%, KL div.: 0.344785] [G loss: 0.707414, KL div.: 0.707414, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3291 [D loss: 0.693399, acc.: 50.39%, KL div.: 0.344738] [G loss: 0.714272, KL div.: 0.714272, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3292 [D loss: 0.693728, acc.: 48.44%, KL div.: 0.344661] [G loss: 0.709793, KL div.: 0.709793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3293 [D loss: 0.694628, acc.: 49.22%, KL div.: 0.346215] [G loss: 0.719678, KL div.: 0.719678, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3294 [D loss: 0.692490, acc.: 50.39%, KL div.: 0.344778] [G loss: 0.711147, KL div.: 0.711147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3295 [D loss: 0.691309, acc.: 50.78%, KL div.: 0.343871] [G loss: 0.713419, KL div.: 0.713419, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3296 [D loss: 0.694173, acc.: 48.83%, KL div.: 0.347766] [G loss: 0.707060, KL div.: 0.707060, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3297 [D loss: 0.692663, acc.: 48.44%, KL div.: 0.346515] [G loss: 0.711672, KL div.: 0.711672, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3298 [D loss: 0.687018, acc.: 59.77%, KL div.: 0.342756] [G loss: 0.712111, KL div.: 0.712111, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3299 [D loss: 0.693405, acc.: 50.39%, KL div.: 0.343510] [G loss: 0.712461, KL div.: 0.712461, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 1s 108ms/step
4/4 [==============================] - 0s 26ms/step
3300 [D loss: 0.690880, acc.: 49.61%, KL div.: 0.339553] [G loss: 0.707152, KL div.: 0.707152, FID: 34.319984]
1/1 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 61ms/step
3301 [D loss: 0.689336, acc.: 53.91%, KL div.: 0.342202] [G loss: 0.708318, KL div.: 0.708318, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3302 [D loss: 0.687592, acc.: 58.20%, KL div.: 0.342225] [G loss: 0.709016, KL div.: 0.709016, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3303 [D loss: 0.690728, acc.: 52.73%, KL div.: 0.339545] [G loss: 0.708080, KL div.: 0.708080, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3304 [D loss: 0.694042, acc.: 53.91%, KL div.: 0.344575] [G loss: 0.700302, KL div.: 0.700302, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3305 [D loss: 0.695615, acc.: 51.17%, KL div.: 0.345481] [G loss: 0.702479, KL div.: 0.702479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3306 [D loss: 0.689591, acc.: 56.64%, KL div.: 0.343365] [G loss: 0.711982, KL div.: 0.711982, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3307 [D loss: 0.687902, acc.: 55.08%, KL div.: 0.345534] [G loss: 0.705468, KL div.: 0.705468, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3308 [D loss: 0.699114, acc.: 44.53%, KL div.: 0.346753] [G loss: 0.707653, KL div.: 0.707653, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3309 [D loss: 0.688789, acc.: 56.64%, KL div.: 0.344131] [G loss: 0.712922, KL div.: 0.712922, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3310 [D loss: 0.698144, acc.: 42.19%, KL div.: 0.349471] [G loss: 0.707650, KL div.: 0.707650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3311 [D loss: 0.690821, acc.: 54.30%, KL div.: 0.342463] [G loss: 0.709081, KL div.: 0.709081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3312 [D loss: 0.693513, acc.: 53.52%, KL div.: 0.344431] [G loss: 0.707939, KL div.: 0.707939, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3313 [D loss: 0.692534, acc.: 49.61%, KL div.: 0.345849] [G loss: 0.709656, KL div.: 0.709656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3314 [D loss: 0.691206, acc.: 55.47%, KL div.: 0.344320] [G loss: 0.701821, KL div.: 0.701821, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3315 [D loss: 0.698978, acc.: 43.36%, KL div.: 0.346633] [G loss: 0.706636, KL div.: 0.706636, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3316 [D loss: 0.690121, acc.: 53.52%, KL div.: 0.345096] [G loss: 0.712576, KL div.: 0.712576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3317 [D loss: 0.692787, acc.: 52.73%, KL div.: 0.346013] [G loss: 0.711260, KL div.: 0.711260, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3318 [D loss: 0.690515, acc.: 53.91%, KL div.: 0.344902] [G loss: 0.711246, KL div.: 0.711246, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3319 [D loss: 0.687866, acc.: 53.52%, KL div.: 0.343792] [G loss: 0.713717, KL div.: 0.713717, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3320 [D loss: 0.692541, acc.: 53.52%, KL div.: 0.341828] [G loss: 0.708926, KL div.: 0.708926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3321 [D loss: 0.694574, acc.: 51.17%, KL div.: 0.345165] [G loss: 0.709150, KL div.: 0.709150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3322 [D loss: 0.695102, acc.: 50.39%, KL div.: 0.346323] [G loss: 0.707203, KL div.: 0.707203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3323 [D loss: 0.692748, acc.: 50.39%, KL div.: 0.345338] [G loss: 0.712184, KL div.: 0.712184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3324 [D loss: 0.690283, acc.: 53.52%, KL div.: 0.343279] [G loss: 0.711855, KL div.: 0.711855, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3325 [D loss: 0.694323, acc.: 50.78%, KL div.: 0.348144] [G loss: 0.710401, KL div.: 0.710401, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3326 [D loss: 0.696183, acc.: 46.48%, KL div.: 0.350449] [G loss: 0.708136, KL div.: 0.708136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3327 [D loss: 0.694998, acc.: 48.05%, KL div.: 0.346699] [G loss: 0.702039, KL div.: 0.702039, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3328 [D loss: 0.694382, acc.: 47.27%, KL div.: 0.342989] [G loss: 0.711498, KL div.: 0.711498, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3329 [D loss: 0.692958, acc.: 52.34%, KL div.: 0.342793] [G loss: 0.707094, KL div.: 0.707094, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3330 [D loss: 0.687698, acc.: 56.64%, KL div.: 0.341427] [G loss: 0.708200, KL div.: 0.708200, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3331 [D loss: 0.694538, acc.: 50.78%, KL div.: 0.346143] [G loss: 0.708107, KL div.: 0.708107, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3332 [D loss: 0.688318, acc.: 56.64%, KL div.: 0.341356] [G loss: 0.713906, KL div.: 0.713906, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3333 [D loss: 0.693489, acc.: 56.64%, KL div.: 0.342933] [G loss: 0.720424, KL div.: 0.720424, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3334 [D loss: 0.691575, acc.: 53.12%, KL div.: 0.345079] [G loss: 0.712906, KL div.: 0.712906, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3335 [D loss: 0.689044, acc.: 52.73%, KL div.: 0.342768] [G loss: 0.709677, KL div.: 0.709677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3336 [D loss: 0.689995, acc.: 54.69%, KL div.: 0.345948] [G loss: 0.715772, KL div.: 0.715772, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3337 [D loss: 0.686441, acc.: 54.69%, KL div.: 0.342550] [G loss: 0.712406, KL div.: 0.712406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3338 [D loss: 0.688769, acc.: 55.86%, KL div.: 0.341466] [G loss: 0.707218, KL div.: 0.707218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3339 [D loss: 0.694388, acc.: 50.00%, KL div.: 0.346640] [G loss: 0.707380, KL div.: 0.707380, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3340 [D loss: 0.691508, acc.: 52.73%, KL div.: 0.342423] [G loss: 0.712589, KL div.: 0.712589, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3341 [D loss: 0.691921, acc.: 51.17%, KL div.: 0.339684] [G loss: 0.701906, KL div.: 0.701906, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3342 [D loss: 0.694468, acc.: 50.39%, KL div.: 0.346084] [G loss: 0.708826, KL div.: 0.708826, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3343 [D loss: 0.698644, acc.: 43.36%, KL div.: 0.346880] [G loss: 0.705869, KL div.: 0.705869, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3344 [D loss: 0.692071, acc.: 53.52%, KL div.: 0.343821] [G loss: 0.708584, KL div.: 0.708584, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3345 [D loss: 0.698934, acc.: 43.75%, KL div.: 0.345657] [G loss: 0.699549, KL div.: 0.699549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3346 [D loss: 0.692558, acc.: 52.34%, KL div.: 0.342117] [G loss: 0.701994, KL div.: 0.701994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3347 [D loss: 0.688157, acc.: 55.47%, KL div.: 0.342444] [G loss: 0.704076, KL div.: 0.704076, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3348 [D loss: 0.691460, acc.: 50.00%, KL div.: 0.344749] [G loss: 0.705641, KL div.: 0.705641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3349 [D loss: 0.692063, acc.: 54.69%, KL div.: 0.344156] [G loss: 0.704014, KL div.: 0.704014, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3350 [D loss: 0.691961, acc.: 50.39%, KL div.: 0.347340] [G loss: 0.715325, KL div.: 0.715325, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3351 [D loss: 0.690531, acc.: 49.61%, KL div.: 0.347009] [G loss: 0.717798, KL div.: 0.717798, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3352 [D loss: 0.691787, acc.: 49.61%, KL div.: 0.348307] [G loss: 0.713526, KL div.: 0.713526, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3353 [D loss: 0.689265, acc.: 55.47%, KL div.: 0.344542] [G loss: 0.711596, KL div.: 0.711596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3354 [D loss: 0.689229, acc.: 53.91%, KL div.: 0.346833] [G loss: 0.711231, KL div.: 0.711231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3355 [D loss: 0.690902, acc.: 55.86%, KL div.: 0.342823] [G loss: 0.709582, KL div.: 0.709582, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3356 [D loss: 0.687482, acc.: 56.25%, KL div.: 0.340243] [G loss: 0.710831, KL div.: 0.710831, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3357 [D loss: 0.690982, acc.: 52.34%, KL div.: 0.344297] [G loss: 0.707613, KL div.: 0.707613, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3358 [D loss: 0.690659, acc.: 51.95%, KL div.: 0.342704] [G loss: 0.709880, KL div.: 0.709880, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3359 [D loss: 0.690042, acc.: 55.86%, KL div.: 0.344135] [G loss: 0.705341, KL div.: 0.705341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3360 [D loss: 0.691489, acc.: 55.08%, KL div.: 0.344416] [G loss: 0.704955, KL div.: 0.704955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3361 [D loss: 0.689638, acc.: 56.25%, KL div.: 0.344125] [G loss: 0.705449, KL div.: 0.705449, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3362 [D loss: 0.696353, acc.: 48.05%, KL div.: 0.348639] [G loss: 0.703653, KL div.: 0.703653, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3363 [D loss: 0.690383, acc.: 53.52%, KL div.: 0.343360] [G loss: 0.713508, KL div.: 0.713508, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3364 [D loss: 0.692550, acc.: 49.22%, KL div.: 0.344988] [G loss: 0.706095, KL div.: 0.706095, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3365 [D loss: 0.691606, acc.: 51.56%, KL div.: 0.345134] [G loss: 0.708547, KL div.: 0.708547, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3366 [D loss: 0.696352, acc.: 46.88%, KL div.: 0.349321] [G loss: 0.702235, KL div.: 0.702235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3367 [D loss: 0.688139, acc.: 55.47%, KL div.: 0.342489] [G loss: 0.705571, KL div.: 0.705571, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3368 [D loss: 0.693780, acc.: 49.22%, KL div.: 0.344128] [G loss: 0.709029, KL div.: 0.709029, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3369 [D loss: 0.692637, acc.: 50.00%, KL div.: 0.346066] [G loss: 0.706995, KL div.: 0.706995, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3370 [D loss: 0.695721, acc.: 51.17%, KL div.: 0.345617] [G loss: 0.708152, KL div.: 0.708152, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3371 [D loss: 0.699244, acc.: 42.97%, KL div.: 0.349412] [G loss: 0.710370, KL div.: 0.710370, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3372 [D loss: 0.690797, acc.: 53.52%, KL div.: 0.343598] [G loss: 0.715423, KL div.: 0.715423, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3373 [D loss: 0.689050, acc.: 55.08%, KL div.: 0.342904] [G loss: 0.709127, KL div.: 0.709127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3374 [D loss: 0.690073, acc.: 55.86%, KL div.: 0.345424] [G loss: 0.708252, KL div.: 0.708251, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3375 [D loss: 0.693544, acc.: 51.17%, KL div.: 0.345239] [G loss: 0.706960, KL div.: 0.706960, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3376 [D loss: 0.694091, acc.: 49.61%, KL div.: 0.348377] [G loss: 0.709906, KL div.: 0.709906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3377 [D loss: 0.692715, acc.: 50.78%, KL div.: 0.344062] [G loss: 0.704378, KL div.: 0.704378, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3378 [D loss: 0.689063, acc.: 51.56%, KL div.: 0.344988] [G loss: 0.709134, KL div.: 0.709134, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3379 [D loss: 0.699837, acc.: 46.88%, KL div.: 0.349343] [G loss: 0.710082, KL div.: 0.710082, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3380 [D loss: 0.690237, acc.: 53.52%, KL div.: 0.344402] [G loss: 0.710693, KL div.: 0.710693, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3381 [D loss: 0.689816, acc.: 51.95%, KL div.: 0.342941] [G loss: 0.719057, KL div.: 0.719057, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3382 [D loss: 0.685717, acc.: 56.25%, KL div.: 0.342171] [G loss: 0.712679, KL div.: 0.712679, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3383 [D loss: 0.691139, acc.: 56.25%, KL div.: 0.343355] [G loss: 0.701938, KL div.: 0.701938, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3384 [D loss: 0.697111, acc.: 49.61%, KL div.: 0.346761] [G loss: 0.705027, KL div.: 0.705027, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3385 [D loss: 0.689290, acc.: 54.69%, KL div.: 0.341844] [G loss: 0.705269, KL div.: 0.705269, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3386 [D loss: 0.693361, acc.: 50.78%, KL div.: 0.344785] [G loss: 0.703313, KL div.: 0.703313, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3387 [D loss: 0.691008, acc.: 53.12%, KL div.: 0.342771] [G loss: 0.704816, KL div.: 0.704816, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3388 [D loss: 0.690217, acc.: 53.12%, KL div.: 0.343916] [G loss: 0.709778, KL div.: 0.709778, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3389 [D loss: 0.693615, acc.: 50.39%, KL div.: 0.341804] [G loss: 0.706846, KL div.: 0.706846, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3390 [D loss: 0.694160, acc.: 51.56%, KL div.: 0.344849] [G loss: 0.704362, KL div.: 0.704362, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
3391 [D loss: 0.694176, acc.: 48.83%, KL div.: 0.343786] [G loss: 0.707001, KL div.: 0.707001, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3392 [D loss: 0.693177, acc.: 48.05%, KL div.: 0.346568] [G loss: 0.716242, KL div.: 0.716242, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3393 [D loss: 0.693438, acc.: 50.00%, KL div.: 0.346372] [G loss: 0.709960, KL div.: 0.709960, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3394 [D loss: 0.692782, acc.: 50.39%, KL div.: 0.344527] [G loss: 0.709515, KL div.: 0.709515, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3395 [D loss: 0.688115, acc.: 54.69%, KL div.: 0.346359] [G loss: 0.714204, KL div.: 0.714203, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
3396 [D loss: 0.693089, acc.: 52.34%, KL div.: 0.348048] [G loss: 0.709745, KL div.: 0.709745, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3397 [D loss: 0.692496, acc.: 54.69%, KL div.: 0.345944] [G loss: 0.715596, KL div.: 0.715595, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3398 [D loss: 0.692140, acc.: 51.56%, KL div.: 0.347239] [G loss: 0.712682, KL div.: 0.712682, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3399 [D loss: 0.694196, acc.: 46.48%, KL div.: 0.348875] [G loss: 0.708537, KL div.: 0.708537, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 3s 97ms/step
4/4 [==============================] - 0s 26ms/step
3400 [D loss: 0.692048, acc.: 54.69%, KL div.: 0.343022] [G loss: 0.710179, KL div.: 0.710179, FID: 37.599931]
1/1 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 116ms/step
3401 [D loss: 0.687683, acc.: 56.25%, KL div.: 0.342705] [G loss: 0.708513, KL div.: 0.708513, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3402 [D loss: 0.692938, acc.: 52.73%, KL div.: 0.343624] [G loss: 0.706843, KL div.: 0.706843, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3403 [D loss: 0.691424, acc.: 51.95%, KL div.: 0.343796] [G loss: 0.702695, KL div.: 0.702695, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3404 [D loss: 0.692376, acc.: 53.91%, KL div.: 0.342876] [G loss: 0.706650, KL div.: 0.706650, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3405 [D loss: 0.690249, acc.: 53.12%, KL div.: 0.343833] [G loss: 0.704863, KL div.: 0.704863, FID: 0.000000]
4/4 [==============================] - 0s 31ms/step
3406 [D loss: 0.691614, acc.: 49.61%, KL div.: 0.344878] [G loss: 0.713968, KL div.: 0.713968, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3407 [D loss: 0.688054, acc.: 55.47%, KL div.: 0.342636] [G loss: 0.711790, KL div.: 0.711790, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3408 [D loss: 0.688640, acc.: 51.56%, KL div.: 0.344730] [G loss: 0.709891, KL div.: 0.709891, FID: 0.000000]
4/4 [==============================] - 0s 17ms/step
3409 [D loss: 0.696619, acc.: 50.00%, KL div.: 0.347395] [G loss: 0.713077, KL div.: 0.713077, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3410 [D loss: 0.692124, acc.: 51.17%, KL div.: 0.344049] [G loss: 0.707006, KL div.: 0.707006, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3411 [D loss: 0.691203, acc.: 50.39%, KL div.: 0.342870] [G loss: 0.706875, KL div.: 0.706875, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3412 [D loss: 0.692747, acc.: 51.56%, KL div.: 0.347582] [G loss: 0.714064, KL div.: 0.714064, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3413 [D loss: 0.693309, acc.: 53.52%, KL div.: 0.347011] [G loss: 0.717101, KL div.: 0.717101, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3414 [D loss: 0.694026, acc.: 48.05%, KL div.: 0.347198] [G loss: 0.706680, KL div.: 0.706680, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
3415 [D loss: 0.697905, acc.: 46.48%, KL div.: 0.347865] [G loss: 0.705411, KL div.: 0.705411, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3416 [D loss: 0.688335, acc.: 53.91%, KL div.: 0.343895] [G loss: 0.712691, KL div.: 0.712691, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3417 [D loss: 0.683043, acc.: 60.55%, KL div.: 0.340128] [G loss: 0.706292, KL div.: 0.706292, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3418 [D loss: 0.686531, acc.: 57.81%, KL div.: 0.342214] [G loss: 0.709314, KL div.: 0.709314, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
3419 [D loss: 0.693493, acc.: 53.12%, KL div.: 0.344566] [G loss: 0.703186, KL div.: 0.703186, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3420 [D loss: 0.692219, acc.: 51.56%, KL div.: 0.344543] [G loss: 0.705946, KL div.: 0.705946, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3421 [D loss: 0.694024, acc.: 50.78%, KL div.: 0.343168] [G loss: 0.703842, KL div.: 0.703842, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3422 [D loss: 0.692942, acc.: 50.39%, KL div.: 0.341717] [G loss: 0.703008, KL div.: 0.703008, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3423 [D loss: 0.694239, acc.: 48.05%, KL div.: 0.344461] [G loss: 0.701553, KL div.: 0.701553, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3424 [D loss: 0.693162, acc.: 51.95%, KL div.: 0.343385] [G loss: 0.704394, KL div.: 0.704394, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3425 [D loss: 0.695700, acc.: 47.66%, KL div.: 0.345416] [G loss: 0.704418, KL div.: 0.704418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3426 [D loss: 0.694854, acc.: 50.39%, KL div.: 0.343400] [G loss: 0.706732, KL div.: 0.706732, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3427 [D loss: 0.697152, acc.: 45.70%, KL div.: 0.347731] [G loss: 0.710763, KL div.: 0.710763, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3428 [D loss: 0.687410, acc.: 53.12%, KL div.: 0.344654] [G loss: 0.710657, KL div.: 0.710657, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3429 [D loss: 0.694507, acc.: 48.83%, KL div.: 0.346836] [G loss: 0.709892, KL div.: 0.709892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3430 [D loss: 0.691712, acc.: 52.34%, KL div.: 0.345658] [G loss: 0.709710, KL div.: 0.709710, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3431 [D loss: 0.694152, acc.: 50.00%, KL div.: 0.345597] [G loss: 0.706257, KL div.: 0.706257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3432 [D loss: 0.686818, acc.: 58.59%, KL div.: 0.344353] [G loss: 0.715880, KL div.: 0.715880, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3433 [D loss: 0.690195, acc.: 53.52%, KL div.: 0.347386] [G loss: 0.710852, KL div.: 0.710852, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3434 [D loss: 0.685176, acc.: 59.77%, KL div.: 0.341702] [G loss: 0.713858, KL div.: 0.713858, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3435 [D loss: 0.692756, acc.: 52.34%, KL div.: 0.346774] [G loss: 0.714466, KL div.: 0.714466, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3436 [D loss: 0.694448, acc.: 47.66%, KL div.: 0.348078] [G loss: 0.698077, KL div.: 0.698077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3437 [D loss: 0.698177, acc.: 46.88%, KL div.: 0.346668] [G loss: 0.705259, KL div.: 0.705259, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3438 [D loss: 0.695568, acc.: 48.44%, KL div.: 0.344075] [G loss: 0.703528, KL div.: 0.703528, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3439 [D loss: 0.692014, acc.: 48.83%, KL div.: 0.342584] [G loss: 0.707145, KL div.: 0.707145, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3440 [D loss: 0.689937, acc.: 54.69%, KL div.: 0.343496] [G loss: 0.704231, KL div.: 0.704231, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3441 [D loss: 0.690894, acc.: 53.12%, KL div.: 0.344166] [G loss: 0.703486, KL div.: 0.703486, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3442 [D loss: 0.693250, acc.: 50.00%, KL div.: 0.345415] [G loss: 0.703729, KL div.: 0.703729, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3443 [D loss: 0.687172, acc.: 56.64%, KL div.: 0.341977] [G loss: 0.715051, KL div.: 0.715051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3444 [D loss: 0.694343, acc.: 49.22%, KL div.: 0.346476] [G loss: 0.711640, KL div.: 0.711640, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3445 [D loss: 0.694119, acc.: 51.95%, KL div.: 0.347642] [G loss: 0.709661, KL div.: 0.709661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3446 [D loss: 0.692479, acc.: 48.05%, KL div.: 0.345331] [G loss: 0.702911, KL div.: 0.702911, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3447 [D loss: 0.696092, acc.: 50.00%, KL div.: 0.346402] [G loss: 0.710708, KL div.: 0.710708, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3448 [D loss: 0.691493, acc.: 52.73%, KL div.: 0.345665] [G loss: 0.705504, KL div.: 0.705504, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3449 [D loss: 0.695913, acc.: 46.88%, KL div.: 0.347506] [G loss: 0.708057, KL div.: 0.708057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3450 [D loss: 0.694487, acc.: 51.56%, KL div.: 0.345000] [G loss: 0.705452, KL div.: 0.705452, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3451 [D loss: 0.692993, acc.: 50.00%, KL div.: 0.345866] [G loss: 0.707734, KL div.: 0.707734, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3452 [D loss: 0.689958, acc.: 51.17%, KL div.: 0.345046] [G loss: 0.710647, KL div.: 0.710647, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3453 [D loss: 0.690009, acc.: 53.12%, KL div.: 0.344324] [G loss: 0.710167, KL div.: 0.710167, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3454 [D loss: 0.687558, acc.: 55.08%, KL div.: 0.345797] [G loss: 0.711184, KL div.: 0.711184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3455 [D loss: 0.698050, acc.: 42.58%, KL div.: 0.347709] [G loss: 0.706109, KL div.: 0.706109, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3456 [D loss: 0.691819, acc.: 50.78%, KL div.: 0.346576] [G loss: 0.709725, KL div.: 0.709725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3457 [D loss: 0.691003, acc.: 54.30%, KL div.: 0.346174] [G loss: 0.710631, KL div.: 0.710631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3458 [D loss: 0.690942, acc.: 54.30%, KL div.: 0.347762] [G loss: 0.713678, KL div.: 0.713678, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3459 [D loss: 0.688509, acc.: 55.08%, KL div.: 0.344585] [G loss: 0.709469, KL div.: 0.709469, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3460 [D loss: 0.693203, acc.: 54.30%, KL div.: 0.346152] [G loss: 0.711381, KL div.: 0.711381, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3461 [D loss: 0.692673, acc.: 56.25%, KL div.: 0.346301] [G loss: 0.712253, KL div.: 0.712253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3462 [D loss: 0.692878, acc.: 49.61%, KL div.: 0.349169] [G loss: 0.707722, KL div.: 0.707722, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3463 [D loss: 0.695160, acc.: 45.31%, KL div.: 0.349637] [G loss: 0.709249, KL div.: 0.709249, FID: 0.000000]
4/4 [==============================] - 0s 19ms/step
3464 [D loss: 0.692374, acc.: 51.95%, KL div.: 0.347150] [G loss: 0.706253, KL div.: 0.706253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3465 [D loss: 0.689551, acc.: 55.08%, KL div.: 0.343169] [G loss: 0.704181, KL div.: 0.704181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3466 [D loss: 0.692520, acc.: 50.00%, KL div.: 0.345780] [G loss: 0.713852, KL div.: 0.713852, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3467 [D loss: 0.691585, acc.: 50.39%, KL div.: 0.344477] [G loss: 0.706931, KL div.: 0.706931, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3468 [D loss: 0.693731, acc.: 52.73%, KL div.: 0.348507] [G loss: 0.705108, KL div.: 0.705108, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3469 [D loss: 0.693007, acc.: 49.61%, KL div.: 0.345505] [G loss: 0.705736, KL div.: 0.705736, FID: 0.000000]
4/4 [==============================] - 0s 36ms/step
3470 [D loss: 0.695693, acc.: 48.44%, KL div.: 0.345866] [G loss: 0.704160, KL div.: 0.704160, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3471 [D loss: 0.691729, acc.: 51.17%, KL div.: 0.345658] [G loss: 0.699225, KL div.: 0.699225, FID: 0.000000]
4/4 [==============================] - 0s 25ms/step
3472 [D loss: 0.688775, acc.: 57.03%, KL div.: 0.341541] [G loss: 0.704719, KL div.: 0.704719, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3473 [D loss: 0.697521, acc.: 46.88%, KL div.: 0.349418] [G loss: 0.709813, KL div.: 0.709813, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3474 [D loss: 0.695238, acc.: 47.66%, KL div.: 0.350518] [G loss: 0.709299, KL div.: 0.709299, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
3475 [D loss: 0.693749, acc.: 51.95%, KL div.: 0.348768] [G loss: 0.717464, KL div.: 0.717464, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3476 [D loss: 0.694424, acc.: 53.12%, KL div.: 0.345988] [G loss: 0.719338, KL div.: 0.719338, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3477 [D loss: 0.692435, acc.: 52.34%, KL div.: 0.344679] [G loss: 0.715907, KL div.: 0.715907, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3478 [D loss: 0.691183, acc.: 50.39%, KL div.: 0.344910] [G loss: 0.709735, KL div.: 0.709735, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3479 [D loss: 0.687437, acc.: 55.86%, KL div.: 0.345290] [G loss: 0.711045, KL div.: 0.711045, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3480 [D loss: 0.688779, acc.: 54.30%, KL div.: 0.344514] [G loss: 0.710992, KL div.: 0.710992, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3481 [D loss: 0.686263, acc.: 52.34%, KL div.: 0.343666] [G loss: 0.721356, KL div.: 0.721356, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3482 [D loss: 0.691945, acc.: 48.44%, KL div.: 0.344171] [G loss: 0.708120, KL div.: 0.708120, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3483 [D loss: 0.691279, acc.: 52.34%, KL div.: 0.347017] [G loss: 0.714751, KL div.: 0.714751, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
3484 [D loss: 0.688388, acc.: 54.69%, KL div.: 0.343816] [G loss: 0.713740, KL div.: 0.713740, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3485 [D loss: 0.691764, acc.: 51.56%, KL div.: 0.344648] [G loss: 0.704068, KL div.: 0.704068, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3486 [D loss: 0.690887, acc.: 53.52%, KL div.: 0.345128] [G loss: 0.708970, KL div.: 0.708970, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3487 [D loss: 0.688774, acc.: 55.47%, KL div.: 0.345900] [G loss: 0.713766, KL div.: 0.713766, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
3488 [D loss: 0.690886, acc.: 52.73%, KL div.: 0.344112] [G loss: 0.711321, KL div.: 0.711321, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3489 [D loss: 0.688558, acc.: 57.42%, KL div.: 0.344237] [G loss: 0.711123, KL div.: 0.711123, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3490 [D loss: 0.691050, acc.: 53.91%, KL div.: 0.342573] [G loss: 0.710292, KL div.: 0.710292, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3491 [D loss: 0.694962, acc.: 48.44%, KL div.: 0.347209] [G loss: 0.710309, KL div.: 0.710309, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3492 [D loss: 0.685779, acc.: 55.08%, KL div.: 0.340372] [G loss: 0.710399, KL div.: 0.710399, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3493 [D loss: 0.689725, acc.: 57.03%, KL div.: 0.342572] [G loss: 0.701158, KL div.: 0.701158, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3494 [D loss: 0.690701, acc.: 48.44%, KL div.: 0.342192] [G loss: 0.707317, KL div.: 0.707317, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3495 [D loss: 0.691360, acc.: 53.52%, KL div.: 0.344235] [G loss: 0.706591, KL div.: 0.706591, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3496 [D loss: 0.694439, acc.: 48.83%, KL div.: 0.345598] [G loss: 0.702380, KL div.: 0.702380, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3497 [D loss: 0.694816, acc.: 48.44%, KL div.: 0.344274] [G loss: 0.703978, KL div.: 0.703978, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3498 [D loss: 0.691751, acc.: 53.12%, KL div.: 0.344346] [G loss: 0.704508, KL div.: 0.704508, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3499 [D loss: 0.691632, acc.: 53.91%, KL div.: 0.344234] [G loss: 0.708181, KL div.: 0.708181, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 1s 115ms/step
4/4 [==============================] - 0s 29ms/step
3500 [D loss: 0.697767, acc.: 48.83%, KL div.: 0.344261] [G loss: 0.699302, KL div.: 0.699302, FID: 38.217190]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 70ms/step
3501 [D loss: 0.693846, acc.: 47.66%, KL div.: 0.342787] [G loss: 0.707964, KL div.: 0.707964, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3502 [D loss: 0.695105, acc.: 50.39%, KL div.: 0.342152] [G loss: 0.704306, KL div.: 0.704306, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3503 [D loss: 0.693763, acc.: 51.95%, KL div.: 0.343478] [G loss: 0.705519, KL div.: 0.705519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3504 [D loss: 0.690576, acc.: 54.30%, KL div.: 0.342877] [G loss: 0.700934, KL div.: 0.700934, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3505 [D loss: 0.689547, acc.: 54.30%, KL div.: 0.344019] [G loss: 0.710616, KL div.: 0.710616, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3506 [D loss: 0.691103, acc.: 53.52%, KL div.: 0.343617] [G loss: 0.697864, KL div.: 0.697864, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3507 [D loss: 0.694141, acc.: 49.61%, KL div.: 0.344608] [G loss: 0.708820, KL div.: 0.708820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3508 [D loss: 0.693641, acc.: 52.34%, KL div.: 0.344041] [G loss: 0.702625, KL div.: 0.702625, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3509 [D loss: 0.692661, acc.: 51.17%, KL div.: 0.345513] [G loss: 0.714849, KL div.: 0.714849, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3510 [D loss: 0.695233, acc.: 51.17%, KL div.: 0.346645] [G loss: 0.703785, KL div.: 0.703785, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3511 [D loss: 0.695316, acc.: 45.70%, KL div.: 0.346206] [G loss: 0.709522, KL div.: 0.709522, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3512 [D loss: 0.690417, acc.: 53.12%, KL div.: 0.344052] [G loss: 0.708256, KL div.: 0.708256, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3513 [D loss: 0.690927, acc.: 55.86%, KL div.: 0.342145] [G loss: 0.707191, KL div.: 0.707191, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3514 [D loss: 0.690458, acc.: 54.30%, KL div.: 0.342196] [G loss: 0.704707, KL div.: 0.704707, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3515 [D loss: 0.690978, acc.: 51.56%, KL div.: 0.341863] [G loss: 0.703747, KL div.: 0.703747, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3516 [D loss: 0.688590, acc.: 56.64%, KL div.: 0.342702] [G loss: 0.704736, KL div.: 0.704736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3517 [D loss: 0.691478, acc.: 54.30%, KL div.: 0.342132] [G loss: 0.707596, KL div.: 0.707596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3518 [D loss: 0.692766, acc.: 49.61%, KL div.: 0.343592] [G loss: 0.697718, KL div.: 0.697718, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3519 [D loss: 0.694649, acc.: 50.39%, KL div.: 0.346124] [G loss: 0.699376, KL div.: 0.699376, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3520 [D loss: 0.693895, acc.: 49.22%, KL div.: 0.342982] [G loss: 0.701353, KL div.: 0.701353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3521 [D loss: 0.690830, acc.: 54.69%, KL div.: 0.341090] [G loss: 0.698100, KL div.: 0.698100, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3522 [D loss: 0.692303, acc.: 52.34%, KL div.: 0.342524] [G loss: 0.700839, KL div.: 0.700839, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3523 [D loss: 0.694206, acc.: 48.44%, KL div.: 0.340637] [G loss: 0.699930, KL div.: 0.699930, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3524 [D loss: 0.690992, acc.: 52.34%, KL div.: 0.342741] [G loss: 0.702486, KL div.: 0.702486, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3525 [D loss: 0.694800, acc.: 46.09%, KL div.: 0.344944] [G loss: 0.704039, KL div.: 0.704039, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3526 [D loss: 0.689037, acc.: 54.30%, KL div.: 0.339908] [G loss: 0.712594, KL div.: 0.712594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3527 [D loss: 0.694358, acc.: 51.56%, KL div.: 0.345171] [G loss: 0.703287, KL div.: 0.703287, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3528 [D loss: 0.693159, acc.: 49.61%, KL div.: 0.342372] [G loss: 0.700803, KL div.: 0.700803, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3529 [D loss: 0.690466, acc.: 55.86%, KL div.: 0.346080] [G loss: 0.707132, KL div.: 0.707132, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3530 [D loss: 0.695576, acc.: 51.17%, KL div.: 0.349371] [G loss: 0.709348, KL div.: 0.709348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3531 [D loss: 0.691507, acc.: 52.73%, KL div.: 0.343937] [G loss: 0.705910, KL div.: 0.705910, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3532 [D loss: 0.696551, acc.: 48.44%, KL div.: 0.347787] [G loss: 0.712410, KL div.: 0.712410, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3533 [D loss: 0.693246, acc.: 49.22%, KL div.: 0.346698] [G loss: 0.702639, KL div.: 0.702639, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3534 [D loss: 0.691469, acc.: 53.91%, KL div.: 0.343431] [G loss: 0.707678, KL div.: 0.707677, FID: 0.000000]
4/4 [==============================] - 0s 18ms/step
3535 [D loss: 0.691846, acc.: 53.12%, KL div.: 0.344554] [G loss: 0.704129, KL div.: 0.704129, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3536 [D loss: 0.691069, acc.: 55.08%, KL div.: 0.344002] [G loss: 0.705171, KL div.: 0.705171, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3537 [D loss: 0.698766, acc.: 50.00%, KL div.: 0.349887] [G loss: 0.705955, KL div.: 0.705955, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3538 [D loss: 0.691286, acc.: 52.73%, KL div.: 0.344680] [G loss: 0.704180, KL div.: 0.704180, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3539 [D loss: 0.691119, acc.: 53.52%, KL div.: 0.347755] [G loss: 0.710326, KL div.: 0.710326, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3540 [D loss: 0.695418, acc.: 47.27%, KL div.: 0.348880] [G loss: 0.713237, KL div.: 0.713237, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3541 [D loss: 0.692466, acc.: 50.78%, KL div.: 0.345643] [G loss: 0.708929, KL div.: 0.708929, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3542 [D loss: 0.695797, acc.: 48.44%, KL div.: 0.348392] [G loss: 0.712389, KL div.: 0.712389, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3543 [D loss: 0.690170, acc.: 52.73%, KL div.: 0.343719] [G loss: 0.706405, KL div.: 0.706405, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3544 [D loss: 0.693483, acc.: 50.39%, KL div.: 0.347579] [G loss: 0.702519, KL div.: 0.702519, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3545 [D loss: 0.691499, acc.: 50.39%, KL div.: 0.345190] [G loss: 0.708604, KL div.: 0.708604, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3546 [D loss: 0.690608, acc.: 53.91%, KL div.: 0.341478] [G loss: 0.700739, KL div.: 0.700739, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3547 [D loss: 0.691993, acc.: 54.30%, KL div.: 0.342927] [G loss: 0.701961, KL div.: 0.701961, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3548 [D loss: 0.691319, acc.: 54.30%, KL div.: 0.343021] [G loss: 0.701979, KL div.: 0.701979, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3549 [D loss: 0.694639, acc.: 47.66%, KL div.: 0.342645] [G loss: 0.702127, KL div.: 0.702127, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
3550 [D loss: 0.690672, acc.: 53.52%, KL div.: 0.340200] [G loss: 0.708671, KL div.: 0.708671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3551 [D loss: 0.688372, acc.: 57.81%, KL div.: 0.342931] [G loss: 0.712389, KL div.: 0.712389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3552 [D loss: 0.694913, acc.: 49.61%, KL div.: 0.346779] [G loss: 0.708648, KL div.: 0.708648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3553 [D loss: 0.694078, acc.: 50.39%, KL div.: 0.346082] [G loss: 0.706338, KL div.: 0.706338, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3554 [D loss: 0.692857, acc.: 50.78%, KL div.: 0.341790] [G loss: 0.703884, KL div.: 0.703884, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3555 [D loss: 0.690795, acc.: 53.91%, KL div.: 0.343343] [G loss: 0.715753, KL div.: 0.715753, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3556 [D loss: 0.688558, acc.: 53.91%, KL div.: 0.341635] [G loss: 0.710459, KL div.: 0.710459, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3557 [D loss: 0.694187, acc.: 52.34%, KL div.: 0.347973] [G loss: 0.709086, KL div.: 0.709086, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3558 [D loss: 0.696731, acc.: 47.66%, KL div.: 0.346343] [G loss: 0.701913, KL div.: 0.701913, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3559 [D loss: 0.690885, acc.: 52.34%, KL div.: 0.342963] [G loss: 0.702178, KL div.: 0.702178, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
3560 [D loss: 0.687370, acc.: 51.95%, KL div.: 0.341311] [G loss: 0.704888, KL div.: 0.704888, FID: 0.000000]
4/4 [==============================] - 0s 20ms/step
3561 [D loss: 0.690369, acc.: 53.52%, KL div.: 0.343005] [G loss: 0.702313, KL div.: 0.702313, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3562 [D loss: 0.689320, acc.: 52.34%, KL div.: 0.343262] [G loss: 0.709187, KL div.: 0.709187, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3563 [D loss: 0.694567, acc.: 52.73%, KL div.: 0.347802] [G loss: 0.702884, KL div.: 0.702884, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3564 [D loss: 0.696852, acc.: 45.31%, KL div.: 0.346139] [G loss: 0.706129, KL div.: 0.706129, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3565 [D loss: 0.692518, acc.: 50.00%, KL div.: 0.345530] [G loss: 0.702567, KL div.: 0.702567, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3566 [D loss: 0.696307, acc.: 45.31%, KL div.: 0.347756] [G loss: 0.706856, KL div.: 0.706856, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3567 [D loss: 0.688494, acc.: 56.64%, KL div.: 0.344137] [G loss: 0.709312, KL div.: 0.709312, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3568 [D loss: 0.694805, acc.: 50.78%, KL div.: 0.345897] [G loss: 0.706709, KL div.: 0.706709, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3569 [D loss: 0.695338, acc.: 50.78%, KL div.: 0.348181] [G loss: 0.710580, KL div.: 0.710580, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3570 [D loss: 0.691941, acc.: 52.34%, KL div.: 0.346254] [G loss: 0.712881, KL div.: 0.712881, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3571 [D loss: 0.691977, acc.: 53.12%, KL div.: 0.343921] [G loss: 0.714363, KL div.: 0.714363, FID: 0.000000]
4/4 [==============================] - 0s 32ms/step
3572 [D loss: 0.688502, acc.: 52.73%, KL div.: 0.343716] [G loss: 0.711378, KL div.: 0.711378, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3573 [D loss: 0.692846, acc.: 52.73%, KL div.: 0.345924] [G loss: 0.708948, KL div.: 0.708948, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3574 [D loss: 0.689251, acc.: 54.30%, KL div.: 0.344101] [G loss: 0.710616, KL div.: 0.710616, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3575 [D loss: 0.692633, acc.: 51.17%, KL div.: 0.346592] [G loss: 0.710749, KL div.: 0.710749, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3576 [D loss: 0.691944, acc.: 50.00%, KL div.: 0.346015] [G loss: 0.704272, KL div.: 0.704273, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3577 [D loss: 0.695646, acc.: 46.88%, KL div.: 0.347792] [G loss: 0.703313, KL div.: 0.703313, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3578 [D loss: 0.695889, acc.: 46.88%, KL div.: 0.346801] [G loss: 0.701500, KL div.: 0.701500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3579 [D loss: 0.692969, acc.: 52.34%, KL div.: 0.345596] [G loss: 0.708544, KL div.: 0.708544, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3580 [D loss: 0.691066, acc.: 54.30%, KL div.: 0.345851] [G loss: 0.706343, KL div.: 0.706343, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3581 [D loss: 0.692182, acc.: 52.34%, KL div.: 0.347419] [G loss: 0.704267, KL div.: 0.704267, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3582 [D loss: 0.692238, acc.: 51.56%, KL div.: 0.345934] [G loss: 0.697588, KL div.: 0.697588, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
3583 [D loss: 0.697503, acc.: 47.66%, KL div.: 0.346495] [G loss: 0.704068, KL div.: 0.704068, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3584 [D loss: 0.687691, acc.: 57.81%, KL div.: 0.342823] [G loss: 0.713246, KL div.: 0.713246, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3585 [D loss: 0.689569, acc.: 53.91%, KL div.: 0.343170] [G loss: 0.707948, KL div.: 0.707948, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3586 [D loss: 0.697037, acc.: 48.44%, KL div.: 0.348229] [G loss: 0.711243, KL div.: 0.711243, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3587 [D loss: 0.693275, acc.: 51.17%, KL div.: 0.346392] [G loss: 0.714619, KL div.: 0.714619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3588 [D loss: 0.688831, acc.: 56.64%, KL div.: 0.342480] [G loss: 0.706985, KL div.: 0.706985, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3589 [D loss: 0.692070, acc.: 49.61%, KL div.: 0.346243] [G loss: 0.707247, KL div.: 0.707247, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3590 [D loss: 0.693783, acc.: 48.83%, KL div.: 0.345524] [G loss: 0.699894, KL div.: 0.699894, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3591 [D loss: 0.694092, acc.: 49.61%, KL div.: 0.345799] [G loss: 0.702172, KL div.: 0.702172, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3592 [D loss: 0.692684, acc.: 51.56%, KL div.: 0.347566] [G loss: 0.705011, KL div.: 0.705011, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3593 [D loss: 0.694646, acc.: 46.48%, KL div.: 0.347226] [G loss: 0.702681, KL div.: 0.702681, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3594 [D loss: 0.693214, acc.: 50.78%, KL div.: 0.342773] [G loss: 0.706145, KL div.: 0.706145, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3595 [D loss: 0.687535, acc.: 54.30%, KL div.: 0.342332] [G loss: 0.711388, KL div.: 0.711388, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
3596 [D loss: 0.694228, acc.: 50.78%, KL div.: 0.348439] [G loss: 0.709335, KL div.: 0.709335, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
3597 [D loss: 0.697785, acc.: 48.05%, KL div.: 0.347548] [G loss: 0.702967, KL div.: 0.702967, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3598 [D loss: 0.689926, acc.: 55.47%, KL div.: 0.345608] [G loss: 0.708311, KL div.: 0.708311, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3599 [D loss: 0.690083, acc.: 53.91%, KL div.: 0.343128] [G loss: 0.706393, KL div.: 0.706393, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 3s 99ms/step
4/4 [==============================] - 0s 62ms/step
3600 [D loss: 0.690813, acc.: 53.91%, KL div.: 0.342871] [G loss: 0.707300, KL div.: 0.707300, FID: 37.829870]
1/1 [==============================] - 0s 48ms/step
4/4 [==============================] - 0s 91ms/step
3601 [D loss: 0.693353, acc.: 49.61%, KL div.: 0.345180] [G loss: 0.706457, KL div.: 0.706457, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3602 [D loss: 0.693189, acc.: 51.56%, KL div.: 0.343809] [G loss: 0.705187, KL div.: 0.705187, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3603 [D loss: 0.692693, acc.: 51.56%, KL div.: 0.347289] [G loss: 0.713117, KL div.: 0.713117, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3604 [D loss: 0.694560, acc.: 48.05%, KL div.: 0.347156] [G loss: 0.713269, KL div.: 0.713269, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3605 [D loss: 0.694866, acc.: 46.09%, KL div.: 0.344573] [G loss: 0.701416, KL div.: 0.701416, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3606 [D loss: 0.690909, acc.: 54.30%, KL div.: 0.342904] [G loss: 0.704282, KL div.: 0.704282, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3607 [D loss: 0.695400, acc.: 48.83%, KL div.: 0.345687] [G loss: 0.706030, KL div.: 0.706030, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3608 [D loss: 0.691967, acc.: 52.34%, KL div.: 0.344725] [G loss: 0.702814, KL div.: 0.702814, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3609 [D loss: 0.691327, acc.: 54.69%, KL div.: 0.343540] [G loss: 0.712386, KL div.: 0.712386, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3610 [D loss: 0.695402, acc.: 48.05%, KL div.: 0.349182] [G loss: 0.710876, KL div.: 0.710876, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3611 [D loss: 0.686484, acc.: 54.69%, KL div.: 0.340646] [G loss: 0.703628, KL div.: 0.703628, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3612 [D loss: 0.696153, acc.: 50.39%, KL div.: 0.348403] [G loss: 0.710362, KL div.: 0.710362, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3613 [D loss: 0.696101, acc.: 51.17%, KL div.: 0.344773] [G loss: 0.704603, KL div.: 0.704603, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3614 [D loss: 0.689871, acc.: 54.69%, KL div.: 0.343566] [G loss: 0.712634, KL div.: 0.712634, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3615 [D loss: 0.692733, acc.: 51.17%, KL div.: 0.346540] [G loss: 0.705689, KL div.: 0.705689, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
3616 [D loss: 0.693008, acc.: 50.39%, KL div.: 0.342516] [G loss: 0.709917, KL div.: 0.709917, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3617 [D loss: 0.696005, acc.: 48.83%, KL div.: 0.345662] [G loss: 0.700040, KL div.: 0.700040, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3618 [D loss: 0.685478, acc.: 57.42%, KL div.: 0.341110] [G loss: 0.707233, KL div.: 0.707233, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3619 [D loss: 0.694998, acc.: 51.17%, KL div.: 0.346617] [G loss: 0.701075, KL div.: 0.701075, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3620 [D loss: 0.691345, acc.: 53.12%, KL div.: 0.342443] [G loss: 0.698360, KL div.: 0.698360, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3621 [D loss: 0.686759, acc.: 56.64%, KL div.: 0.340506] [G loss: 0.705413, KL div.: 0.705413, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3622 [D loss: 0.693256, acc.: 51.56%, KL div.: 0.344867] [G loss: 0.715059, KL div.: 0.715059, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3623 [D loss: 0.696182, acc.: 49.22%, KL div.: 0.347391] [G loss: 0.699705, KL div.: 0.699705, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3624 [D loss: 0.697332, acc.: 47.27%, KL div.: 0.347827] [G loss: 0.706740, KL div.: 0.706740, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3625 [D loss: 0.691715, acc.: 53.91%, KL div.: 0.344975] [G loss: 0.711431, KL div.: 0.711431, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3626 [D loss: 0.688387, acc.: 55.47%, KL div.: 0.340401] [G loss: 0.706157, KL div.: 0.706157, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3627 [D loss: 0.693525, acc.: 51.95%, KL div.: 0.343925] [G loss: 0.698826, KL div.: 0.698826, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3628 [D loss: 0.694036, acc.: 54.69%, KL div.: 0.344333] [G loss: 0.712995, KL div.: 0.712995, FID: 0.000000]
4/4 [==============================] - 0s 17ms/step
3629 [D loss: 0.697518, acc.: 42.19%, KL div.: 0.344637] [G loss: 0.707014, KL div.: 0.707014, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
3630 [D loss: 0.690341, acc.: 54.69%, KL div.: 0.340239] [G loss: 0.699361, KL div.: 0.699361, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
3631 [D loss: 0.688827, acc.: 59.77%, KL div.: 0.344158] [G loss: 0.709399, KL div.: 0.709399, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3632 [D loss: 0.688379, acc.: 53.52%, KL div.: 0.341299] [G loss: 0.711346, KL div.: 0.711346, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3633 [D loss: 0.689067, acc.: 55.08%, KL div.: 0.345041] [G loss: 0.708708, KL div.: 0.708708, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3634 [D loss: 0.689927, acc.: 48.05%, KL div.: 0.344972] [G loss: 0.703842, KL div.: 0.703842, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3635 [D loss: 0.694252, acc.: 50.39%, KL div.: 0.347236] [G loss: 0.708037, KL div.: 0.708037, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3636 [D loss: 0.695527, acc.: 49.22%, KL div.: 0.347716] [G loss: 0.703471, KL div.: 0.703471, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3637 [D loss: 0.693080, acc.: 50.39%, KL div.: 0.346563] [G loss: 0.705891, KL div.: 0.705891, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3638 [D loss: 0.695271, acc.: 48.05%, KL div.: 0.348346] [G loss: 0.708928, KL div.: 0.708928, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3639 [D loss: 0.691496, acc.: 53.52%, KL div.: 0.344916] [G loss: 0.710052, KL div.: 0.710052, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
3640 [D loss: 0.695962, acc.: 46.09%, KL div.: 0.346045] [G loss: 0.708444, KL div.: 0.708444, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3641 [D loss: 0.694768, acc.: 49.22%, KL div.: 0.347016] [G loss: 0.706281, KL div.: 0.706281, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3642 [D loss: 0.689576, acc.: 54.69%, KL div.: 0.343838] [G loss: 0.703576, KL div.: 0.703576, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3643 [D loss: 0.686997, acc.: 55.08%, KL div.: 0.342543] [G loss: 0.707613, KL div.: 0.707613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3644 [D loss: 0.688907, acc.: 55.86%, KL div.: 0.341789] [G loss: 0.712569, KL div.: 0.712569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3645 [D loss: 0.689628, acc.: 53.12%, KL div.: 0.343512] [G loss: 0.710438, KL div.: 0.710438, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3646 [D loss: 0.692148, acc.: 47.27%, KL div.: 0.343195] [G loss: 0.706803, KL div.: 0.706803, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3647 [D loss: 0.692689, acc.: 52.73%, KL div.: 0.344387] [G loss: 0.699134, KL div.: 0.699134, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3648 [D loss: 0.688976, acc.: 54.30%, KL div.: 0.341055] [G loss: 0.711148, KL div.: 0.711148, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3649 [D loss: 0.693359, acc.: 51.95%, KL div.: 0.345953] [G loss: 0.706475, KL div.: 0.706475, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3650 [D loss: 0.693426, acc.: 51.95%, KL div.: 0.344062] [G loss: 0.707168, KL div.: 0.707168, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
3651 [D loss: 0.691080, acc.: 54.69%, KL div.: 0.344521] [G loss: 0.707372, KL div.: 0.707372, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3652 [D loss: 0.687208, acc.: 57.81%, KL div.: 0.340405] [G loss: 0.705964, KL div.: 0.705964, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3653 [D loss: 0.693395, acc.: 48.05%, KL div.: 0.345661] [G loss: 0.710050, KL div.: 0.710050, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3654 [D loss: 0.689036, acc.: 55.47%, KL div.: 0.346678] [G loss: 0.709843, KL div.: 0.709843, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3655 [D loss: 0.690602, acc.: 55.47%, KL div.: 0.346109] [G loss: 0.712915, KL div.: 0.712915, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3656 [D loss: 0.691874, acc.: 50.39%, KL div.: 0.346708] [G loss: 0.702869, KL div.: 0.702869, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3657 [D loss: 0.688275, acc.: 58.20%, KL div.: 0.342171] [G loss: 0.707692, KL div.: 0.707692, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
3658 [D loss: 0.695538, acc.: 46.88%, KL div.: 0.346337] [G loss: 0.707270, KL div.: 0.707270, FID: 0.000000]
4/4 [==============================] - 0s 37ms/step
3659 [D loss: 0.689383, acc.: 53.52%, KL div.: 0.344248] [G loss: 0.708479, KL div.: 0.708479, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3660 [D loss: 0.695437, acc.: 49.61%, KL div.: 0.345097] [G loss: 0.707648, KL div.: 0.707648, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3661 [D loss: 0.689477, acc.: 53.12%, KL div.: 0.343808] [G loss: 0.706878, KL div.: 0.706878, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3662 [D loss: 0.691477, acc.: 52.34%, KL div.: 0.345112] [G loss: 0.709782, KL div.: 0.709782, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3663 [D loss: 0.689275, acc.: 53.12%, KL div.: 0.344627] [G loss: 0.710613, KL div.: 0.710613, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3664 [D loss: 0.690032, acc.: 55.08%, KL div.: 0.343651] [G loss: 0.711281, KL div.: 0.711281, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3665 [D loss: 0.693704, acc.: 48.83%, KL div.: 0.345960] [G loss: 0.706218, KL div.: 0.706218, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3666 [D loss: 0.688460, acc.: 54.30%, KL div.: 0.342786] [G loss: 0.712974, KL div.: 0.712974, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3667 [D loss: 0.690343, acc.: 57.03%, KL div.: 0.343831] [G loss: 0.709622, KL div.: 0.709622, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3668 [D loss: 0.687185, acc.: 60.55%, KL div.: 0.344708] [G loss: 0.714951, KL div.: 0.714951, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3669 [D loss: 0.687198, acc.: 56.25%, KL div.: 0.340890] [G loss: 0.707119, KL div.: 0.707119, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
3670 [D loss: 0.691216, acc.: 52.34%, KL div.: 0.345243] [G loss: 0.705478, KL div.: 0.705478, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3671 [D loss: 0.688381, acc.: 55.08%, KL div.: 0.341613] [G loss: 0.704488, KL div.: 0.704488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3672 [D loss: 0.689380, acc.: 57.42%, KL div.: 0.343617] [G loss: 0.705537, KL div.: 0.705537, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3673 [D loss: 0.693385, acc.: 50.39%, KL div.: 0.343526] [G loss: 0.704895, KL div.: 0.704895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3674 [D loss: 0.688139, acc.: 60.16%, KL div.: 0.344383] [G loss: 0.708562, KL div.: 0.708562, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
3675 [D loss: 0.688989, acc.: 53.91%, KL div.: 0.342682] [G loss: 0.701432, KL div.: 0.701432, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3676 [D loss: 0.695261, acc.: 50.00%, KL div.: 0.348847] [G loss: 0.704758, KL div.: 0.704758, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3677 [D loss: 0.690829, acc.: 52.73%, KL div.: 0.345346] [G loss: 0.706828, KL div.: 0.706828, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3678 [D loss: 0.689141, acc.: 53.52%, KL div.: 0.342855] [G loss: 0.706514, KL div.: 0.706514, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3679 [D loss: 0.688995, acc.: 54.69%, KL div.: 0.341366] [G loss: 0.702771, KL div.: 0.702771, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3680 [D loss: 0.691647, acc.: 52.73%, KL div.: 0.344802] [G loss: 0.707790, KL div.: 0.707790, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3681 [D loss: 0.696123, acc.: 47.27%, KL div.: 0.346905] [G loss: 0.702723, KL div.: 0.702723, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3682 [D loss: 0.696386, acc.: 53.91%, KL div.: 0.343900] [G loss: 0.698089, KL div.: 0.698089, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
3683 [D loss: 0.688697, acc.: 55.08%, KL div.: 0.343476] [G loss: 0.709279, KL div.: 0.709279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3684 [D loss: 0.694892, acc.: 48.44%, KL div.: 0.347349] [G loss: 0.706001, KL div.: 0.706001, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3685 [D loss: 0.689983, acc.: 53.12%, KL div.: 0.341723] [G loss: 0.703619, KL div.: 0.703619, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3686 [D loss: 0.695162, acc.: 48.44%, KL div.: 0.348644] [G loss: 0.708290, KL div.: 0.708290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3687 [D loss: 0.697169, acc.: 50.00%, KL div.: 0.348100] [G loss: 0.710772, KL div.: 0.710772, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3688 [D loss: 0.694381, acc.: 50.39%, KL div.: 0.346978] [G loss: 0.707549, KL div.: 0.707549, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3689 [D loss: 0.694939, acc.: 48.44%, KL div.: 0.345124] [G loss: 0.707508, KL div.: 0.707508, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3690 [D loss: 0.687514, acc.: 55.47%, KL div.: 0.344325] [G loss: 0.709497, KL div.: 0.709497, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
3691 [D loss: 0.694876, acc.: 48.83%, KL div.: 0.347822] [G loss: 0.708504, KL div.: 0.708504, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3692 [D loss: 0.686433, acc.: 59.38%, KL div.: 0.343713] [G loss: 0.708842, KL div.: 0.708842, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3693 [D loss: 0.694396, acc.: 46.88%, KL div.: 0.343915] [G loss: 0.707554, KL div.: 0.707554, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3694 [D loss: 0.697004, acc.: 50.00%, KL div.: 0.349189] [G loss: 0.704154, KL div.: 0.704154, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
3695 [D loss: 0.694192, acc.: 44.92%, KL div.: 0.347402] [G loss: 0.711603, KL div.: 0.711603, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3696 [D loss: 0.692942, acc.: 52.34%, KL div.: 0.345842] [G loss: 0.705121, KL div.: 0.705121, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3697 [D loss: 0.693096, acc.: 51.56%, KL div.: 0.343647] [G loss: 0.701405, KL div.: 0.701405, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3698 [D loss: 0.691090, acc.: 53.91%, KL div.: 0.344399] [G loss: 0.704140, KL div.: 0.704140, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3699 [D loss: 0.691404, acc.: 52.34%, KL div.: 0.346510] [G loss: 0.702531, KL div.: 0.702531, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 1s 84ms/step
4/4 [==============================] - 0s 25ms/step
3700 [D loss: 0.690071, acc.: 53.91%, KL div.: 0.345768] [G loss: 0.706576, KL div.: 0.706576, FID: 38.458454]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 62ms/step
3701 [D loss: 0.696751, acc.: 48.83%, KL div.: 0.345443] [G loss: 0.703469, KL div.: 0.703469, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3702 [D loss: 0.692965, acc.: 51.17%, KL div.: 0.343418] [G loss: 0.710797, KL div.: 0.710797, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3703 [D loss: 0.687830, acc.: 56.64%, KL div.: 0.342306] [G loss: 0.712071, KL div.: 0.712071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3704 [D loss: 0.692887, acc.: 52.73%, KL div.: 0.345028] [G loss: 0.703027, KL div.: 0.703027, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3705 [D loss: 0.688066, acc.: 55.08%, KL div.: 0.339302] [G loss: 0.695515, KL div.: 0.695515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3706 [D loss: 0.692825, acc.: 53.91%, KL div.: 0.342745] [G loss: 0.705711, KL div.: 0.705711, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3707 [D loss: 0.692316, acc.: 49.61%, KL div.: 0.341552] [G loss: 0.711051, KL div.: 0.711051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3708 [D loss: 0.692969, acc.: 51.17%, KL div.: 0.344005] [G loss: 0.708636, KL div.: 0.708636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3709 [D loss: 0.695650, acc.: 46.48%, KL div.: 0.345906] [G loss: 0.706059, KL div.: 0.706059, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3710 [D loss: 0.691845, acc.: 55.47%, KL div.: 0.342174] [G loss: 0.705010, KL div.: 0.705010, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3711 [D loss: 0.691309, acc.: 50.78%, KL div.: 0.344235] [G loss: 0.711921, KL div.: 0.711921, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3712 [D loss: 0.688997, acc.: 56.25%, KL div.: 0.343946] [G loss: 0.712692, KL div.: 0.712692, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3713 [D loss: 0.691892, acc.: 49.22%, KL div.: 0.346063] [G loss: 0.706996, KL div.: 0.706996, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3714 [D loss: 0.696701, acc.: 48.44%, KL div.: 0.347970] [G loss: 0.713706, KL div.: 0.713706, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3715 [D loss: 0.693074, acc.: 49.61%, KL div.: 0.347671] [G loss: 0.713739, KL div.: 0.713739, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3716 [D loss: 0.690087, acc.: 56.64%, KL div.: 0.346379] [G loss: 0.706368, KL div.: 0.706368, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3717 [D loss: 0.692893, acc.: 50.78%, KL div.: 0.346109] [G loss: 0.702648, KL div.: 0.702648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3718 [D loss: 0.698660, acc.: 44.53%, KL div.: 0.347771] [G loss: 0.707292, KL div.: 0.707292, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3719 [D loss: 0.695590, acc.: 48.83%, KL div.: 0.344223] [G loss: 0.708868, KL div.: 0.708868, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3720 [D loss: 0.692269, acc.: 53.12%, KL div.: 0.343555] [G loss: 0.707817, KL div.: 0.707817, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3721 [D loss: 0.692286, acc.: 51.17%, KL div.: 0.343376] [G loss: 0.708795, KL div.: 0.708795, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3722 [D loss: 0.693191, acc.: 50.00%, KL div.: 0.345465] [G loss: 0.707004, KL div.: 0.707004, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3723 [D loss: 0.695049, acc.: 50.78%, KL div.: 0.350584] [G loss: 0.707294, KL div.: 0.707294, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3724 [D loss: 0.691126, acc.: 52.73%, KL div.: 0.346132] [G loss: 0.701714, KL div.: 0.701714, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3725 [D loss: 0.694985, acc.: 51.56%, KL div.: 0.345471] [G loss: 0.708307, KL div.: 0.708307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3726 [D loss: 0.693984, acc.: 51.95%, KL div.: 0.344152] [G loss: 0.713091, KL div.: 0.713091, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3727 [D loss: 0.691232, acc.: 54.69%, KL div.: 0.343974] [G loss: 0.712002, KL div.: 0.712002, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3728 [D loss: 0.691283, acc.: 50.78%, KL div.: 0.344180] [G loss: 0.697683, KL div.: 0.697683, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3729 [D loss: 0.688812, acc.: 56.64%, KL div.: 0.342524] [G loss: 0.705823, KL div.: 0.705823, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3730 [D loss: 0.693360, acc.: 50.00%, KL div.: 0.344077] [G loss: 0.696998, KL div.: 0.696998, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3731 [D loss: 0.687376, acc.: 56.25%, KL div.: 0.339511] [G loss: 0.708181, KL div.: 0.708181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3732 [D loss: 0.688220, acc.: 54.69%, KL div.: 0.340273] [G loss: 0.701754, KL div.: 0.701754, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3733 [D loss: 0.690005, acc.: 57.03%, KL div.: 0.341007] [G loss: 0.701926, KL div.: 0.701926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3734 [D loss: 0.690143, acc.: 53.52%, KL div.: 0.338216] [G loss: 0.705429, KL div.: 0.705429, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3735 [D loss: 0.690525, acc.: 54.69%, KL div.: 0.341826] [G loss: 0.703698, KL div.: 0.703698, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3736 [D loss: 0.695259, acc.: 48.44%, KL div.: 0.344834] [G loss: 0.706195, KL div.: 0.706195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3737 [D loss: 0.690862, acc.: 51.95%, KL div.: 0.342377] [G loss: 0.705703, KL div.: 0.705703, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3738 [D loss: 0.694491, acc.: 49.61%, KL div.: 0.345097] [G loss: 0.701843, KL div.: 0.701843, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3739 [D loss: 0.690292, acc.: 52.73%, KL div.: 0.343068] [G loss: 0.700749, KL div.: 0.700749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3740 [D loss: 0.692165, acc.: 51.56%, KL div.: 0.343648] [G loss: 0.699368, KL div.: 0.699368, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3741 [D loss: 0.692191, acc.: 50.78%, KL div.: 0.342542] [G loss: 0.697260, KL div.: 0.697260, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3742 [D loss: 0.686025, acc.: 57.42%, KL div.: 0.340436] [G loss: 0.704724, KL div.: 0.704724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3743 [D loss: 0.690662, acc.: 54.30%, KL div.: 0.340888] [G loss: 0.699217, KL div.: 0.699217, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3744 [D loss: 0.690173, acc.: 53.12%, KL div.: 0.339980] [G loss: 0.706761, KL div.: 0.706761, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3745 [D loss: 0.689444, acc.: 55.08%, KL div.: 0.340576] [G loss: 0.706551, KL div.: 0.706551, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3746 [D loss: 0.690703, acc.: 54.30%, KL div.: 0.342375] [G loss: 0.705776, KL div.: 0.705776, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3747 [D loss: 0.692536, acc.: 49.22%, KL div.: 0.342793] [G loss: 0.708591, KL div.: 0.708591, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3748 [D loss: 0.688288, acc.: 57.03%, KL div.: 0.341280] [G loss: 0.703138, KL div.: 0.703138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3749 [D loss: 0.689418, acc.: 55.47%, KL div.: 0.341610] [G loss: 0.708570, KL div.: 0.708570, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3750 [D loss: 0.695080, acc.: 49.22%, KL div.: 0.344072] [G loss: 0.704449, KL div.: 0.704449, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3751 [D loss: 0.687344, acc.: 56.25%, KL div.: 0.339802] [G loss: 0.700662, KL div.: 0.700662, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3752 [D loss: 0.692152, acc.: 51.95%, KL div.: 0.342036] [G loss: 0.704082, KL div.: 0.704082, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3753 [D loss: 0.690877, acc.: 56.25%, KL div.: 0.339750] [G loss: 0.700614, KL div.: 0.700614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3754 [D loss: 0.691556, acc.: 54.30%, KL div.: 0.342013] [G loss: 0.700355, KL div.: 0.700355, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3755 [D loss: 0.693915, acc.: 52.34%, KL div.: 0.342284] [G loss: 0.702391, KL div.: 0.702391, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3756 [D loss: 0.693082, acc.: 51.95%, KL div.: 0.343349] [G loss: 0.713259, KL div.: 0.713259, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3757 [D loss: 0.693940, acc.: 50.78%, KL div.: 0.344753] [G loss: 0.701840, KL div.: 0.701840, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3758 [D loss: 0.688984, acc.: 57.03%, KL div.: 0.341324] [G loss: 0.703602, KL div.: 0.703602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3759 [D loss: 0.692089, acc.: 54.69%, KL div.: 0.345308] [G loss: 0.700520, KL div.: 0.700520, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3760 [D loss: 0.695850, acc.: 46.88%, KL div.: 0.346919] [G loss: 0.702334, KL div.: 0.702334, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3761 [D loss: 0.690451, acc.: 58.59%, KL div.: 0.345415] [G loss: 0.703610, KL div.: 0.703610, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3762 [D loss: 0.690849, acc.: 55.08%, KL div.: 0.342447] [G loss: 0.710254, KL div.: 0.710254, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3763 [D loss: 0.688498, acc.: 57.81%, KL div.: 0.343273] [G loss: 0.702729, KL div.: 0.702729, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3764 [D loss: 0.694552, acc.: 50.00%, KL div.: 0.344424] [G loss: 0.694674, KL div.: 0.694674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3765 [D loss: 0.691024, acc.: 51.95%, KL div.: 0.341217] [G loss: 0.702420, KL div.: 0.702420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3766 [D loss: 0.692163, acc.: 54.69%, KL div.: 0.341652] [G loss: 0.706400, KL div.: 0.706400, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3767 [D loss: 0.687491, acc.: 56.64%, KL div.: 0.339843] [G loss: 0.701661, KL div.: 0.701661, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3768 [D loss: 0.687786, acc.: 53.52%, KL div.: 0.342248] [G loss: 0.705996, KL div.: 0.705996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3769 [D loss: 0.690773, acc.: 52.73%, KL div.: 0.338957] [G loss: 0.692554, KL div.: 0.692554, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3770 [D loss: 0.689622, acc.: 57.42%, KL div.: 0.342374] [G loss: 0.696989, KL div.: 0.696989, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3771 [D loss: 0.689704, acc.: 53.12%, KL div.: 0.336994] [G loss: 0.702536, KL div.: 0.702536, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3772 [D loss: 0.691182, acc.: 51.17%, KL div.: 0.343796] [G loss: 0.710398, KL div.: 0.710398, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3773 [D loss: 0.688615, acc.: 51.17%, KL div.: 0.343867] [G loss: 0.699370, KL div.: 0.699370, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3774 [D loss: 0.691793, acc.: 52.34%, KL div.: 0.340843] [G loss: 0.700983, KL div.: 0.700983, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3775 [D loss: 0.690855, acc.: 50.39%, KL div.: 0.343653] [G loss: 0.711153, KL div.: 0.711153, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3776 [D loss: 0.697998, acc.: 48.44%, KL div.: 0.345750] [G loss: 0.706948, KL div.: 0.706948, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3777 [D loss: 0.689912, acc.: 53.52%, KL div.: 0.342081] [G loss: 0.707597, KL div.: 0.707597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3778 [D loss: 0.692054, acc.: 50.39%, KL div.: 0.341787] [G loss: 0.706922, KL div.: 0.706922, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3779 [D loss: 0.689669, acc.: 51.56%, KL div.: 0.343691] [G loss: 0.705526, KL div.: 0.705526, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3780 [D loss: 0.689159, acc.: 57.03%, KL div.: 0.344972] [G loss: 0.707144, KL div.: 0.707144, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3781 [D loss: 0.692628, acc.: 53.12%, KL div.: 0.344169] [G loss: 0.707245, KL div.: 0.707245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3782 [D loss: 0.690530, acc.: 54.30%, KL div.: 0.342768] [G loss: 0.707484, KL div.: 0.707484, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3783 [D loss: 0.694720, acc.: 49.61%, KL div.: 0.343664] [G loss: 0.706337, KL div.: 0.706337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3784 [D loss: 0.695701, acc.: 50.78%, KL div.: 0.349259] [G loss: 0.712664, KL div.: 0.712664, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3785 [D loss: 0.691595, acc.: 51.56%, KL div.: 0.346219] [G loss: 0.708401, KL div.: 0.708401, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3786 [D loss: 0.694113, acc.: 47.66%, KL div.: 0.348825] [G loss: 0.714582, KL div.: 0.714582, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3787 [D loss: 0.694314, acc.: 48.44%, KL div.: 0.346621] [G loss: 0.707001, KL div.: 0.707001, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3788 [D loss: 0.694080, acc.: 51.56%, KL div.: 0.344616] [G loss: 0.705995, KL div.: 0.705995, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3789 [D loss: 0.697814, acc.: 44.53%, KL div.: 0.349261] [G loss: 0.708203, KL div.: 0.708203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3790 [D loss: 0.695028, acc.: 49.61%, KL div.: 0.348351] [G loss: 0.699321, KL div.: 0.699321, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3791 [D loss: 0.697674, acc.: 44.14%, KL div.: 0.349406] [G loss: 0.714156, KL div.: 0.714156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3792 [D loss: 0.691023, acc.: 49.22%, KL div.: 0.344849] [G loss: 0.708858, KL div.: 0.708858, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3793 [D loss: 0.692686, acc.: 48.05%, KL div.: 0.344972] [G loss: 0.706885, KL div.: 0.706885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3794 [D loss: 0.698707, acc.: 48.05%, KL div.: 0.351196] [G loss: 0.707622, KL div.: 0.707622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3795 [D loss: 0.688820, acc.: 53.91%, KL div.: 0.345171] [G loss: 0.709467, KL div.: 0.709467, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3796 [D loss: 0.690044, acc.: 55.47%, KL div.: 0.345061] [G loss: 0.709023, KL div.: 0.709023, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3797 [D loss: 0.694320, acc.: 50.78%, KL div.: 0.348348] [G loss: 0.714613, KL div.: 0.714613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3798 [D loss: 0.694361, acc.: 46.88%, KL div.: 0.346818] [G loss: 0.706543, KL div.: 0.706543, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3799 [D loss: 0.695151, acc.: 50.00%, KL div.: 0.347254] [G loss: 0.703661, KL div.: 0.703661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 0s 24ms/step
3800 [D loss: 0.696912, acc.: 50.39%, KL div.: 0.345288] [G loss: 0.699368, KL div.: 0.699368, FID: 39.503571]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 69ms/step
3801 [D loss: 0.701424, acc.: 44.92%, KL div.: 0.349501] [G loss: 0.704405, KL div.: 0.704405, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3802 [D loss: 0.691598, acc.: 50.78%, KL div.: 0.346367] [G loss: 0.708132, KL div.: 0.708132, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3803 [D loss: 0.693524, acc.: 50.39%, KL div.: 0.346346] [G loss: 0.710812, KL div.: 0.710812, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3804 [D loss: 0.690390, acc.: 51.17%, KL div.: 0.345414] [G loss: 0.708861, KL div.: 0.708861, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3805 [D loss: 0.693236, acc.: 49.61%, KL div.: 0.346332] [G loss: 0.714181, KL div.: 0.714181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3806 [D loss: 0.692872, acc.: 50.78%, KL div.: 0.348208] [G loss: 0.706124, KL div.: 0.706124, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3807 [D loss: 0.690100, acc.: 51.95%, KL div.: 0.344563] [G loss: 0.706359, KL div.: 0.706359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3808 [D loss: 0.692958, acc.: 54.30%, KL div.: 0.347332] [G loss: 0.704548, KL div.: 0.704548, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3809 [D loss: 0.697590, acc.: 45.31%, KL div.: 0.350655] [G loss: 0.709713, KL div.: 0.709713, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3810 [D loss: 0.692136, acc.: 51.17%, KL div.: 0.346068] [G loss: 0.711359, KL div.: 0.711359, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3811 [D loss: 0.695347, acc.: 52.73%, KL div.: 0.346918] [G loss: 0.709992, KL div.: 0.709992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3812 [D loss: 0.689420, acc.: 54.30%, KL div.: 0.346430] [G loss: 0.706570, KL div.: 0.706570, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3813 [D loss: 0.694241, acc.: 52.34%, KL div.: 0.350106] [G loss: 0.716433, KL div.: 0.716433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3814 [D loss: 0.692313, acc.: 50.39%, KL div.: 0.348530] [G loss: 0.714027, KL div.: 0.714027, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3815 [D loss: 0.695592, acc.: 49.22%, KL div.: 0.349199] [G loss: 0.707735, KL div.: 0.707736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3816 [D loss: 0.694162, acc.: 53.91%, KL div.: 0.347096] [G loss: 0.703107, KL div.: 0.703107, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3817 [D loss: 0.691744, acc.: 51.95%, KL div.: 0.344760] [G loss: 0.711719, KL div.: 0.711719, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3818 [D loss: 0.684331, acc.: 60.94%, KL div.: 0.344978] [G loss: 0.715221, KL div.: 0.715221, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3819 [D loss: 0.690421, acc.: 52.73%, KL div.: 0.344949] [G loss: 0.704529, KL div.: 0.704529, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3820 [D loss: 0.690009, acc.: 52.73%, KL div.: 0.344924] [G loss: 0.701818, KL div.: 0.701818, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3821 [D loss: 0.690760, acc.: 54.69%, KL div.: 0.343734] [G loss: 0.715387, KL div.: 0.715387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3822 [D loss: 0.689706, acc.: 50.00%, KL div.: 0.345538] [G loss: 0.712323, KL div.: 0.712323, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3823 [D loss: 0.690895, acc.: 54.30%, KL div.: 0.344513] [G loss: 0.714478, KL div.: 0.714478, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3824 [D loss: 0.692346, acc.: 54.30%, KL div.: 0.345012] [G loss: 0.715675, KL div.: 0.715675, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3825 [D loss: 0.693944, acc.: 53.12%, KL div.: 0.347188] [G loss: 0.709786, KL div.: 0.709786, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3826 [D loss: 0.689954, acc.: 55.47%, KL div.: 0.346238] [G loss: 0.713319, KL div.: 0.713319, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3827 [D loss: 0.691852, acc.: 50.78%, KL div.: 0.346357] [G loss: 0.708380, KL div.: 0.708380, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3828 [D loss: 0.688696, acc.: 54.30%, KL div.: 0.344085] [G loss: 0.709622, KL div.: 0.709622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3829 [D loss: 0.692697, acc.: 48.44%, KL div.: 0.346539] [G loss: 0.716531, KL div.: 0.716531, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3830 [D loss: 0.690034, acc.: 51.95%, KL div.: 0.345182] [G loss: 0.705902, KL div.: 0.705902, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3831 [D loss: 0.688965, acc.: 52.73%, KL div.: 0.345729] [G loss: 0.705404, KL div.: 0.705404, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3832 [D loss: 0.693011, acc.: 52.73%, KL div.: 0.345349] [G loss: 0.698379, KL div.: 0.698379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3833 [D loss: 0.692501, acc.: 50.39%, KL div.: 0.344141] [G loss: 0.704998, KL div.: 0.704998, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3834 [D loss: 0.690454, acc.: 51.95%, KL div.: 0.343394] [G loss: 0.701635, KL div.: 0.701635, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3835 [D loss: 0.686203, acc.: 57.03%, KL div.: 0.343624] [G loss: 0.705845, KL div.: 0.705845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3836 [D loss: 0.684132, acc.: 59.77%, KL div.: 0.339542] [G loss: 0.704603, KL div.: 0.704603, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3837 [D loss: 0.691474, acc.: 50.39%, KL div.: 0.344004] [G loss: 0.709212, KL div.: 0.709212, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3838 [D loss: 0.695671, acc.: 49.22%, KL div.: 0.343935] [G loss: 0.704065, KL div.: 0.704065, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3839 [D loss: 0.691025, acc.: 53.52%, KL div.: 0.342890] [G loss: 0.702604, KL div.: 0.702604, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3840 [D loss: 0.688460, acc.: 55.08%, KL div.: 0.343032] [G loss: 0.707302, KL div.: 0.707302, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3841 [D loss: 0.693797, acc.: 53.91%, KL div.: 0.347117] [G loss: 0.705299, KL div.: 0.705299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3842 [D loss: 0.691799, acc.: 50.39%, KL div.: 0.345810] [G loss: 0.706957, KL div.: 0.706957, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3843 [D loss: 0.694158, acc.: 49.22%, KL div.: 0.345881] [G loss: 0.712112, KL div.: 0.712112, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3844 [D loss: 0.689340, acc.: 57.03%, KL div.: 0.343109] [G loss: 0.708526, KL div.: 0.708526, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3845 [D loss: 0.690450, acc.: 51.56%, KL div.: 0.343117] [G loss: 0.706120, KL div.: 0.706120, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3846 [D loss: 0.691808, acc.: 50.78%, KL div.: 0.344193] [G loss: 0.699270, KL div.: 0.699270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3847 [D loss: 0.695726, acc.: 47.27%, KL div.: 0.344355] [G loss: 0.698683, KL div.: 0.698683, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3848 [D loss: 0.692030, acc.: 52.34%, KL div.: 0.345381] [G loss: 0.710334, KL div.: 0.710334, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3849 [D loss: 0.692468, acc.: 51.17%, KL div.: 0.344865] [G loss: 0.709934, KL div.: 0.709934, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3850 [D loss: 0.693682, acc.: 48.83%, KL div.: 0.347199] [G loss: 0.710136, KL div.: 0.710136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3851 [D loss: 0.692688, acc.: 48.44%, KL div.: 0.348561] [G loss: 0.707129, KL div.: 0.707129, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3852 [D loss: 0.697888, acc.: 50.39%, KL div.: 0.347260] [G loss: 0.701756, KL div.: 0.701756, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3853 [D loss: 0.693649, acc.: 53.91%, KL div.: 0.349042] [G loss: 0.711047, KL div.: 0.711047, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3854 [D loss: 0.687784, acc.: 57.42%, KL div.: 0.342862] [G loss: 0.705515, KL div.: 0.705515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3855 [D loss: 0.693306, acc.: 48.44%, KL div.: 0.347458] [G loss: 0.712408, KL div.: 0.712408, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3856 [D loss: 0.690715, acc.: 51.95%, KL div.: 0.344966] [G loss: 0.713003, KL div.: 0.713003, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3857 [D loss: 0.690283, acc.: 50.78%, KL div.: 0.345309] [G loss: 0.705898, KL div.: 0.705898, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3858 [D loss: 0.691337, acc.: 53.52%, KL div.: 0.345429] [G loss: 0.708158, KL div.: 0.708158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3859 [D loss: 0.694109, acc.: 50.78%, KL div.: 0.345068] [G loss: 0.709857, KL div.: 0.709857, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3860 [D loss: 0.695902, acc.: 46.48%, KL div.: 0.347353] [G loss: 0.705674, KL div.: 0.705674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3861 [D loss: 0.691765, acc.: 52.34%, KL div.: 0.343459] [G loss: 0.703751, KL div.: 0.703751, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3862 [D loss: 0.691410, acc.: 51.95%, KL div.: 0.344557] [G loss: 0.708780, KL div.: 0.708780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3863 [D loss: 0.688788, acc.: 55.86%, KL div.: 0.343733] [G loss: 0.706239, KL div.: 0.706239, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3864 [D loss: 0.689467, acc.: 55.47%, KL div.: 0.344663] [G loss: 0.707648, KL div.: 0.707648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3865 [D loss: 0.692634, acc.: 51.95%, KL div.: 0.345766] [G loss: 0.703900, KL div.: 0.703900, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3866 [D loss: 0.690579, acc.: 51.56%, KL div.: 0.344326] [G loss: 0.710980, KL div.: 0.710980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3867 [D loss: 0.690763, acc.: 54.69%, KL div.: 0.346224] [G loss: 0.709583, KL div.: 0.709582, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3868 [D loss: 0.695152, acc.: 49.61%, KL div.: 0.349000] [G loss: 0.708073, KL div.: 0.708073, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3869 [D loss: 0.697178, acc.: 50.00%, KL div.: 0.346232] [G loss: 0.706009, KL div.: 0.706009, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3870 [D loss: 0.687841, acc.: 58.59%, KL div.: 0.345440] [G loss: 0.701244, KL div.: 0.701244, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3871 [D loss: 0.697218, acc.: 48.83%, KL div.: 0.350488] [G loss: 0.713479, KL div.: 0.713479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3872 [D loss: 0.693012, acc.: 53.52%, KL div.: 0.345799] [G loss: 0.705575, KL div.: 0.705575, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3873 [D loss: 0.693613, acc.: 52.73%, KL div.: 0.348499] [G loss: 0.703731, KL div.: 0.703731, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3874 [D loss: 0.694011, acc.: 47.27%, KL div.: 0.348541] [G loss: 0.707513, KL div.: 0.707513, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3875 [D loss: 0.695554, acc.: 49.61%, KL div.: 0.347655] [G loss: 0.708341, KL div.: 0.708341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3876 [D loss: 0.694120, acc.: 51.17%, KL div.: 0.349204] [G loss: 0.712696, KL div.: 0.712696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3877 [D loss: 0.693239, acc.: 50.39%, KL div.: 0.346731] [G loss: 0.709013, KL div.: 0.709013, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3878 [D loss: 0.693187, acc.: 51.95%, KL div.: 0.346890] [G loss: 0.704553, KL div.: 0.704553, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3879 [D loss: 0.687828, acc.: 57.81%, KL div.: 0.341979] [G loss: 0.708599, KL div.: 0.708599, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3880 [D loss: 0.693089, acc.: 55.47%, KL div.: 0.343744] [G loss: 0.703413, KL div.: 0.703413, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3881 [D loss: 0.692030, acc.: 50.78%, KL div.: 0.344500] [G loss: 0.713303, KL div.: 0.713303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3882 [D loss: 0.694296, acc.: 51.56%, KL div.: 0.342676] [G loss: 0.703785, KL div.: 0.703785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3883 [D loss: 0.691823, acc.: 51.95%, KL div.: 0.341810] [G loss: 0.712285, KL div.: 0.712285, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3884 [D loss: 0.690796, acc.: 53.91%, KL div.: 0.345095] [G loss: 0.716183, KL div.: 0.716183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3885 [D loss: 0.693449, acc.: 51.17%, KL div.: 0.348935] [G loss: 0.711175, KL div.: 0.711175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3886 [D loss: 0.686357, acc.: 57.81%, KL div.: 0.349105] [G loss: 0.721798, KL div.: 0.721798, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3887 [D loss: 0.695332, acc.: 50.00%, KL div.: 0.352812] [G loss: 0.712638, KL div.: 0.712638, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3888 [D loss: 0.692609, acc.: 48.44%, KL div.: 0.350277] [G loss: 0.717511, KL div.: 0.717511, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3889 [D loss: 0.689993, acc.: 53.91%, KL div.: 0.347921] [G loss: 0.720199, KL div.: 0.720199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3890 [D loss: 0.690296, acc.: 55.86%, KL div.: 0.346909] [G loss: 0.707979, KL div.: 0.707979, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3891 [D loss: 0.691403, acc.: 52.34%, KL div.: 0.345294] [G loss: 0.699404, KL div.: 0.699404, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3892 [D loss: 0.690327, acc.: 54.69%, KL div.: 0.344818] [G loss: 0.708484, KL div.: 0.708484, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3893 [D loss: 0.691214, acc.: 56.25%, KL div.: 0.343091] [G loss: 0.705748, KL div.: 0.705748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3894 [D loss: 0.684268, acc.: 58.98%, KL div.: 0.343489] [G loss: 0.717975, KL div.: 0.717975, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3895 [D loss: 0.689458, acc.: 53.91%, KL div.: 0.343302] [G loss: 0.709993, KL div.: 0.709993, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3896 [D loss: 0.695423, acc.: 51.95%, KL div.: 0.346171] [G loss: 0.704077, KL div.: 0.704077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3897 [D loss: 0.693074, acc.: 49.61%, KL div.: 0.346139] [G loss: 0.707809, KL div.: 0.707809, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3898 [D loss: 0.694547, acc.: 47.27%, KL div.: 0.347874] [G loss: 0.709109, KL div.: 0.709109, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3899 [D loss: 0.692615, acc.: 50.78%, KL div.: 0.345387] [G loss: 0.710396, KL div.: 0.710396, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 0s 33ms/step
3900 [D loss: 0.691205, acc.: 51.95%, KL div.: 0.346102] [G loss: 0.712690, KL div.: 0.712690, FID: 38.924200]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 61ms/step
3901 [D loss: 0.695390, acc.: 49.22%, KL div.: 0.348670] [G loss: 0.702569, KL div.: 0.702569, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3902 [D loss: 0.687267, acc.: 58.98%, KL div.: 0.344431] [G loss: 0.716442, KL div.: 0.716442, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3903 [D loss: 0.695705, acc.: 49.22%, KL div.: 0.350407] [G loss: 0.711884, KL div.: 0.711884, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3904 [D loss: 0.693088, acc.: 51.95%, KL div.: 0.350370] [G loss: 0.714316, KL div.: 0.714316, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3905 [D loss: 0.689798, acc.: 57.03%, KL div.: 0.345548] [G loss: 0.709108, KL div.: 0.709108, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3906 [D loss: 0.690764, acc.: 57.42%, KL div.: 0.344681] [G loss: 0.712819, KL div.: 0.712819, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3907 [D loss: 0.691834, acc.: 51.95%, KL div.: 0.348615] [G loss: 0.707229, KL div.: 0.707229, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3908 [D loss: 0.690678, acc.: 55.86%, KL div.: 0.347045] [G loss: 0.705042, KL div.: 0.705042, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3909 [D loss: 0.689916, acc.: 50.39%, KL div.: 0.345718] [G loss: 0.710733, KL div.: 0.710733, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3910 [D loss: 0.692907, acc.: 50.78%, KL div.: 0.347508] [G loss: 0.709509, KL div.: 0.709509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3911 [D loss: 0.686371, acc.: 52.34%, KL div.: 0.341544] [G loss: 0.706342, KL div.: 0.706342, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3912 [D loss: 0.693661, acc.: 49.61%, KL div.: 0.348071] [G loss: 0.705442, KL div.: 0.705442, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3913 [D loss: 0.694099, acc.: 53.52%, KL div.: 0.348120] [G loss: 0.703271, KL div.: 0.703271, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3914 [D loss: 0.692855, acc.: 50.00%, KL div.: 0.345379] [G loss: 0.705429, KL div.: 0.705429, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3915 [D loss: 0.695987, acc.: 48.83%, KL div.: 0.345673] [G loss: 0.705245, KL div.: 0.705245, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3916 [D loss: 0.694251, acc.: 47.66%, KL div.: 0.345771] [G loss: 0.698574, KL div.: 0.698574, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3917 [D loss: 0.691889, acc.: 51.95%, KL div.: 0.344954] [G loss: 0.703117, KL div.: 0.703117, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3918 [D loss: 0.688692, acc.: 55.47%, KL div.: 0.343337] [G loss: 0.705292, KL div.: 0.705292, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3919 [D loss: 0.691029, acc.: 52.73%, KL div.: 0.342251] [G loss: 0.702039, KL div.: 0.702039, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3920 [D loss: 0.687276, acc.: 53.91%, KL div.: 0.341452] [G loss: 0.704700, KL div.: 0.704700, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3921 [D loss: 0.692903, acc.: 46.48%, KL div.: 0.343050] [G loss: 0.706861, KL div.: 0.706861, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3922 [D loss: 0.694483, acc.: 47.66%, KL div.: 0.345248] [G loss: 0.700735, KL div.: 0.700735, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3923 [D loss: 0.689876, acc.: 54.69%, KL div.: 0.340588] [G loss: 0.707884, KL div.: 0.707884, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3924 [D loss: 0.691022, acc.: 51.17%, KL div.: 0.343056] [G loss: 0.706048, KL div.: 0.706048, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3925 [D loss: 0.694172, acc.: 50.39%, KL div.: 0.344295] [G loss: 0.701316, KL div.: 0.701316, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3926 [D loss: 0.695357, acc.: 48.83%, KL div.: 0.344832] [G loss: 0.702233, KL div.: 0.702233, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
3927 [D loss: 0.696875, acc.: 48.44%, KL div.: 0.344529] [G loss: 0.706529, KL div.: 0.706529, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3928 [D loss: 0.694948, acc.: 49.61%, KL div.: 0.342588] [G loss: 0.700698, KL div.: 0.700698, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3929 [D loss: 0.695556, acc.: 48.44%, KL div.: 0.343150] [G loss: 0.706653, KL div.: 0.706653, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3930 [D loss: 0.691322, acc.: 51.56%, KL div.: 0.343449] [G loss: 0.707935, KL div.: 0.707935, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3931 [D loss: 0.687950, acc.: 55.08%, KL div.: 0.342851] [G loss: 0.707368, KL div.: 0.707368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3932 [D loss: 0.692142, acc.: 52.34%, KL div.: 0.345472] [G loss: 0.709498, KL div.: 0.709498, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3933 [D loss: 0.691390, acc.: 53.52%, KL div.: 0.346521] [G loss: 0.712099, KL div.: 0.712099, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3934 [D loss: 0.691183, acc.: 52.34%, KL div.: 0.345124] [G loss: 0.705030, KL div.: 0.705030, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3935 [D loss: 0.693125, acc.: 46.48%, KL div.: 0.343827] [G loss: 0.700871, KL div.: 0.700871, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3936 [D loss: 0.693006, acc.: 52.34%, KL div.: 0.344866] [G loss: 0.702518, KL div.: 0.702518, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3937 [D loss: 0.690731, acc.: 53.52%, KL div.: 0.344621] [G loss: 0.705881, KL div.: 0.705881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3938 [D loss: 0.690471, acc.: 55.47%, KL div.: 0.345243] [G loss: 0.708484, KL div.: 0.708484, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3939 [D loss: 0.694268, acc.: 47.27%, KL div.: 0.344748] [G loss: 0.700723, KL div.: 0.700723, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3940 [D loss: 0.691037, acc.: 53.52%, KL div.: 0.342888] [G loss: 0.705310, KL div.: 0.705310, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3941 [D loss: 0.688125, acc.: 55.86%, KL div.: 0.341475] [G loss: 0.709940, KL div.: 0.709940, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3942 [D loss: 0.698797, acc.: 47.66%, KL div.: 0.346779] [G loss: 0.702937, KL div.: 0.702937, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3943 [D loss: 0.690322, acc.: 54.30%, KL div.: 0.340085] [G loss: 0.705415, KL div.: 0.705415, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3944 [D loss: 0.690143, acc.: 53.91%, KL div.: 0.341797] [G loss: 0.707693, KL div.: 0.707693, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3945 [D loss: 0.689697, acc.: 52.73%, KL div.: 0.344519] [G loss: 0.704744, KL div.: 0.704744, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3946 [D loss: 0.691275, acc.: 52.73%, KL div.: 0.345171] [G loss: 0.715751, KL div.: 0.715751, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3947 [D loss: 0.690599, acc.: 53.12%, KL div.: 0.346942] [G loss: 0.715508, KL div.: 0.715508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3948 [D loss: 0.691647, acc.: 55.47%, KL div.: 0.346472] [G loss: 0.712947, KL div.: 0.712947, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3949 [D loss: 0.690555, acc.: 53.91%, KL div.: 0.348804] [G loss: 0.709682, KL div.: 0.709682, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3950 [D loss: 0.692139, acc.: 52.34%, KL div.: 0.347652] [G loss: 0.710927, KL div.: 0.710927, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3951 [D loss: 0.690652, acc.: 51.95%, KL div.: 0.344588] [G loss: 0.699388, KL div.: 0.699388, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3952 [D loss: 0.689083, acc.: 55.86%, KL div.: 0.344552] [G loss: 0.703134, KL div.: 0.703134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3953 [D loss: 0.693321, acc.: 45.70%, KL div.: 0.344454] [G loss: 0.705150, KL div.: 0.705150, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3954 [D loss: 0.690576, acc.: 53.52%, KL div.: 0.346438] [G loss: 0.707026, KL div.: 0.707026, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3955 [D loss: 0.687190, acc.: 57.42%, KL div.: 0.341553] [G loss: 0.707625, KL div.: 0.707625, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3956 [D loss: 0.690199, acc.: 52.73%, KL div.: 0.343564] [G loss: 0.703897, KL div.: 0.703897, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3957 [D loss: 0.693324, acc.: 46.88%, KL div.: 0.345050] [G loss: 0.706552, KL div.: 0.706552, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3958 [D loss: 0.692422, acc.: 52.73%, KL div.: 0.344356] [G loss: 0.704571, KL div.: 0.704571, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3959 [D loss: 0.693825, acc.: 51.17%, KL div.: 0.345382] [G loss: 0.710648, KL div.: 0.710648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3960 [D loss: 0.690853, acc.: 51.56%, KL div.: 0.342216] [G loss: 0.702848, KL div.: 0.702848, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3961 [D loss: 0.693936, acc.: 49.61%, KL div.: 0.345893] [G loss: 0.708659, KL div.: 0.708659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3962 [D loss: 0.691773, acc.: 50.00%, KL div.: 0.344407] [G loss: 0.707867, KL div.: 0.707867, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3963 [D loss: 0.692190, acc.: 54.69%, KL div.: 0.344495] [G loss: 0.706767, KL div.: 0.706767, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3964 [D loss: 0.686620, acc.: 58.20%, KL div.: 0.340725] [G loss: 0.705043, KL div.: 0.705043, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3965 [D loss: 0.689935, acc.: 51.56%, KL div.: 0.345392] [G loss: 0.715288, KL div.: 0.715288, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3966 [D loss: 0.693183, acc.: 54.30%, KL div.: 0.345928] [G loss: 0.715634, KL div.: 0.715634, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3967 [D loss: 0.689930, acc.: 55.86%, KL div.: 0.343016] [G loss: 0.709870, KL div.: 0.709870, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3968 [D loss: 0.694816, acc.: 50.00%, KL div.: 0.346014] [G loss: 0.702750, KL div.: 0.702750, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3969 [D loss: 0.692246, acc.: 51.17%, KL div.: 0.347648] [G loss: 0.703593, KL div.: 0.703593, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3970 [D loss: 0.695246, acc.: 51.17%, KL div.: 0.348686] [G loss: 0.710506, KL div.: 0.710506, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3971 [D loss: 0.692820, acc.: 52.73%, KL div.: 0.343646] [G loss: 0.706785, KL div.: 0.706785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3972 [D loss: 0.689579, acc.: 55.86%, KL div.: 0.345255] [G loss: 0.709114, KL div.: 0.709114, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3973 [D loss: 0.696359, acc.: 45.70%, KL div.: 0.347870] [G loss: 0.705254, KL div.: 0.705254, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3974 [D loss: 0.690632, acc.: 51.17%, KL div.: 0.345234] [G loss: 0.706453, KL div.: 0.706453, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3975 [D loss: 0.694705, acc.: 48.44%, KL div.: 0.346970] [G loss: 0.706494, KL div.: 0.706495, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3976 [D loss: 0.692899, acc.: 48.44%, KL div.: 0.346514] [G loss: 0.704169, KL div.: 0.704169, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3977 [D loss: 0.691479, acc.: 49.22%, KL div.: 0.347096] [G loss: 0.711431, KL div.: 0.711431, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3978 [D loss: 0.694532, acc.: 47.66%, KL div.: 0.347285] [G loss: 0.709921, KL div.: 0.709921, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3979 [D loss: 0.689392, acc.: 53.91%, KL div.: 0.343905] [G loss: 0.703534, KL div.: 0.703534, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3980 [D loss: 0.690089, acc.: 51.56%, KL div.: 0.343892] [G loss: 0.708668, KL div.: 0.708668, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3981 [D loss: 0.694144, acc.: 47.66%, KL div.: 0.347958] [G loss: 0.710768, KL div.: 0.710768, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3982 [D loss: 0.694081, acc.: 50.78%, KL div.: 0.343563] [G loss: 0.703443, KL div.: 0.703443, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3983 [D loss: 0.690021, acc.: 52.73%, KL div.: 0.345657] [G loss: 0.709112, KL div.: 0.709112, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3984 [D loss: 0.690624, acc.: 54.69%, KL div.: 0.343340] [G loss: 0.700029, KL div.: 0.700029, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3985 [D loss: 0.692677, acc.: 52.34%, KL div.: 0.341966] [G loss: 0.705033, KL div.: 0.705033, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3986 [D loss: 0.685248, acc.: 55.47%, KL div.: 0.343095] [G loss: 0.713586, KL div.: 0.713586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3987 [D loss: 0.690325, acc.: 53.52%, KL div.: 0.343698] [G loss: 0.706265, KL div.: 0.706265, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3988 [D loss: 0.691136, acc.: 52.34%, KL div.: 0.343954] [G loss: 0.703053, KL div.: 0.703053, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3989 [D loss: 0.693235, acc.: 51.56%, KL div.: 0.345078] [G loss: 0.706848, KL div.: 0.706848, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3990 [D loss: 0.695114, acc.: 49.22%, KL div.: 0.347072] [G loss: 0.703527, KL div.: 0.703527, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3991 [D loss: 0.693640, acc.: 52.73%, KL div.: 0.345668] [G loss: 0.709566, KL div.: 0.709566, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3992 [D loss: 0.690280, acc.: 54.69%, KL div.: 0.345795] [G loss: 0.703973, KL div.: 0.703973, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3993 [D loss: 0.693070, acc.: 52.34%, KL div.: 0.346445] [G loss: 0.715434, KL div.: 0.715434, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3994 [D loss: 0.691161, acc.: 53.52%, KL div.: 0.348487] [G loss: 0.709378, KL div.: 0.709378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3995 [D loss: 0.695698, acc.: 48.44%, KL div.: 0.346600] [G loss: 0.705846, KL div.: 0.705846, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3996 [D loss: 0.688395, acc.: 57.03%, KL div.: 0.342554] [G loss: 0.705360, KL div.: 0.705360, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3997 [D loss: 0.690402, acc.: 51.17%, KL div.: 0.343099] [G loss: 0.703797, KL div.: 0.703797, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3998 [D loss: 0.695162, acc.: 47.27%, KL div.: 0.343719] [G loss: 0.699235, KL div.: 0.699235, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3999 [D loss: 0.694593, acc.: 47.66%, KL div.: 0.344702] [G loss: 0.702480, KL div.: 0.702480, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 0s 25ms/step
4000 [D loss: 0.691145, acc.: 51.56%, KL div.: 0.345243] [G loss: 0.702429, KL div.: 0.702429, FID: 35.032334]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 74ms/step
4001 [D loss: 0.694627, acc.: 50.39%, KL div.: 0.343305] [G loss: 0.700852, KL div.: 0.700852, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4002 [D loss: 0.690779, acc.: 50.78%, KL div.: 0.342540] [G loss: 0.709239, KL div.: 0.709239, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4003 [D loss: 0.691130, acc.: 49.22%, KL div.: 0.343586] [G loss: 0.697724, KL div.: 0.697724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4004 [D loss: 0.689813, acc.: 52.34%, KL div.: 0.341799] [G loss: 0.701382, KL div.: 0.701382, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4005 [D loss: 0.692190, acc.: 50.39%, KL div.: 0.342626] [G loss: 0.713581, KL div.: 0.713581, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4006 [D loss: 0.694507, acc.: 48.83%, KL div.: 0.345105] [G loss: 0.701707, KL div.: 0.701707, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4007 [D loss: 0.693235, acc.: 54.69%, KL div.: 0.347252] [G loss: 0.702248, KL div.: 0.702248, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4008 [D loss: 0.688431, acc.: 53.91%, KL div.: 0.343562] [G loss: 0.699703, KL div.: 0.699703, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4009 [D loss: 0.690130, acc.: 54.30%, KL div.: 0.343048] [G loss: 0.704665, KL div.: 0.704665, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4010 [D loss: 0.695815, acc.: 46.48%, KL div.: 0.346840] [G loss: 0.704184, KL div.: 0.704184, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4011 [D loss: 0.690286, acc.: 52.34%, KL div.: 0.342613] [G loss: 0.703921, KL div.: 0.703921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4012 [D loss: 0.698909, acc.: 45.70%, KL div.: 0.346221] [G loss: 0.702673, KL div.: 0.702673, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4013 [D loss: 0.694257, acc.: 50.39%, KL div.: 0.342639] [G loss: 0.698670, KL div.: 0.698670, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4014 [D loss: 0.693870, acc.: 51.95%, KL div.: 0.342536] [G loss: 0.700142, KL div.: 0.700142, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4015 [D loss: 0.690020, acc.: 51.56%, KL div.: 0.343109] [G loss: 0.704767, KL div.: 0.704767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4016 [D loss: 0.689818, acc.: 53.52%, KL div.: 0.343139] [G loss: 0.698285, KL div.: 0.698285, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4017 [D loss: 0.695406, acc.: 47.66%, KL div.: 0.346954] [G loss: 0.706923, KL div.: 0.706923, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4018 [D loss: 0.693677, acc.: 51.56%, KL div.: 0.346793] [G loss: 0.705087, KL div.: 0.705087, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4019 [D loss: 0.690436, acc.: 52.34%, KL div.: 0.343427] [G loss: 0.706070, KL div.: 0.706070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4020 [D loss: 0.693256, acc.: 52.73%, KL div.: 0.347628] [G loss: 0.709499, KL div.: 0.709499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4021 [D loss: 0.694913, acc.: 49.61%, KL div.: 0.345746] [G loss: 0.710952, KL div.: 0.710952, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4022 [D loss: 0.694155, acc.: 51.17%, KL div.: 0.346901] [G loss: 0.708846, KL div.: 0.708846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4023 [D loss: 0.690389, acc.: 51.56%, KL div.: 0.344164] [G loss: 0.705500, KL div.: 0.705500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4024 [D loss: 0.693425, acc.: 51.95%, KL div.: 0.345156] [G loss: 0.706866, KL div.: 0.706866, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4025 [D loss: 0.695620, acc.: 47.66%, KL div.: 0.344527] [G loss: 0.700900, KL div.: 0.700900, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4026 [D loss: 0.691427, acc.: 55.86%, KL div.: 0.341824] [G loss: 0.702185, KL div.: 0.702185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4027 [D loss: 0.689751, acc.: 51.95%, KL div.: 0.342269] [G loss: 0.703103, KL div.: 0.703103, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4028 [D loss: 0.692363, acc.: 49.61%, KL div.: 0.344023] [G loss: 0.715158, KL div.: 0.715158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4029 [D loss: 0.691843, acc.: 52.34%, KL div.: 0.343879] [G loss: 0.704284, KL div.: 0.704284, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4030 [D loss: 0.690379, acc.: 54.30%, KL div.: 0.344195] [G loss: 0.703202, KL div.: 0.703202, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4031 [D loss: 0.690179, acc.: 54.30%, KL div.: 0.343689] [G loss: 0.707221, KL div.: 0.707221, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4032 [D loss: 0.687002, acc.: 53.91%, KL div.: 0.340538] [G loss: 0.709874, KL div.: 0.709874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4033 [D loss: 0.696836, acc.: 48.83%, KL div.: 0.350650] [G loss: 0.713974, KL div.: 0.713974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4034 [D loss: 0.692983, acc.: 50.78%, KL div.: 0.346751] [G loss: 0.714649, KL div.: 0.714649, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4035 [D loss: 0.694464, acc.: 49.22%, KL div.: 0.348213] [G loss: 0.707488, KL div.: 0.707488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4036 [D loss: 0.690144, acc.: 51.17%, KL div.: 0.347887] [G loss: 0.711986, KL div.: 0.711986, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4037 [D loss: 0.694660, acc.: 50.00%, KL div.: 0.347616] [G loss: 0.705795, KL div.: 0.705795, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4038 [D loss: 0.684761, acc.: 58.59%, KL div.: 0.342622] [G loss: 0.711071, KL div.: 0.711071, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4039 [D loss: 0.694546, acc.: 50.78%, KL div.: 0.345288] [G loss: 0.700406, KL div.: 0.700406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4040 [D loss: 0.696662, acc.: 45.70%, KL div.: 0.347650] [G loss: 0.702015, KL div.: 0.702015, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4041 [D loss: 0.695271, acc.: 46.88%, KL div.: 0.347139] [G loss: 0.708323, KL div.: 0.708323, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4042 [D loss: 0.693215, acc.: 52.34%, KL div.: 0.343999] [G loss: 0.707217, KL div.: 0.707217, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4043 [D loss: 0.695559, acc.: 50.00%, KL div.: 0.349399] [G loss: 0.700060, KL div.: 0.700060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4044 [D loss: 0.692710, acc.: 53.52%, KL div.: 0.343639] [G loss: 0.704775, KL div.: 0.704775, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4045 [D loss: 0.690361, acc.: 53.91%, KL div.: 0.343852] [G loss: 0.709084, KL div.: 0.709084, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4046 [D loss: 0.693282, acc.: 48.44%, KL div.: 0.346921] [G loss: 0.704197, KL div.: 0.704197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4047 [D loss: 0.689908, acc.: 53.12%, KL div.: 0.345525] [G loss: 0.717696, KL div.: 0.717696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4048 [D loss: 0.690931, acc.: 50.39%, KL div.: 0.346268] [G loss: 0.714134, KL div.: 0.714134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4049 [D loss: 0.690403, acc.: 54.30%, KL div.: 0.348710] [G loss: 0.714985, KL div.: 0.714985, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4050 [D loss: 0.689620, acc.: 56.64%, KL div.: 0.344047] [G loss: 0.710450, KL div.: 0.710450, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4051 [D loss: 0.695348, acc.: 48.83%, KL div.: 0.349735] [G loss: 0.699516, KL div.: 0.699516, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4052 [D loss: 0.690993, acc.: 55.47%, KL div.: 0.346714] [G loss: 0.709116, KL div.: 0.709116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4053 [D loss: 0.691337, acc.: 53.91%, KL div.: 0.345074] [G loss: 0.701086, KL div.: 0.701086, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4054 [D loss: 0.694789, acc.: 47.27%, KL div.: 0.346541] [G loss: 0.703655, KL div.: 0.703655, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4055 [D loss: 0.694399, acc.: 48.83%, KL div.: 0.345330] [G loss: 0.701963, KL div.: 0.701963, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4056 [D loss: 0.694769, acc.: 48.05%, KL div.: 0.345380] [G loss: 0.697290, KL div.: 0.697290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4057 [D loss: 0.692080, acc.: 53.12%, KL div.: 0.343178] [G loss: 0.706893, KL div.: 0.706893, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4058 [D loss: 0.693667, acc.: 48.05%, KL div.: 0.344524] [G loss: 0.694086, KL div.: 0.694086, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4059 [D loss: 0.693425, acc.: 51.56%, KL div.: 0.346114] [G loss: 0.704655, KL div.: 0.704655, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4060 [D loss: 0.689220, acc.: 53.91%, KL div.: 0.343841] [G loss: 0.708351, KL div.: 0.708351, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4061 [D loss: 0.693723, acc.: 50.00%, KL div.: 0.346160] [G loss: 0.706678, KL div.: 0.706678, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4062 [D loss: 0.693824, acc.: 49.22%, KL div.: 0.347362] [G loss: 0.703277, KL div.: 0.703277, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4063 [D loss: 0.692344, acc.: 49.22%, KL div.: 0.344631] [G loss: 0.709595, KL div.: 0.709595, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4064 [D loss: 0.688206, acc.: 56.25%, KL div.: 0.345022] [G loss: 0.707369, KL div.: 0.707369, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4065 [D loss: 0.694474, acc.: 47.27%, KL div.: 0.346611] [G loss: 0.701648, KL div.: 0.701648, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4066 [D loss: 0.692273, acc.: 51.95%, KL div.: 0.347327] [G loss: 0.711405, KL div.: 0.711405, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4067 [D loss: 0.691205, acc.: 52.34%, KL div.: 0.346226] [G loss: 0.702929, KL div.: 0.702929, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4068 [D loss: 0.693001, acc.: 50.39%, KL div.: 0.347844] [G loss: 0.708207, KL div.: 0.708207, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4069 [D loss: 0.694203, acc.: 46.48%, KL div.: 0.345679] [G loss: 0.705418, KL div.: 0.705418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4070 [D loss: 0.692496, acc.: 53.52%, KL div.: 0.345494] [G loss: 0.704677, KL div.: 0.704677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4071 [D loss: 0.696411, acc.: 47.66%, KL div.: 0.344831] [G loss: 0.712840, KL div.: 0.712840, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4072 [D loss: 0.691278, acc.: 53.91%, KL div.: 0.347696] [G loss: 0.712917, KL div.: 0.712917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4073 [D loss: 0.692189, acc.: 55.08%, KL div.: 0.345697] [G loss: 0.705054, KL div.: 0.705054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4074 [D loss: 0.692159, acc.: 51.17%, KL div.: 0.346400] [G loss: 0.714897, KL div.: 0.714897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4075 [D loss: 0.690860, acc.: 55.47%, KL div.: 0.344579] [G loss: 0.705234, KL div.: 0.705234, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4076 [D loss: 0.689409, acc.: 55.08%, KL div.: 0.344160] [G loss: 0.706272, KL div.: 0.706272, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4077 [D loss: 0.693306, acc.: 52.34%, KL div.: 0.345887] [G loss: 0.707366, KL div.: 0.707366, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4078 [D loss: 0.688908, acc.: 51.95%, KL div.: 0.342459] [G loss: 0.708169, KL div.: 0.708169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4079 [D loss: 0.687769, acc.: 55.08%, KL div.: 0.342570] [G loss: 0.699626, KL div.: 0.699626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4080 [D loss: 0.691852, acc.: 53.52%, KL div.: 0.344497] [G loss: 0.704680, KL div.: 0.704680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4081 [D loss: 0.694371, acc.: 49.22%, KL div.: 0.344667] [G loss: 0.707079, KL div.: 0.707079, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4082 [D loss: 0.688900, acc.: 53.91%, KL div.: 0.344781] [G loss: 0.713764, KL div.: 0.713764, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4083 [D loss: 0.689801, acc.: 51.95%, KL div.: 0.344639] [G loss: 0.702984, KL div.: 0.702984, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4084 [D loss: 0.691099, acc.: 54.30%, KL div.: 0.344254] [G loss: 0.701813, KL div.: 0.701813, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4085 [D loss: 0.695167, acc.: 48.05%, KL div.: 0.350205] [G loss: 0.710539, KL div.: 0.710539, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4086 [D loss: 0.692448, acc.: 50.78%, KL div.: 0.348120] [G loss: 0.706584, KL div.: 0.706584, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4087 [D loss: 0.697708, acc.: 48.44%, KL div.: 0.346813] [G loss: 0.703169, KL div.: 0.703169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4088 [D loss: 0.693137, acc.: 53.91%, KL div.: 0.344835] [G loss: 0.703508, KL div.: 0.703508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4089 [D loss: 0.695280, acc.: 46.88%, KL div.: 0.347227] [G loss: 0.706301, KL div.: 0.706301, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4090 [D loss: 0.690361, acc.: 54.69%, KL div.: 0.342360] [G loss: 0.708400, KL div.: 0.708400, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4091 [D loss: 0.690154, acc.: 53.91%, KL div.: 0.345785] [G loss: 0.702663, KL div.: 0.702663, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4092 [D loss: 0.691632, acc.: 48.83%, KL div.: 0.345278] [G loss: 0.706559, KL div.: 0.706559, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4093 [D loss: 0.690774, acc.: 52.34%, KL div.: 0.346519] [G loss: 0.715391, KL div.: 0.715391, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4094 [D loss: 0.693598, acc.: 51.95%, KL div.: 0.347764] [G loss: 0.702558, KL div.: 0.702558, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4095 [D loss: 0.693975, acc.: 52.34%, KL div.: 0.346447] [G loss: 0.707167, KL div.: 0.707167, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4096 [D loss: 0.693516, acc.: 51.95%, KL div.: 0.347786] [G loss: 0.699094, KL div.: 0.699094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4097 [D loss: 0.693222, acc.: 48.83%, KL div.: 0.345116] [G loss: 0.702606, KL div.: 0.702606, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4098 [D loss: 0.694479, acc.: 51.56%, KL div.: 0.345258] [G loss: 0.703909, KL div.: 0.703909, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4099 [D loss: 0.692287, acc.: 51.17%, KL div.: 0.344282] [G loss: 0.707776, KL div.: 0.707776, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 67ms/step
4/4 [==============================] - 0s 26ms/step
4100 [D loss: 0.690624, acc.: 51.56%, KL div.: 0.344711] [G loss: 0.710086, KL div.: 0.710085, FID: 48.373132]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 69ms/step
4101 [D loss: 0.685157, acc.: 58.20%, KL div.: 0.342716] [G loss: 0.722175, KL div.: 0.722175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4102 [D loss: 0.695657, acc.: 50.00%, KL div.: 0.350052] [G loss: 0.708952, KL div.: 0.708952, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4103 [D loss: 0.690335, acc.: 50.00%, KL div.: 0.347008] [G loss: 0.712054, KL div.: 0.712054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4104 [D loss: 0.692676, acc.: 51.17%, KL div.: 0.349200] [G loss: 0.712359, KL div.: 0.712359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4105 [D loss: 0.692589, acc.: 51.17%, KL div.: 0.348943] [G loss: 0.714171, KL div.: 0.714171, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4106 [D loss: 0.694502, acc.: 54.30%, KL div.: 0.349372] [G loss: 0.715350, KL div.: 0.715350, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4107 [D loss: 0.690174, acc.: 53.91%, KL div.: 0.345334] [G loss: 0.707683, KL div.: 0.707683, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4108 [D loss: 0.692930, acc.: 53.91%, KL div.: 0.346253] [G loss: 0.703292, KL div.: 0.703292, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4109 [D loss: 0.693100, acc.: 51.56%, KL div.: 0.344082] [G loss: 0.706013, KL div.: 0.706013, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4110 [D loss: 0.687242, acc.: 56.64%, KL div.: 0.345026] [G loss: 0.703834, KL div.: 0.703834, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4111 [D loss: 0.696142, acc.: 48.83%, KL div.: 0.345979] [G loss: 0.702525, KL div.: 0.702525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4112 [D loss: 0.692445, acc.: 51.95%, KL div.: 0.345466] [G loss: 0.703164, KL div.: 0.703164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4113 [D loss: 0.696221, acc.: 46.09%, KL div.: 0.347199] [G loss: 0.704509, KL div.: 0.704509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4114 [D loss: 0.695057, acc.: 49.61%, KL div.: 0.346170] [G loss: 0.708839, KL div.: 0.708839, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4115 [D loss: 0.689604, acc.: 55.08%, KL div.: 0.341046] [G loss: 0.713073, KL div.: 0.713073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4116 [D loss: 0.693140, acc.: 51.17%, KL div.: 0.347490] [G loss: 0.715959, KL div.: 0.715959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4117 [D loss: 0.696339, acc.: 47.66%, KL div.: 0.348226] [G loss: 0.709784, KL div.: 0.709784, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4118 [D loss: 0.690820, acc.: 53.52%, KL div.: 0.345524] [G loss: 0.709647, KL div.: 0.709647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4119 [D loss: 0.693144, acc.: 50.00%, KL div.: 0.346172] [G loss: 0.702529, KL div.: 0.702529, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4120 [D loss: 0.689597, acc.: 56.25%, KL div.: 0.341734] [G loss: 0.705485, KL div.: 0.705485, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4121 [D loss: 0.690919, acc.: 51.56%, KL div.: 0.344419] [G loss: 0.707667, KL div.: 0.707667, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4122 [D loss: 0.694284, acc.: 51.56%, KL div.: 0.346629] [G loss: 0.709369, KL div.: 0.709369, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4123 [D loss: 0.694045, acc.: 48.83%, KL div.: 0.343989] [G loss: 0.699712, KL div.: 0.699712, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4124 [D loss: 0.692082, acc.: 52.73%, KL div.: 0.343920] [G loss: 0.706425, KL div.: 0.706425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4125 [D loss: 0.690836, acc.: 50.78%, KL div.: 0.343543] [G loss: 0.701307, KL div.: 0.701307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4126 [D loss: 0.694915, acc.: 48.05%, KL div.: 0.345343] [G loss: 0.705804, KL div.: 0.705804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4127 [D loss: 0.689302, acc.: 54.30%, KL div.: 0.345445] [G loss: 0.705157, KL div.: 0.705157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4128 [D loss: 0.690411, acc.: 51.95%, KL div.: 0.346755] [G loss: 0.711020, KL div.: 0.711020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4129 [D loss: 0.689318, acc.: 57.03%, KL div.: 0.343190] [G loss: 0.710949, KL div.: 0.710949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4130 [D loss: 0.694424, acc.: 44.92%, KL div.: 0.348352] [G loss: 0.711990, KL div.: 0.711990, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4131 [D loss: 0.693164, acc.: 48.83%, KL div.: 0.346719] [G loss: 0.702025, KL div.: 0.702025, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4132 [D loss: 0.692166, acc.: 52.34%, KL div.: 0.345565] [G loss: 0.707972, KL div.: 0.707972, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4133 [D loss: 0.693395, acc.: 46.09%, KL div.: 0.345269] [G loss: 0.699778, KL div.: 0.699778, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4134 [D loss: 0.689920, acc.: 56.25%, KL div.: 0.344727] [G loss: 0.706816, KL div.: 0.706816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4135 [D loss: 0.688401, acc.: 53.12%, KL div.: 0.342321] [G loss: 0.705356, KL div.: 0.705356, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4136 [D loss: 0.690190, acc.: 52.73%, KL div.: 0.343674] [G loss: 0.705602, KL div.: 0.705602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4137 [D loss: 0.689058, acc.: 53.12%, KL div.: 0.343882] [G loss: 0.704878, KL div.: 0.704878, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4138 [D loss: 0.687178, acc.: 55.86%, KL div.: 0.341105] [G loss: 0.712962, KL div.: 0.712962, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4139 [D loss: 0.694025, acc.: 47.66%, KL div.: 0.345020] [G loss: 0.699651, KL div.: 0.699651, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4140 [D loss: 0.690664, acc.: 53.52%, KL div.: 0.342150] [G loss: 0.704400, KL div.: 0.704400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4141 [D loss: 0.690448, acc.: 52.34%, KL div.: 0.345700] [G loss: 0.704987, KL div.: 0.704987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4142 [D loss: 0.690295, acc.: 52.73%, KL div.: 0.345901] [G loss: 0.712249, KL div.: 0.712249, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4143 [D loss: 0.689922, acc.: 56.64%, KL div.: 0.344249] [G loss: 0.706029, KL div.: 0.706029, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4144 [D loss: 0.689408, acc.: 55.08%, KL div.: 0.343035] [G loss: 0.701228, KL div.: 0.701228, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4145 [D loss: 0.690102, acc.: 54.30%, KL div.: 0.345543] [G loss: 0.702098, KL div.: 0.702098, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4146 [D loss: 0.696413, acc.: 45.31%, KL div.: 0.345986] [G loss: 0.712240, KL div.: 0.712240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4147 [D loss: 0.693094, acc.: 50.78%, KL div.: 0.344883] [G loss: 0.711058, KL div.: 0.711058, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4148 [D loss: 0.689413, acc.: 53.91%, KL div.: 0.345792] [G loss: 0.708104, KL div.: 0.708103, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4149 [D loss: 0.691344, acc.: 50.00%, KL div.: 0.345752] [G loss: 0.708686, KL div.: 0.708686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4150 [D loss: 0.690708, acc.: 50.78%, KL div.: 0.344361] [G loss: 0.704653, KL div.: 0.704653, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4151 [D loss: 0.688892, acc.: 56.25%, KL div.: 0.344954] [G loss: 0.705729, KL div.: 0.705729, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4152 [D loss: 0.694604, acc.: 48.83%, KL div.: 0.345632] [G loss: 0.701072, KL div.: 0.701072, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4153 [D loss: 0.686828, acc.: 57.03%, KL div.: 0.343030] [G loss: 0.703833, KL div.: 0.703833, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4154 [D loss: 0.691772, acc.: 47.27%, KL div.: 0.342429] [G loss: 0.705594, KL div.: 0.705594, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4155 [D loss: 0.693524, acc.: 48.83%, KL div.: 0.343236] [G loss: 0.701077, KL div.: 0.701077, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4156 [D loss: 0.690629, acc.: 55.08%, KL div.: 0.347082] [G loss: 0.709607, KL div.: 0.709607, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4157 [D loss: 0.694358, acc.: 52.34%, KL div.: 0.345943] [G loss: 0.706446, KL div.: 0.706446, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4158 [D loss: 0.692936, acc.: 49.61%, KL div.: 0.346113] [G loss: 0.703179, KL div.: 0.703179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4159 [D loss: 0.691202, acc.: 53.91%, KL div.: 0.343686] [G loss: 0.713277, KL div.: 0.713277, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4160 [D loss: 0.698396, acc.: 43.36%, KL div.: 0.349922] [G loss: 0.700009, KL div.: 0.700009, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4161 [D loss: 0.695538, acc.: 50.00%, KL div.: 0.347281] [G loss: 0.697264, KL div.: 0.697264, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4162 [D loss: 0.691944, acc.: 52.34%, KL div.: 0.343184] [G loss: 0.710624, KL div.: 0.710624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4163 [D loss: 0.690355, acc.: 53.91%, KL div.: 0.344783] [G loss: 0.703689, KL div.: 0.703689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4164 [D loss: 0.694009, acc.: 50.78%, KL div.: 0.345133] [G loss: 0.695200, KL div.: 0.695200, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4165 [D loss: 0.692226, acc.: 49.61%, KL div.: 0.345357] [G loss: 0.704286, KL div.: 0.704286, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4166 [D loss: 0.691303, acc.: 50.39%, KL div.: 0.347650] [G loss: 0.705837, KL div.: 0.705837, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4167 [D loss: 0.693511, acc.: 50.78%, KL div.: 0.347648] [G loss: 0.716774, KL div.: 0.716774, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4168 [D loss: 0.689501, acc.: 53.91%, KL div.: 0.346945] [G loss: 0.708344, KL div.: 0.708344, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4169 [D loss: 0.692196, acc.: 49.22%, KL div.: 0.346416] [G loss: 0.705585, KL div.: 0.705585, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4170 [D loss: 0.693393, acc.: 49.22%, KL div.: 0.347170] [G loss: 0.704836, KL div.: 0.704836, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4171 [D loss: 0.690781, acc.: 52.73%, KL div.: 0.343460] [G loss: 0.704839, KL div.: 0.704839, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4172 [D loss: 0.692019, acc.: 50.78%, KL div.: 0.347522] [G loss: 0.702320, KL div.: 0.702320, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4173 [D loss: 0.689458, acc.: 54.30%, KL div.: 0.340559] [G loss: 0.703953, KL div.: 0.703953, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4174 [D loss: 0.692564, acc.: 53.91%, KL div.: 0.345578] [G loss: 0.706114, KL div.: 0.706114, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4175 [D loss: 0.688962, acc.: 57.42%, KL div.: 0.340051] [G loss: 0.701379, KL div.: 0.701379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4176 [D loss: 0.692383, acc.: 55.08%, KL div.: 0.343107] [G loss: 0.699349, KL div.: 0.699349, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4177 [D loss: 0.693492, acc.: 49.22%, KL div.: 0.345544] [G loss: 0.703643, KL div.: 0.703643, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4178 [D loss: 0.689411, acc.: 54.30%, KL div.: 0.343082] [G loss: 0.705547, KL div.: 0.705547, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4179 [D loss: 0.694725, acc.: 49.61%, KL div.: 0.345165] [G loss: 0.707686, KL div.: 0.707686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4180 [D loss: 0.691298, acc.: 51.95%, KL div.: 0.343023] [G loss: 0.709218, KL div.: 0.709218, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4181 [D loss: 0.694775, acc.: 49.61%, KL div.: 0.346450] [G loss: 0.711256, KL div.: 0.711256, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4182 [D loss: 0.693334, acc.: 53.91%, KL div.: 0.344868] [G loss: 0.711097, KL div.: 0.711097, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4183 [D loss: 0.693545, acc.: 48.05%, KL div.: 0.341159] [G loss: 0.697395, KL div.: 0.697395, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4184 [D loss: 0.691831, acc.: 54.30%, KL div.: 0.344098] [G loss: 0.703737, KL div.: 0.703737, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4185 [D loss: 0.690288, acc.: 55.08%, KL div.: 0.342924] [G loss: 0.705912, KL div.: 0.705912, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4186 [D loss: 0.689920, acc.: 53.52%, KL div.: 0.341761] [G loss: 0.699946, KL div.: 0.699946, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4187 [D loss: 0.690875, acc.: 50.78%, KL div.: 0.343597] [G loss: 0.707326, KL div.: 0.707326, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4188 [D loss: 0.687288, acc.: 57.42%, KL div.: 0.343002] [G loss: 0.703337, KL div.: 0.703337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4189 [D loss: 0.692423, acc.: 50.78%, KL div.: 0.345743] [G loss: 0.703607, KL div.: 0.703607, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4190 [D loss: 0.692883, acc.: 48.83%, KL div.: 0.345979] [G loss: 0.708314, KL div.: 0.708314, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4191 [D loss: 0.690593, acc.: 52.34%, KL div.: 0.344607] [G loss: 0.703715, KL div.: 0.703715, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4192 [D loss: 0.693079, acc.: 52.73%, KL div.: 0.344049] [G loss: 0.703578, KL div.: 0.703578, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4193 [D loss: 0.691844, acc.: 55.47%, KL div.: 0.340954] [G loss: 0.703535, KL div.: 0.703535, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4194 [D loss: 0.691905, acc.: 53.12%, KL div.: 0.344270] [G loss: 0.702137, KL div.: 0.702137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4195 [D loss: 0.696144, acc.: 49.22%, KL div.: 0.345714] [G loss: 0.697884, KL div.: 0.697884, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4196 [D loss: 0.698501, acc.: 46.48%, KL div.: 0.344503] [G loss: 0.699909, KL div.: 0.699909, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4197 [D loss: 0.694210, acc.: 50.39%, KL div.: 0.343225] [G loss: 0.699626, KL div.: 0.699626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4198 [D loss: 0.693563, acc.: 50.78%, KL div.: 0.342816] [G loss: 0.710431, KL div.: 0.710431, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4199 [D loss: 0.690740, acc.: 53.91%, KL div.: 0.343484] [G loss: 0.707374, KL div.: 0.707374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 57ms/step
4/4 [==============================] - 0s 32ms/step
4200 [D loss: 0.694575, acc.: 47.66%, KL div.: 0.345303] [G loss: 0.698276, KL div.: 0.698276, FID: 36.934603]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 74ms/step
4201 [D loss: 0.686773, acc.: 57.42%, KL div.: 0.339689] [G loss: 0.709833, KL div.: 0.709833, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4202 [D loss: 0.692524, acc.: 49.22%, KL div.: 0.343646] [G loss: 0.705531, KL div.: 0.705531, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4203 [D loss: 0.697481, acc.: 48.05%, KL div.: 0.348748] [G loss: 0.710743, KL div.: 0.710743, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4204 [D loss: 0.688916, acc.: 57.42%, KL div.: 0.343247] [G loss: 0.712587, KL div.: 0.712587, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4205 [D loss: 0.694028, acc.: 49.61%, KL div.: 0.348214] [G loss: 0.707896, KL div.: 0.707896, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4206 [D loss: 0.692435, acc.: 53.12%, KL div.: 0.346377] [G loss: 0.710892, KL div.: 0.710892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4207 [D loss: 0.693275, acc.: 49.22%, KL div.: 0.346184] [G loss: 0.702626, KL div.: 0.702626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4208 [D loss: 0.693315, acc.: 53.52%, KL div.: 0.344606] [G loss: 0.701071, KL div.: 0.701071, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4209 [D loss: 0.688841, acc.: 54.30%, KL div.: 0.343081] [G loss: 0.706047, KL div.: 0.706047, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4210 [D loss: 0.694383, acc.: 46.88%, KL div.: 0.345308] [G loss: 0.704569, KL div.: 0.704569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4211 [D loss: 0.690274, acc.: 56.64%, KL div.: 0.342057] [G loss: 0.710029, KL div.: 0.710029, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4212 [D loss: 0.694947, acc.: 51.95%, KL div.: 0.344571] [G loss: 0.705316, KL div.: 0.705316, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4213 [D loss: 0.689983, acc.: 54.30%, KL div.: 0.341765] [G loss: 0.704515, KL div.: 0.704515, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4214 [D loss: 0.694020, acc.: 52.73%, KL div.: 0.345256] [G loss: 0.702010, KL div.: 0.702010, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4215 [D loss: 0.691519, acc.: 51.95%, KL div.: 0.342647] [G loss: 0.704479, KL div.: 0.704479, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4216 [D loss: 0.690735, acc.: 53.12%, KL div.: 0.347401] [G loss: 0.711209, KL div.: 0.711209, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4217 [D loss: 0.687631, acc.: 55.47%, KL div.: 0.343389] [G loss: 0.708475, KL div.: 0.708475, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4218 [D loss: 0.688560, acc.: 57.42%, KL div.: 0.344317] [G loss: 0.709691, KL div.: 0.709691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4219 [D loss: 0.693448, acc.: 51.17%, KL div.: 0.350228] [G loss: 0.710602, KL div.: 0.710602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4220 [D loss: 0.692993, acc.: 51.17%, KL div.: 0.346674] [G loss: 0.710626, KL div.: 0.710626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4221 [D loss: 0.689452, acc.: 57.03%, KL div.: 0.345519] [G loss: 0.712456, KL div.: 0.712456, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4222 [D loss: 0.689461, acc.: 51.17%, KL div.: 0.343148] [G loss: 0.700681, KL div.: 0.700681, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4223 [D loss: 0.690680, acc.: 53.91%, KL div.: 0.344457] [G loss: 0.708323, KL div.: 0.708323, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4224 [D loss: 0.684940, acc.: 60.16%, KL div.: 0.343431] [G loss: 0.704077, KL div.: 0.704077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4225 [D loss: 0.699768, acc.: 44.53%, KL div.: 0.350265] [G loss: 0.698731, KL div.: 0.698731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4226 [D loss: 0.690749, acc.: 54.30%, KL div.: 0.342220] [G loss: 0.701507, KL div.: 0.701507, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4227 [D loss: 0.690457, acc.: 52.73%, KL div.: 0.343080] [G loss: 0.707052, KL div.: 0.707052, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4228 [D loss: 0.690253, acc.: 55.86%, KL div.: 0.343728] [G loss: 0.701153, KL div.: 0.701153, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4229 [D loss: 0.695440, acc.: 49.22%, KL div.: 0.347358] [G loss: 0.709024, KL div.: 0.709024, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4230 [D loss: 0.691496, acc.: 53.91%, KL div.: 0.346442] [G loss: 0.701759, KL div.: 0.701759, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4231 [D loss: 0.691881, acc.: 52.73%, KL div.: 0.346264] [G loss: 0.702457, KL div.: 0.702457, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4232 [D loss: 0.691876, acc.: 48.44%, KL div.: 0.346190] [G loss: 0.708057, KL div.: 0.708057, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4233 [D loss: 0.687889, acc.: 54.69%, KL div.: 0.342227] [G loss: 0.709863, KL div.: 0.709863, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4234 [D loss: 0.688347, acc.: 57.03%, KL div.: 0.341026] [G loss: 0.706070, KL div.: 0.706070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4235 [D loss: 0.693006, acc.: 48.44%, KL div.: 0.345260] [G loss: 0.701755, KL div.: 0.701755, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4236 [D loss: 0.689620, acc.: 51.56%, KL div.: 0.343126] [G loss: 0.710534, KL div.: 0.710535, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4237 [D loss: 0.692751, acc.: 50.39%, KL div.: 0.346866] [G loss: 0.709202, KL div.: 0.709202, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4238 [D loss: 0.687282, acc.: 57.42%, KL div.: 0.341376] [G loss: 0.704089, KL div.: 0.704089, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4239 [D loss: 0.696191, acc.: 48.05%, KL div.: 0.343971] [G loss: 0.703240, KL div.: 0.703240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4240 [D loss: 0.693230, acc.: 55.86%, KL div.: 0.344141] [G loss: 0.705133, KL div.: 0.705133, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4241 [D loss: 0.692195, acc.: 53.91%, KL div.: 0.345219] [G loss: 0.704844, KL div.: 0.704844, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4242 [D loss: 0.694926, acc.: 50.78%, KL div.: 0.345724] [G loss: 0.706682, KL div.: 0.706682, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4243 [D loss: 0.690846, acc.: 52.34%, KL div.: 0.342288] [G loss: 0.700792, KL div.: 0.700792, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4244 [D loss: 0.692994, acc.: 53.52%, KL div.: 0.345804] [G loss: 0.703881, KL div.: 0.703881, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4245 [D loss: 0.691340, acc.: 53.52%, KL div.: 0.345843] [G loss: 0.710353, KL div.: 0.710353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4246 [D loss: 0.694984, acc.: 48.83%, KL div.: 0.347418] [G loss: 0.703732, KL div.: 0.703732, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4247 [D loss: 0.695595, acc.: 50.00%, KL div.: 0.346624] [G loss: 0.705595, KL div.: 0.705595, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4248 [D loss: 0.689300, acc.: 54.30%, KL div.: 0.344258] [G loss: 0.715876, KL div.: 0.715876, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4249 [D loss: 0.688585, acc.: 55.86%, KL div.: 0.343572] [G loss: 0.706073, KL div.: 0.706073, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4250 [D loss: 0.692236, acc.: 54.30%, KL div.: 0.344606] [G loss: 0.705567, KL div.: 0.705567, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4251 [D loss: 0.692830, acc.: 51.17%, KL div.: 0.347131] [G loss: 0.709866, KL div.: 0.709866, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4252 [D loss: 0.685751, acc.: 58.98%, KL div.: 0.343168] [G loss: 0.703919, KL div.: 0.703919, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4253 [D loss: 0.692582, acc.: 55.47%, KL div.: 0.347815] [G loss: 0.713863, KL div.: 0.713863, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4254 [D loss: 0.701544, acc.: 42.19%, KL div.: 0.349584] [G loss: 0.703843, KL div.: 0.703843, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4255 [D loss: 0.693002, acc.: 52.34%, KL div.: 0.346513] [G loss: 0.704704, KL div.: 0.704704, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4256 [D loss: 0.689409, acc.: 51.95%, KL div.: 0.343950] [G loss: 0.702028, KL div.: 0.702028, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4257 [D loss: 0.696813, acc.: 48.44%, KL div.: 0.346738] [G loss: 0.709951, KL div.: 0.709951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4258 [D loss: 0.691536, acc.: 53.91%, KL div.: 0.346341] [G loss: 0.706727, KL div.: 0.706727, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4259 [D loss: 0.692734, acc.: 50.39%, KL div.: 0.343582] [G loss: 0.703624, KL div.: 0.703624, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4260 [D loss: 0.694306, acc.: 50.00%, KL div.: 0.345268] [G loss: 0.707019, KL div.: 0.707019, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4261 [D loss: 0.697899, acc.: 49.22%, KL div.: 0.350300] [G loss: 0.707236, KL div.: 0.707236, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4262 [D loss: 0.693726, acc.: 53.52%, KL div.: 0.343685] [G loss: 0.710930, KL div.: 0.710930, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4263 [D loss: 0.692044, acc.: 51.95%, KL div.: 0.346809] [G loss: 0.707246, KL div.: 0.707246, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4264 [D loss: 0.698339, acc.: 48.44%, KL div.: 0.349240] [G loss: 0.701934, KL div.: 0.701934, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4265 [D loss: 0.692444, acc.: 53.12%, KL div.: 0.348343] [G loss: 0.711787, KL div.: 0.711787, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4266 [D loss: 0.692561, acc.: 51.56%, KL div.: 0.344073] [G loss: 0.705683, KL div.: 0.705683, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4267 [D loss: 0.688715, acc.: 51.56%, KL div.: 0.342647] [G loss: 0.705132, KL div.: 0.705132, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4268 [D loss: 0.683999, acc.: 60.94%, KL div.: 0.341544] [G loss: 0.714583, KL div.: 0.714583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4269 [D loss: 0.690850, acc.: 55.08%, KL div.: 0.345892] [G loss: 0.708654, KL div.: 0.708654, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4270 [D loss: 0.690782, acc.: 52.73%, KL div.: 0.341776] [G loss: 0.697760, KL div.: 0.697760, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4271 [D loss: 0.697123, acc.: 46.09%, KL div.: 0.346462] [G loss: 0.700788, KL div.: 0.700788, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4272 [D loss: 0.692293, acc.: 50.00%, KL div.: 0.344037] [G loss: 0.713960, KL div.: 0.713960, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4273 [D loss: 0.690430, acc.: 51.95%, KL div.: 0.343802] [G loss: 0.708937, KL div.: 0.708937, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4274 [D loss: 0.687991, acc.: 54.69%, KL div.: 0.343154] [G loss: 0.708018, KL div.: 0.708018, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4275 [D loss: 0.692227, acc.: 51.56%, KL div.: 0.343151] [G loss: 0.694962, KL div.: 0.694962, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4276 [D loss: 0.694885, acc.: 48.44%, KL div.: 0.342503] [G loss: 0.699611, KL div.: 0.699611, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4277 [D loss: 0.694173, acc.: 50.78%, KL div.: 0.344581] [G loss: 0.700718, KL div.: 0.700718, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4278 [D loss: 0.696107, acc.: 47.66%, KL div.: 0.343204] [G loss: 0.704460, KL div.: 0.704460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4279 [D loss: 0.692313, acc.: 50.78%, KL div.: 0.347070] [G loss: 0.716048, KL div.: 0.716048, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4280 [D loss: 0.693817, acc.: 50.00%, KL div.: 0.348027] [G loss: 0.705006, KL div.: 0.705006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4281 [D loss: 0.689914, acc.: 54.69%, KL div.: 0.345903] [G loss: 0.708467, KL div.: 0.708467, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4282 [D loss: 0.696643, acc.: 49.22%, KL div.: 0.349687] [G loss: 0.710674, KL div.: 0.710674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4283 [D loss: 0.693521, acc.: 52.73%, KL div.: 0.347703] [G loss: 0.706254, KL div.: 0.706254, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4284 [D loss: 0.693694, acc.: 50.78%, KL div.: 0.345320] [G loss: 0.706540, KL div.: 0.706540, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4285 [D loss: 0.687595, acc.: 55.86%, KL div.: 0.342721] [G loss: 0.705738, KL div.: 0.705738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4286 [D loss: 0.689815, acc.: 57.81%, KL div.: 0.341357] [G loss: 0.702106, KL div.: 0.702106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4287 [D loss: 0.691809, acc.: 50.00%, KL div.: 0.346212] [G loss: 0.709157, KL div.: 0.709157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4288 [D loss: 0.693021, acc.: 50.78%, KL div.: 0.344782] [G loss: 0.707566, KL div.: 0.707566, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4289 [D loss: 0.693957, acc.: 50.39%, KL div.: 0.345104] [G loss: 0.705194, KL div.: 0.705194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4290 [D loss: 0.690572, acc.: 53.52%, KL div.: 0.343552] [G loss: 0.710945, KL div.: 0.710945, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4291 [D loss: 0.689220, acc.: 53.52%, KL div.: 0.344626] [G loss: 0.707803, KL div.: 0.707803, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4292 [D loss: 0.691854, acc.: 55.08%, KL div.: 0.346934] [G loss: 0.711104, KL div.: 0.711104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4293 [D loss: 0.690821, acc.: 51.95%, KL div.: 0.344363] [G loss: 0.709449, KL div.: 0.709449, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4294 [D loss: 0.690989, acc.: 49.61%, KL div.: 0.345930] [G loss: 0.715602, KL div.: 0.715602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4295 [D loss: 0.691550, acc.: 51.56%, KL div.: 0.346814] [G loss: 0.702323, KL div.: 0.702322, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4296 [D loss: 0.691131, acc.: 52.73%, KL div.: 0.346073] [G loss: 0.703812, KL div.: 0.703812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4297 [D loss: 0.691344, acc.: 57.03%, KL div.: 0.344857] [G loss: 0.701915, KL div.: 0.701915, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4298 [D loss: 0.685293, acc.: 58.59%, KL div.: 0.341227] [G loss: 0.707161, KL div.: 0.707161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4299 [D loss: 0.693199, acc.: 50.00%, KL div.: 0.345289] [G loss: 0.704544, KL div.: 0.704544, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 57ms/step
4/4 [==============================] - 0s 24ms/step
4300 [D loss: 0.689431, acc.: 52.34%, KL div.: 0.346987] [G loss: 0.711668, KL div.: 0.711668, FID: 38.210320]
1/1 [==============================] - 0s 23ms/step
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4301 [D loss: 0.692056, acc.: 53.91%, KL div.: 0.348849] [G loss: 0.715250, KL div.: 0.715250, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4302 [D loss: 0.691994, acc.: 53.12%, KL div.: 0.347606] [G loss: 0.709787, KL div.: 0.709787, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4303 [D loss: 0.693247, acc.: 49.61%, KL div.: 0.346673] [G loss: 0.713856, KL div.: 0.713856, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4304 [D loss: 0.691319, acc.: 54.30%, KL div.: 0.347622] [G loss: 0.709182, KL div.: 0.709182, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4305 [D loss: 0.695264, acc.: 50.78%, KL div.: 0.347161] [G loss: 0.709956, KL div.: 0.709956, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4306 [D loss: 0.691470, acc.: 53.91%, KL div.: 0.344007] [G loss: 0.708643, KL div.: 0.708643, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4307 [D loss: 0.693201, acc.: 53.91%, KL div.: 0.343756] [G loss: 0.698994, KL div.: 0.698994, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4308 [D loss: 0.695358, acc.: 52.34%, KL div.: 0.345140] [G loss: 0.703613, KL div.: 0.703613, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4309 [D loss: 0.691050, acc.: 56.25%, KL div.: 0.342710] [G loss: 0.707170, KL div.: 0.707170, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4310 [D loss: 0.696519, acc.: 47.27%, KL div.: 0.348366] [G loss: 0.712180, KL div.: 0.712180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4311 [D loss: 0.694561, acc.: 50.39%, KL div.: 0.347119] [G loss: 0.706737, KL div.: 0.706737, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4312 [D loss: 0.689292, acc.: 53.91%, KL div.: 0.345585] [G loss: 0.711668, KL div.: 0.711668, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4313 [D loss: 0.690214, acc.: 53.52%, KL div.: 0.345984] [G loss: 0.710367, KL div.: 0.710367, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4314 [D loss: 0.694560, acc.: 50.78%, KL div.: 0.347543] [G loss: 0.710991, KL div.: 0.710991, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4315 [D loss: 0.692472, acc.: 49.61%, KL div.: 0.346675] [G loss: 0.716002, KL div.: 0.716002, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4316 [D loss: 0.691148, acc.: 53.12%, KL div.: 0.346480] [G loss: 0.705966, KL div.: 0.705966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4317 [D loss: 0.692680, acc.: 49.61%, KL div.: 0.344916] [G loss: 0.700678, KL div.: 0.700678, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4318 [D loss: 0.691207, acc.: 53.52%, KL div.: 0.344183] [G loss: 0.706990, KL div.: 0.706990, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4319 [D loss: 0.686866, acc.: 55.86%, KL div.: 0.340149] [G loss: 0.703671, KL div.: 0.703671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4320 [D loss: 0.690918, acc.: 53.91%, KL div.: 0.342432] [G loss: 0.702978, KL div.: 0.702978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4321 [D loss: 0.694712, acc.: 51.95%, KL div.: 0.346778] [G loss: 0.708206, KL div.: 0.708206, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4322 [D loss: 0.689844, acc.: 54.69%, KL div.: 0.344838] [G loss: 0.706533, KL div.: 0.706533, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4323 [D loss: 0.693859, acc.: 49.22%, KL div.: 0.346583] [G loss: 0.710102, KL div.: 0.710102, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4324 [D loss: 0.693482, acc.: 46.48%, KL div.: 0.345621] [G loss: 0.702636, KL div.: 0.702636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4325 [D loss: 0.692785, acc.: 47.27%, KL div.: 0.347134] [G loss: 0.709110, KL div.: 0.709110, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4326 [D loss: 0.693337, acc.: 46.09%, KL div.: 0.343987] [G loss: 0.699124, KL div.: 0.699124, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4327 [D loss: 0.686409, acc.: 57.42%, KL div.: 0.338854] [G loss: 0.705428, KL div.: 0.705428, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4328 [D loss: 0.695806, acc.: 51.95%, KL div.: 0.348684] [G loss: 0.702731, KL div.: 0.702731, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4329 [D loss: 0.695238, acc.: 47.66%, KL div.: 0.348861] [G loss: 0.702780, KL div.: 0.702780, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4330 [D loss: 0.695086, acc.: 48.44%, KL div.: 0.345684] [G loss: 0.707960, KL div.: 0.707960, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4331 [D loss: 0.694125, acc.: 51.56%, KL div.: 0.346909] [G loss: 0.707691, KL div.: 0.707691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4332 [D loss: 0.697879, acc.: 44.53%, KL div.: 0.350364] [G loss: 0.706891, KL div.: 0.706891, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4333 [D loss: 0.686581, acc.: 56.64%, KL div.: 0.342156] [G loss: 0.708189, KL div.: 0.708189, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4334 [D loss: 0.693732, acc.: 47.66%, KL div.: 0.346065] [G loss: 0.705386, KL div.: 0.705386, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4335 [D loss: 0.689712, acc.: 55.86%, KL div.: 0.343451] [G loss: 0.711699, KL div.: 0.711699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4336 [D loss: 0.688267, acc.: 51.95%, KL div.: 0.340990] [G loss: 0.706083, KL div.: 0.706083, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4337 [D loss: 0.688915, acc.: 55.86%, KL div.: 0.343733] [G loss: 0.703665, KL div.: 0.703665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4338 [D loss: 0.687882, acc.: 55.47%, KL div.: 0.340420] [G loss: 0.696637, KL div.: 0.696637, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4339 [D loss: 0.690927, acc.: 51.17%, KL div.: 0.342428] [G loss: 0.706293, KL div.: 0.706293, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4340 [D loss: 0.692141, acc.: 52.73%, KL div.: 0.341940] [G loss: 0.707605, KL div.: 0.707605, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4341 [D loss: 0.694506, acc.: 47.27%, KL div.: 0.347339] [G loss: 0.707089, KL div.: 0.707089, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4342 [D loss: 0.691860, acc.: 53.12%, KL div.: 0.346647] [G loss: 0.715562, KL div.: 0.715562, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4343 [D loss: 0.684256, acc.: 62.50%, KL div.: 0.344857] [G loss: 0.718414, KL div.: 0.718414, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4344 [D loss: 0.688616, acc.: 57.03%, KL div.: 0.346230] [G loss: 0.714281, KL div.: 0.714281, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4345 [D loss: 0.689809, acc.: 55.08%, KL div.: 0.347028] [G loss: 0.714054, KL div.: 0.714054, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4346 [D loss: 0.691735, acc.: 53.12%, KL div.: 0.347614] [G loss: 0.704502, KL div.: 0.704502, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4347 [D loss: 0.694122, acc.: 48.44%, KL div.: 0.346410] [G loss: 0.708618, KL div.: 0.708618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4348 [D loss: 0.690642, acc.: 51.95%, KL div.: 0.344905] [G loss: 0.704631, KL div.: 0.704631, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4349 [D loss: 0.694477, acc.: 49.61%, KL div.: 0.343469] [G loss: 0.703616, KL div.: 0.703616, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4350 [D loss: 0.691611, acc.: 52.73%, KL div.: 0.342043] [G loss: 0.710131, KL div.: 0.710131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4351 [D loss: 0.687409, acc.: 55.47%, KL div.: 0.340419] [G loss: 0.708592, KL div.: 0.708592, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4352 [D loss: 0.693628, acc.: 51.17%, KL div.: 0.346949] [G loss: 0.704725, KL div.: 0.704725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4353 [D loss: 0.688423, acc.: 56.64%, KL div.: 0.344769] [G loss: 0.714410, KL div.: 0.714410, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4354 [D loss: 0.688795, acc.: 55.47%, KL div.: 0.346317] [G loss: 0.714354, KL div.: 0.714354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4355 [D loss: 0.689579, acc.: 54.69%, KL div.: 0.347791] [G loss: 0.706503, KL div.: 0.706503, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4356 [D loss: 0.690447, acc.: 53.91%, KL div.: 0.344693] [G loss: 0.709998, KL div.: 0.709998, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4357 [D loss: 0.696620, acc.: 49.22%, KL div.: 0.349465] [G loss: 0.707263, KL div.: 0.707263, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4358 [D loss: 0.690357, acc.: 52.34%, KL div.: 0.344121] [G loss: 0.706405, KL div.: 0.706405, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4359 [D loss: 0.693804, acc.: 48.05%, KL div.: 0.346921] [G loss: 0.704057, KL div.: 0.704057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4360 [D loss: 0.691045, acc.: 50.78%, KL div.: 0.342136] [G loss: 0.700674, KL div.: 0.700674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4361 [D loss: 0.691018, acc.: 55.47%, KL div.: 0.340588] [G loss: 0.703940, KL div.: 0.703940, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4362 [D loss: 0.687789, acc.: 57.03%, KL div.: 0.339379] [G loss: 0.706585, KL div.: 0.706585, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4363 [D loss: 0.691971, acc.: 56.25%, KL div.: 0.346114] [G loss: 0.705193, KL div.: 0.705193, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4364 [D loss: 0.690978, acc.: 53.91%, KL div.: 0.343146] [G loss: 0.714122, KL div.: 0.714122, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4365 [D loss: 0.687615, acc.: 56.25%, KL div.: 0.342853] [G loss: 0.709575, KL div.: 0.709575, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4366 [D loss: 0.688703, acc.: 53.91%, KL div.: 0.343419] [G loss: 0.705291, KL div.: 0.705291, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4367 [D loss: 0.687753, acc.: 57.03%, KL div.: 0.342033] [G loss: 0.704462, KL div.: 0.704462, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4368 [D loss: 0.699291, acc.: 41.80%, KL div.: 0.347409] [G loss: 0.699752, KL div.: 0.699752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4369 [D loss: 0.693664, acc.: 53.12%, KL div.: 0.346135] [G loss: 0.705746, KL div.: 0.705746, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4370 [D loss: 0.692493, acc.: 49.61%, KL div.: 0.346522] [G loss: 0.701565, KL div.: 0.701565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4371 [D loss: 0.690658, acc.: 55.08%, KL div.: 0.343054] [G loss: 0.700947, KL div.: 0.700947, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4372 [D loss: 0.691125, acc.: 52.73%, KL div.: 0.339497] [G loss: 0.697542, KL div.: 0.697542, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4373 [D loss: 0.696498, acc.: 48.83%, KL div.: 0.345602] [G loss: 0.702552, KL div.: 0.702552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4374 [D loss: 0.693109, acc.: 52.34%, KL div.: 0.342555] [G loss: 0.702644, KL div.: 0.702644, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4375 [D loss: 0.692934, acc.: 50.39%, KL div.: 0.343760] [G loss: 0.707156, KL div.: 0.707156, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4376 [D loss: 0.691210, acc.: 53.52%, KL div.: 0.343733] [G loss: 0.703378, KL div.: 0.703378, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4377 [D loss: 0.690363, acc.: 55.86%, KL div.: 0.344335] [G loss: 0.705686, KL div.: 0.705686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4378 [D loss: 0.690413, acc.: 56.64%, KL div.: 0.343941] [G loss: 0.698199, KL div.: 0.698199, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4379 [D loss: 0.693447, acc.: 47.27%, KL div.: 0.344024] [G loss: 0.706289, KL div.: 0.706289, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4380 [D loss: 0.697293, acc.: 48.83%, KL div.: 0.346755] [G loss: 0.694573, KL div.: 0.694573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4381 [D loss: 0.691454, acc.: 50.00%, KL div.: 0.342995] [G loss: 0.706346, KL div.: 0.706346, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4382 [D loss: 0.693242, acc.: 49.61%, KL div.: 0.342737] [G loss: 0.702965, KL div.: 0.702965, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4383 [D loss: 0.696874, acc.: 49.61%, KL div.: 0.345793] [G loss: 0.709674, KL div.: 0.709674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4384 [D loss: 0.698916, acc.: 46.48%, KL div.: 0.348322] [G loss: 0.713268, KL div.: 0.713268, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4385 [D loss: 0.693806, acc.: 49.61%, KL div.: 0.347712] [G loss: 0.704152, KL div.: 0.704152, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4386 [D loss: 0.695787, acc.: 46.09%, KL div.: 0.347129] [G loss: 0.704176, KL div.: 0.704176, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4387 [D loss: 0.688522, acc.: 56.64%, KL div.: 0.344279] [G loss: 0.707535, KL div.: 0.707535, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4388 [D loss: 0.689596, acc.: 54.69%, KL div.: 0.344175] [G loss: 0.705870, KL div.: 0.705870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4389 [D loss: 0.693695, acc.: 50.00%, KL div.: 0.344452] [G loss: 0.704012, KL div.: 0.704012, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4390 [D loss: 0.696985, acc.: 46.48%, KL div.: 0.346084] [G loss: 0.701767, KL div.: 0.701767, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4391 [D loss: 0.695998, acc.: 50.00%, KL div.: 0.345103] [G loss: 0.702240, KL div.: 0.702240, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4392 [D loss: 0.693480, acc.: 49.22%, KL div.: 0.347745] [G loss: 0.711013, KL div.: 0.711013, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4393 [D loss: 0.691817, acc.: 50.39%, KL div.: 0.344831] [G loss: 0.713072, KL div.: 0.713072, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4394 [D loss: 0.692223, acc.: 51.95%, KL div.: 0.344913] [G loss: 0.707447, KL div.: 0.707447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4395 [D loss: 0.691485, acc.: 52.73%, KL div.: 0.348059] [G loss: 0.710342, KL div.: 0.710342, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4396 [D loss: 0.692962, acc.: 47.66%, KL div.: 0.344930] [G loss: 0.701327, KL div.: 0.701327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4397 [D loss: 0.697396, acc.: 49.22%, KL div.: 0.344752] [G loss: 0.701921, KL div.: 0.701921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4398 [D loss: 0.695309, acc.: 46.48%, KL div.: 0.346462] [G loss: 0.705966, KL div.: 0.705966, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4399 [D loss: 0.694133, acc.: 52.73%, KL div.: 0.343050] [G loss: 0.702711, KL div.: 0.702711, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 0s 24ms/step
4400 [D loss: 0.690051, acc.: 51.56%, KL div.: 0.345176] [G loss: 0.705411, KL div.: 0.705411, FID: 37.343390]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 74ms/step
4401 [D loss: 0.688987, acc.: 57.81%, KL div.: 0.342610] [G loss: 0.703777, KL div.: 0.703777, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4402 [D loss: 0.695400, acc.: 50.39%, KL div.: 0.345411] [G loss: 0.698846, KL div.: 0.698846, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4403 [D loss: 0.694632, acc.: 48.05%, KL div.: 0.344157] [G loss: 0.705742, KL div.: 0.705742, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4404 [D loss: 0.692206, acc.: 51.95%, KL div.: 0.345570] [G loss: 0.702596, KL div.: 0.702596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4405 [D loss: 0.692227, acc.: 52.34%, KL div.: 0.347332] [G loss: 0.701602, KL div.: 0.701602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4406 [D loss: 0.690158, acc.: 55.08%, KL div.: 0.341606] [G loss: 0.701876, KL div.: 0.701876, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4407 [D loss: 0.690163, acc.: 52.34%, KL div.: 0.342142] [G loss: 0.700054, KL div.: 0.700054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4408 [D loss: 0.693949, acc.: 48.83%, KL div.: 0.345955] [G loss: 0.709854, KL div.: 0.709854, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4409 [D loss: 0.687066, acc.: 54.30%, KL div.: 0.340728] [G loss: 0.707291, KL div.: 0.707291, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4410 [D loss: 0.690151, acc.: 51.56%, KL div.: 0.345204] [G loss: 0.709939, KL div.: 0.709939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4411 [D loss: 0.696046, acc.: 47.66%, KL div.: 0.348255] [G loss: 0.712272, KL div.: 0.712272, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4412 [D loss: 0.685536, acc.: 59.77%, KL div.: 0.343103] [G loss: 0.708009, KL div.: 0.708009, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4413 [D loss: 0.688301, acc.: 57.03%, KL div.: 0.346530] [G loss: 0.708186, KL div.: 0.708186, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4414 [D loss: 0.694694, acc.: 46.88%, KL div.: 0.345872] [G loss: 0.709186, KL div.: 0.709186, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4415 [D loss: 0.691776, acc.: 51.17%, KL div.: 0.343607] [G loss: 0.706351, KL div.: 0.706351, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4416 [D loss: 0.691182, acc.: 51.17%, KL div.: 0.345585] [G loss: 0.708815, KL div.: 0.708815, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4417 [D loss: 0.692042, acc.: 55.08%, KL div.: 0.345136] [G loss: 0.709191, KL div.: 0.709191, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4418 [D loss: 0.688225, acc.: 55.47%, KL div.: 0.342092] [G loss: 0.704616, KL div.: 0.704616, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4419 [D loss: 0.697628, acc.: 51.56%, KL div.: 0.349112] [G loss: 0.708077, KL div.: 0.708077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4420 [D loss: 0.689529, acc.: 55.86%, KL div.: 0.344035] [G loss: 0.706147, KL div.: 0.706147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4421 [D loss: 0.691576, acc.: 56.25%, KL div.: 0.346341] [G loss: 0.711626, KL div.: 0.711626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4422 [D loss: 0.688754, acc.: 55.86%, KL div.: 0.345333] [G loss: 0.708207, KL div.: 0.708207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4423 [D loss: 0.695123, acc.: 46.88%, KL div.: 0.349475] [G loss: 0.708254, KL div.: 0.708254, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4424 [D loss: 0.691782, acc.: 54.30%, KL div.: 0.346634] [G loss: 0.705123, KL div.: 0.705123, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4425 [D loss: 0.686574, acc.: 57.03%, KL div.: 0.343798] [G loss: 0.710361, KL div.: 0.710361, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4426 [D loss: 0.689992, acc.: 55.86%, KL div.: 0.344441] [G loss: 0.701971, KL div.: 0.701971, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4427 [D loss: 0.689353, acc.: 54.69%, KL div.: 0.343296] [G loss: 0.706005, KL div.: 0.706005, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4428 [D loss: 0.688009, acc.: 58.20%, KL div.: 0.342477] [G loss: 0.705820, KL div.: 0.705820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4429 [D loss: 0.691699, acc.: 53.12%, KL div.: 0.345679] [G loss: 0.704209, KL div.: 0.704209, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4430 [D loss: 0.691832, acc.: 53.91%, KL div.: 0.345886] [G loss: 0.706808, KL div.: 0.706808, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4431 [D loss: 0.692101, acc.: 55.08%, KL div.: 0.347318] [G loss: 0.707617, KL div.: 0.707617, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4432 [D loss: 0.693830, acc.: 50.78%, KL div.: 0.344548] [G loss: 0.706328, KL div.: 0.706328, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4433 [D loss: 0.693763, acc.: 51.17%, KL div.: 0.347229] [G loss: 0.714892, KL div.: 0.714892, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4434 [D loss: 0.685662, acc.: 55.08%, KL div.: 0.341482] [G loss: 0.708474, KL div.: 0.708474, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4435 [D loss: 0.692230, acc.: 50.78%, KL div.: 0.346740] [G loss: 0.706878, KL div.: 0.706878, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4436 [D loss: 0.693512, acc.: 53.52%, KL div.: 0.348227] [G loss: 0.713088, KL div.: 0.713087, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4437 [D loss: 0.692449, acc.: 53.52%, KL div.: 0.346445] [G loss: 0.705823, KL div.: 0.705823, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4438 [D loss: 0.692026, acc.: 57.03%, KL div.: 0.345692] [G loss: 0.707849, KL div.: 0.707849, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4439 [D loss: 0.695842, acc.: 49.22%, KL div.: 0.349114] [G loss: 0.702308, KL div.: 0.702308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4440 [D loss: 0.688806, acc.: 55.08%, KL div.: 0.343510] [G loss: 0.703436, KL div.: 0.703436, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4441 [D loss: 0.688901, acc.: 56.64%, KL div.: 0.343585] [G loss: 0.703507, KL div.: 0.703507, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4442 [D loss: 0.684191, acc.: 59.38%, KL div.: 0.341434] [G loss: 0.712908, KL div.: 0.712908, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4443 [D loss: 0.695062, acc.: 48.05%, KL div.: 0.345723] [G loss: 0.708508, KL div.: 0.708508, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4444 [D loss: 0.693075, acc.: 51.95%, KL div.: 0.345515] [G loss: 0.716699, KL div.: 0.716699, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4445 [D loss: 0.691470, acc.: 49.22%, KL div.: 0.346605] [G loss: 0.710139, KL div.: 0.710139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4446 [D loss: 0.690052, acc.: 55.86%, KL div.: 0.346132] [G loss: 0.706918, KL div.: 0.706918, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4447 [D loss: 0.692801, acc.: 50.78%, KL div.: 0.347843] [G loss: 0.703325, KL div.: 0.703325, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4448 [D loss: 0.692207, acc.: 53.52%, KL div.: 0.344520] [G loss: 0.702352, KL div.: 0.702352, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4449 [D loss: 0.691733, acc.: 50.39%, KL div.: 0.343581] [G loss: 0.709806, KL div.: 0.709806, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4450 [D loss: 0.696686, acc.: 48.83%, KL div.: 0.348955] [G loss: 0.703569, KL div.: 0.703569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4451 [D loss: 0.691746, acc.: 53.52%, KL div.: 0.344024] [G loss: 0.695880, KL div.: 0.695880, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4452 [D loss: 0.697665, acc.: 48.05%, KL div.: 0.345687] [G loss: 0.701272, KL div.: 0.701272, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4453 [D loss: 0.692607, acc.: 52.34%, KL div.: 0.345721] [G loss: 0.710991, KL div.: 0.710991, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4454 [D loss: 0.688852, acc.: 55.86%, KL div.: 0.341784] [G loss: 0.708641, KL div.: 0.708641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4455 [D loss: 0.695755, acc.: 50.39%, KL div.: 0.349062] [G loss: 0.716118, KL div.: 0.716118, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4456 [D loss: 0.695662, acc.: 48.83%, KL div.: 0.346060] [G loss: 0.704426, KL div.: 0.704426, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4457 [D loss: 0.692784, acc.: 53.52%, KL div.: 0.347462] [G loss: 0.711684, KL div.: 0.711684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4458 [D loss: 0.692542, acc.: 53.12%, KL div.: 0.346768] [G loss: 0.710591, KL div.: 0.710591, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4459 [D loss: 0.692158, acc.: 51.95%, KL div.: 0.346010] [G loss: 0.705819, KL div.: 0.705819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4460 [D loss: 0.692755, acc.: 50.78%, KL div.: 0.347090] [G loss: 0.697656, KL div.: 0.697656, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4461 [D loss: 0.692451, acc.: 50.39%, KL div.: 0.343209] [G loss: 0.701725, KL div.: 0.701725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4462 [D loss: 0.690158, acc.: 53.91%, KL div.: 0.344127] [G loss: 0.704819, KL div.: 0.704819, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4463 [D loss: 0.692881, acc.: 51.17%, KL div.: 0.344144] [G loss: 0.703389, KL div.: 0.703389, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4464 [D loss: 0.695004, acc.: 49.22%, KL div.: 0.346790] [G loss: 0.700169, KL div.: 0.700169, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4465 [D loss: 0.690294, acc.: 53.52%, KL div.: 0.344960] [G loss: 0.703655, KL div.: 0.703655, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4466 [D loss: 0.690820, acc.: 50.00%, KL div.: 0.342625] [G loss: 0.709575, KL div.: 0.709575, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4467 [D loss: 0.691134, acc.: 51.56%, KL div.: 0.343662] [G loss: 0.704095, KL div.: 0.704095, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4468 [D loss: 0.691082, acc.: 52.34%, KL div.: 0.342607] [G loss: 0.707430, KL div.: 0.707430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4469 [D loss: 0.689636, acc.: 55.08%, KL div.: 0.342718] [G loss: 0.699148, KL div.: 0.699148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4470 [D loss: 0.692719, acc.: 54.69%, KL div.: 0.343281] [G loss: 0.704098, KL div.: 0.704098, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4471 [D loss: 0.691380, acc.: 51.56%, KL div.: 0.342947] [G loss: 0.708865, KL div.: 0.708865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4472 [D loss: 0.691414, acc.: 50.39%, KL div.: 0.343371] [G loss: 0.705092, KL div.: 0.705092, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4473 [D loss: 0.695488, acc.: 48.83%, KL div.: 0.346888] [G loss: 0.711720, KL div.: 0.711720, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4474 [D loss: 0.692785, acc.: 48.05%, KL div.: 0.346277] [G loss: 0.715652, KL div.: 0.715652, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4475 [D loss: 0.689589, acc.: 55.86%, KL div.: 0.346949] [G loss: 0.711828, KL div.: 0.711828, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4476 [D loss: 0.690473, acc.: 50.78%, KL div.: 0.346523] [G loss: 0.708766, KL div.: 0.708766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4477 [D loss: 0.692887, acc.: 55.47%, KL div.: 0.346862] [G loss: 0.703618, KL div.: 0.703618, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4478 [D loss: 0.692248, acc.: 52.73%, KL div.: 0.346703] [G loss: 0.709711, KL div.: 0.709711, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4479 [D loss: 0.695687, acc.: 47.27%, KL div.: 0.345172] [G loss: 0.707246, KL div.: 0.707246, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4480 [D loss: 0.685786, acc.: 59.38%, KL div.: 0.341452] [G loss: 0.704575, KL div.: 0.704575, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4481 [D loss: 0.690703, acc.: 52.73%, KL div.: 0.344348] [G loss: 0.704497, KL div.: 0.704497, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4482 [D loss: 0.688980, acc.: 54.30%, KL div.: 0.343034] [G loss: 0.696932, KL div.: 0.696932, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4483 [D loss: 0.689947, acc.: 56.64%, KL div.: 0.344256] [G loss: 0.702460, KL div.: 0.702460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4484 [D loss: 0.687623, acc.: 57.42%, KL div.: 0.340975] [G loss: 0.705655, KL div.: 0.705655, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4485 [D loss: 0.690833, acc.: 52.34%, KL div.: 0.347594] [G loss: 0.710785, KL div.: 0.710785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4486 [D loss: 0.692414, acc.: 56.64%, KL div.: 0.343405] [G loss: 0.708234, KL div.: 0.708234, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4487 [D loss: 0.690711, acc.: 54.30%, KL div.: 0.346489] [G loss: 0.713538, KL div.: 0.713538, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4488 [D loss: 0.689209, acc.: 50.00%, KL div.: 0.345962] [G loss: 0.709709, KL div.: 0.709709, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4489 [D loss: 0.694275, acc.: 48.44%, KL div.: 0.345327] [G loss: 0.703766, KL div.: 0.703766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4490 [D loss: 0.691276, acc.: 50.39%, KL div.: 0.346233] [G loss: 0.707261, KL div.: 0.707261, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4491 [D loss: 0.689457, acc.: 53.52%, KL div.: 0.342684] [G loss: 0.709894, KL div.: 0.709894, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4492 [D loss: 0.691752, acc.: 53.52%, KL div.: 0.347140] [G loss: 0.705286, KL div.: 0.705286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4493 [D loss: 0.690941, acc.: 57.03%, KL div.: 0.346717] [G loss: 0.707021, KL div.: 0.707021, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4494 [D loss: 0.692115, acc.: 51.95%, KL div.: 0.345475] [G loss: 0.708277, KL div.: 0.708277, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4495 [D loss: 0.695448, acc.: 50.39%, KL div.: 0.347525] [G loss: 0.712062, KL div.: 0.712062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4496 [D loss: 0.698124, acc.: 45.31%, KL div.: 0.349485] [G loss: 0.709368, KL div.: 0.709368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4497 [D loss: 0.689291, acc.: 61.33%, KL div.: 0.346235] [G loss: 0.710047, KL div.: 0.710047, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4498 [D loss: 0.687012, acc.: 55.08%, KL div.: 0.344492] [G loss: 0.705729, KL div.: 0.705729, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4499 [D loss: 0.688189, acc.: 53.91%, KL div.: 0.344137] [G loss: 0.706018, KL div.: 0.706018, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 57ms/step
4/4 [==============================] - 0s 33ms/step
4500 [D loss: 0.688284, acc.: 55.08%, KL div.: 0.342178] [G loss: 0.708207, KL div.: 0.708206, FID: 39.069713]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 73ms/step
4501 [D loss: 0.687600, acc.: 55.08%, KL div.: 0.340486] [G loss: 0.701759, KL div.: 0.701759, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4502 [D loss: 0.695611, acc.: 49.61%, KL div.: 0.345730] [G loss: 0.701732, KL div.: 0.701732, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4503 [D loss: 0.691046, acc.: 51.56%, KL div.: 0.341050] [G loss: 0.702159, KL div.: 0.702159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4504 [D loss: 0.693844, acc.: 50.39%, KL div.: 0.342566] [G loss: 0.692412, KL div.: 0.692412, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4505 [D loss: 0.691163, acc.: 52.73%, KL div.: 0.341458] [G loss: 0.711444, KL div.: 0.711444, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4506 [D loss: 0.687899, acc.: 57.42%, KL div.: 0.341864] [G loss: 0.714385, KL div.: 0.714385, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4507 [D loss: 0.691626, acc.: 53.91%, KL div.: 0.346042] [G loss: 0.712302, KL div.: 0.712302, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4508 [D loss: 0.692306, acc.: 53.52%, KL div.: 0.349303] [G loss: 0.712524, KL div.: 0.712524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4509 [D loss: 0.690695, acc.: 53.12%, KL div.: 0.345379] [G loss: 0.713782, KL div.: 0.713782, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4510 [D loss: 0.686612, acc.: 56.64%, KL div.: 0.342967] [G loss: 0.710473, KL div.: 0.710473, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4511 [D loss: 0.693058, acc.: 52.73%, KL div.: 0.346397] [G loss: 0.705042, KL div.: 0.705042, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4512 [D loss: 0.697208, acc.: 44.92%, KL div.: 0.347669] [G loss: 0.702750, KL div.: 0.702750, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4513 [D loss: 0.694844, acc.: 50.00%, KL div.: 0.345743] [G loss: 0.696336, KL div.: 0.696336, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4514 [D loss: 0.692903, acc.: 50.39%, KL div.: 0.338751] [G loss: 0.698363, KL div.: 0.698363, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4515 [D loss: 0.694371, acc.: 51.17%, KL div.: 0.343465] [G loss: 0.699156, KL div.: 0.699156, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4516 [D loss: 0.696445, acc.: 48.83%, KL div.: 0.344143] [G loss: 0.705380, KL div.: 0.705380, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4517 [D loss: 0.694333, acc.: 50.00%, KL div.: 0.340786] [G loss: 0.696466, KL div.: 0.696466, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4518 [D loss: 0.693036, acc.: 51.17%, KL div.: 0.342335] [G loss: 0.697430, KL div.: 0.697430, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4519 [D loss: 0.693593, acc.: 48.05%, KL div.: 0.342004] [G loss: 0.703666, KL div.: 0.703666, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4520 [D loss: 0.688332, acc.: 59.77%, KL div.: 0.340202] [G loss: 0.703495, KL div.: 0.703495, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4521 [D loss: 0.692482, acc.: 54.30%, KL div.: 0.344107] [G loss: 0.705926, KL div.: 0.705926, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4522 [D loss: 0.692210, acc.: 50.39%, KL div.: 0.344000] [G loss: 0.698207, KL div.: 0.698207, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4523 [D loss: 0.691318, acc.: 53.12%, KL div.: 0.347914] [G loss: 0.709846, KL div.: 0.709846, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4524 [D loss: 0.692563, acc.: 49.22%, KL div.: 0.344981] [G loss: 0.710236, KL div.: 0.710236, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4525 [D loss: 0.692816, acc.: 48.44%, KL div.: 0.344913] [G loss: 0.704801, KL div.: 0.704801, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4526 [D loss: 0.689061, acc.: 53.12%, KL div.: 0.343608] [G loss: 0.705523, KL div.: 0.705523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4527 [D loss: 0.693257, acc.: 50.78%, KL div.: 0.344332] [G loss: 0.705331, KL div.: 0.705331, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4528 [D loss: 0.691948, acc.: 53.91%, KL div.: 0.343218] [G loss: 0.700161, KL div.: 0.700161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4529 [D loss: 0.693771, acc.: 50.39%, KL div.: 0.343177] [G loss: 0.696901, KL div.: 0.696901, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4530 [D loss: 0.693251, acc.: 51.17%, KL div.: 0.345245] [G loss: 0.702302, KL div.: 0.702302, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4531 [D loss: 0.688870, acc.: 52.73%, KL div.: 0.343017] [G loss: 0.697518, KL div.: 0.697518, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4532 [D loss: 0.692911, acc.: 51.17%, KL div.: 0.344540] [G loss: 0.704743, KL div.: 0.704743, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4533 [D loss: 0.694346, acc.: 49.22%, KL div.: 0.343671] [G loss: 0.698666, KL div.: 0.698666, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4534 [D loss: 0.694582, acc.: 50.78%, KL div.: 0.345358] [G loss: 0.708889, KL div.: 0.708889, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4535 [D loss: 0.698873, acc.: 46.88%, KL div.: 0.348465] [G loss: 0.705988, KL div.: 0.705988, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4536 [D loss: 0.696423, acc.: 46.88%, KL div.: 0.346070] [G loss: 0.698854, KL div.: 0.698854, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4537 [D loss: 0.687287, acc.: 56.25%, KL div.: 0.342200] [G loss: 0.704766, KL div.: 0.704766, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4538 [D loss: 0.694586, acc.: 49.22%, KL div.: 0.342571] [G loss: 0.699291, KL div.: 0.699291, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4539 [D loss: 0.693131, acc.: 51.95%, KL div.: 0.342692] [G loss: 0.709131, KL div.: 0.709131, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4540 [D loss: 0.691265, acc.: 52.73%, KL div.: 0.343568] [G loss: 0.707839, KL div.: 0.707839, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
4541 [D loss: 0.687924, acc.: 56.25%, KL div.: 0.343244] [G loss: 0.708799, KL div.: 0.708799, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4542 [D loss: 0.690433, acc.: 52.73%, KL div.: 0.345596] [G loss: 0.702996, KL div.: 0.702996, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4543 [D loss: 0.691758, acc.: 53.52%, KL div.: 0.344956] [G loss: 0.707670, KL div.: 0.707670, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4544 [D loss: 0.691247, acc.: 49.61%, KL div.: 0.344125] [G loss: 0.701426, KL div.: 0.701426, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4545 [D loss: 0.692753, acc.: 51.95%, KL div.: 0.347340] [G loss: 0.704669, KL div.: 0.704668, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4546 [D loss: 0.697596, acc.: 49.22%, KL div.: 0.347716] [G loss: 0.704074, KL div.: 0.704074, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4547 [D loss: 0.689633, acc.: 55.47%, KL div.: 0.344293] [G loss: 0.709029, KL div.: 0.709029, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4548 [D loss: 0.692209, acc.: 51.56%, KL div.: 0.346054] [G loss: 0.711529, KL div.: 0.711529, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4549 [D loss: 0.692435, acc.: 53.12%, KL div.: 0.343593] [G loss: 0.712835, KL div.: 0.712835, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4550 [D loss: 0.692373, acc.: 53.52%, KL div.: 0.347207] [G loss: 0.711535, KL div.: 0.711535, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4551 [D loss: 0.692104, acc.: 51.17%, KL div.: 0.348806] [G loss: 0.706952, KL div.: 0.706952, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4552 [D loss: 0.691958, acc.: 49.61%, KL div.: 0.348452] [G loss: 0.708917, KL div.: 0.708917, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4553 [D loss: 0.691491, acc.: 51.95%, KL div.: 0.343387] [G loss: 0.705780, KL div.: 0.705780, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4554 [D loss: 0.689504, acc.: 52.34%, KL div.: 0.341868] [G loss: 0.708853, KL div.: 0.708853, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4555 [D loss: 0.690515, acc.: 53.52%, KL div.: 0.342278] [G loss: 0.704212, KL div.: 0.704212, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4556 [D loss: 0.690350, acc.: 53.12%, KL div.: 0.340148] [G loss: 0.704055, KL div.: 0.704055, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4557 [D loss: 0.697717, acc.: 45.31%, KL div.: 0.346071] [G loss: 0.701775, KL div.: 0.701775, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4558 [D loss: 0.697303, acc.: 45.70%, KL div.: 0.347147] [G loss: 0.704898, KL div.: 0.704898, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4559 [D loss: 0.689462, acc.: 55.47%, KL div.: 0.344000] [G loss: 0.705930, KL div.: 0.705930, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4560 [D loss: 0.696853, acc.: 48.83%, KL div.: 0.347539] [G loss: 0.705186, KL div.: 0.705186, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4561 [D loss: 0.692193, acc.: 50.39%, KL div.: 0.345596] [G loss: 0.708977, KL div.: 0.708977, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4562 [D loss: 0.691349, acc.: 50.39%, KL div.: 0.346943] [G loss: 0.718172, KL div.: 0.718172, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4563 [D loss: 0.692502, acc.: 50.78%, KL div.: 0.348031] [G loss: 0.704108, KL div.: 0.704108, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4564 [D loss: 0.694407, acc.: 47.66%, KL div.: 0.351557] [G loss: 0.712561, KL div.: 0.712561, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4565 [D loss: 0.694103, acc.: 50.00%, KL div.: 0.349779] [G loss: 0.708237, KL div.: 0.708237, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4566 [D loss: 0.692270, acc.: 50.78%, KL div.: 0.345367] [G loss: 0.702729, KL div.: 0.702729, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4567 [D loss: 0.690815, acc.: 48.83%, KL div.: 0.345764] [G loss: 0.708436, KL div.: 0.708436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4568 [D loss: 0.687781, acc.: 56.64%, KL div.: 0.340230] [G loss: 0.702165, KL div.: 0.702164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4569 [D loss: 0.693469, acc.: 49.22%, KL div.: 0.342640] [G loss: 0.698552, KL div.: 0.698552, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4570 [D loss: 0.694907, acc.: 54.30%, KL div.: 0.342706] [G loss: 0.696311, KL div.: 0.696311, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4571 [D loss: 0.691709, acc.: 53.91%, KL div.: 0.341082] [G loss: 0.700459, KL div.: 0.700459, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4572 [D loss: 0.692170, acc.: 51.56%, KL div.: 0.343400] [G loss: 0.699762, KL div.: 0.699762, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4573 [D loss: 0.691629, acc.: 46.88%, KL div.: 0.341742] [G loss: 0.708417, KL div.: 0.708417, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4574 [D loss: 0.689955, acc.: 53.52%, KL div.: 0.342683] [G loss: 0.701960, KL div.: 0.701960, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4575 [D loss: 0.688620, acc.: 59.38%, KL div.: 0.344383] [G loss: 0.709904, KL div.: 0.709904, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4576 [D loss: 0.690079, acc.: 52.34%, KL div.: 0.341606] [G loss: 0.707075, KL div.: 0.707075, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4577 [D loss: 0.687771, acc.: 57.42%, KL div.: 0.344594] [G loss: 0.705724, KL div.: 0.705724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4578 [D loss: 0.691072, acc.: 51.56%, KL div.: 0.344581] [G loss: 0.705937, KL div.: 0.705937, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4579 [D loss: 0.684824, acc.: 58.20%, KL div.: 0.340943] [G loss: 0.704596, KL div.: 0.704596, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4580 [D loss: 0.690572, acc.: 55.08%, KL div.: 0.345214] [G loss: 0.708217, KL div.: 0.708217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4581 [D loss: 0.691539, acc.: 53.12%, KL div.: 0.345658] [G loss: 0.698513, KL div.: 0.698513, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4582 [D loss: 0.694408, acc.: 52.34%, KL div.: 0.346135] [G loss: 0.703525, KL div.: 0.703525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4583 [D loss: 0.697341, acc.: 46.88%, KL div.: 0.347631] [G loss: 0.704247, KL div.: 0.704247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4584 [D loss: 0.702543, acc.: 42.19%, KL div.: 0.348871] [G loss: 0.710402, KL div.: 0.710402, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4585 [D loss: 0.694533, acc.: 43.75%, KL div.: 0.346008] [G loss: 0.704279, KL div.: 0.704279, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4586 [D loss: 0.696064, acc.: 46.09%, KL div.: 0.347415] [G loss: 0.701751, KL div.: 0.701751, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4587 [D loss: 0.696453, acc.: 49.61%, KL div.: 0.347636] [G loss: 0.701025, KL div.: 0.701025, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4588 [D loss: 0.690406, acc.: 50.78%, KL div.: 0.343175] [G loss: 0.703343, KL div.: 0.703343, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4589 [D loss: 0.691517, acc.: 51.95%, KL div.: 0.345550] [G loss: 0.703320, KL div.: 0.703320, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4590 [D loss: 0.692802, acc.: 47.66%, KL div.: 0.343829] [G loss: 0.710293, KL div.: 0.710293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4591 [D loss: 0.691137, acc.: 53.91%, KL div.: 0.344414] [G loss: 0.706084, KL div.: 0.706084, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4592 [D loss: 0.693770, acc.: 46.88%, KL div.: 0.347593] [G loss: 0.702390, KL div.: 0.702390, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4593 [D loss: 0.693995, acc.: 49.22%, KL div.: 0.346581] [G loss: 0.709693, KL div.: 0.709693, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4594 [D loss: 0.692415, acc.: 53.52%, KL div.: 0.344056] [G loss: 0.706291, KL div.: 0.706291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4595 [D loss: 0.694813, acc.: 48.44%, KL div.: 0.346508] [G loss: 0.709135, KL div.: 0.709135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4596 [D loss: 0.691225, acc.: 51.56%, KL div.: 0.346072] [G loss: 0.711519, KL div.: 0.711519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4597 [D loss: 0.689377, acc.: 55.86%, KL div.: 0.343998] [G loss: 0.705110, KL div.: 0.705110, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4598 [D loss: 0.693956, acc.: 50.00%, KL div.: 0.343611] [G loss: 0.703746, KL div.: 0.703746, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4599 [D loss: 0.690395, acc.: 54.69%, KL div.: 0.343552] [G loss: 0.704422, KL div.: 0.704422, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 57ms/step
4/4 [==============================] - 0s 35ms/step
4600 [D loss: 0.694472, acc.: 48.44%, KL div.: 0.349381] [G loss: 0.704780, KL div.: 0.704780, FID: 35.046863]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 57ms/step
4601 [D loss: 0.688991, acc.: 55.86%, KL div.: 0.345796] [G loss: 0.715561, KL div.: 0.715561, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4602 [D loss: 0.698122, acc.: 41.41%, KL div.: 0.348245] [G loss: 0.704389, KL div.: 0.704389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4603 [D loss: 0.699187, acc.: 44.92%, KL div.: 0.349421] [G loss: 0.704223, KL div.: 0.704223, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4604 [D loss: 0.691812, acc.: 49.61%, KL div.: 0.346917] [G loss: 0.709964, KL div.: 0.709964, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4605 [D loss: 0.692233, acc.: 52.73%, KL div.: 0.345507] [G loss: 0.706015, KL div.: 0.706015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4606 [D loss: 0.687254, acc.: 57.42%, KL div.: 0.342832] [G loss: 0.713284, KL div.: 0.713284, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4607 [D loss: 0.688226, acc.: 53.91%, KL div.: 0.344886] [G loss: 0.705807, KL div.: 0.705807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4608 [D loss: 0.690798, acc.: 51.17%, KL div.: 0.345376] [G loss: 0.706885, KL div.: 0.706885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4609 [D loss: 0.692542, acc.: 53.12%, KL div.: 0.348214] [G loss: 0.714268, KL div.: 0.714268, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4610 [D loss: 0.693903, acc.: 48.83%, KL div.: 0.351038] [G loss: 0.712616, KL div.: 0.712616, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4611 [D loss: 0.692062, acc.: 52.73%, KL div.: 0.349363] [G loss: 0.710636, KL div.: 0.710636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4612 [D loss: 0.691021, acc.: 52.73%, KL div.: 0.347553] [G loss: 0.712548, KL div.: 0.712548, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4613 [D loss: 0.695571, acc.: 48.44%, KL div.: 0.351701] [G loss: 0.709709, KL div.: 0.709709, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4614 [D loss: 0.696400, acc.: 46.09%, KL div.: 0.350125] [G loss: 0.702239, KL div.: 0.702239, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4615 [D loss: 0.695379, acc.: 50.78%, KL div.: 0.348317] [G loss: 0.708278, KL div.: 0.708278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4616 [D loss: 0.690617, acc.: 55.08%, KL div.: 0.346033] [G loss: 0.703100, KL div.: 0.703100, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4617 [D loss: 0.692617, acc.: 51.95%, KL div.: 0.348745] [G loss: 0.704922, KL div.: 0.704922, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4618 [D loss: 0.693256, acc.: 51.56%, KL div.: 0.347284] [G loss: 0.708424, KL div.: 0.708424, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4619 [D loss: 0.684535, acc.: 58.20%, KL div.: 0.343892] [G loss: 0.713872, KL div.: 0.713872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4620 [D loss: 0.698288, acc.: 42.97%, KL div.: 0.347234] [G loss: 0.707949, KL div.: 0.707949, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4621 [D loss: 0.687481, acc.: 55.86%, KL div.: 0.344999] [G loss: 0.707520, KL div.: 0.707520, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4622 [D loss: 0.692821, acc.: 48.83%, KL div.: 0.345712] [G loss: 0.706525, KL div.: 0.706525, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4623 [D loss: 0.689598, acc.: 51.95%, KL div.: 0.344170] [G loss: 0.708254, KL div.: 0.708254, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4624 [D loss: 0.693448, acc.: 52.34%, KL div.: 0.348080] [G loss: 0.709361, KL div.: 0.709361, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4625 [D loss: 0.691282, acc.: 53.12%, KL div.: 0.344180] [G loss: 0.706333, KL div.: 0.706333, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4626 [D loss: 0.690864, acc.: 52.73%, KL div.: 0.340340] [G loss: 0.706644, KL div.: 0.706644, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4627 [D loss: 0.686933, acc.: 55.47%, KL div.: 0.342868] [G loss: 0.711429, KL div.: 0.711429, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4628 [D loss: 0.691891, acc.: 55.08%, KL div.: 0.345974] [G loss: 0.710313, KL div.: 0.710313, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4629 [D loss: 0.691014, acc.: 55.86%, KL div.: 0.345526] [G loss: 0.701247, KL div.: 0.701247, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4630 [D loss: 0.696438, acc.: 51.95%, KL div.: 0.349111] [G loss: 0.711489, KL div.: 0.711489, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4631 [D loss: 0.690996, acc.: 53.52%, KL div.: 0.348871] [G loss: 0.704254, KL div.: 0.704254, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4632 [D loss: 0.685420, acc.: 57.42%, KL div.: 0.342725] [G loss: 0.712794, KL div.: 0.712794, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4633 [D loss: 0.694619, acc.: 47.66%, KL div.: 0.347964] [G loss: 0.710362, KL div.: 0.710362, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4634 [D loss: 0.692081, acc.: 49.22%, KL div.: 0.347322] [G loss: 0.710911, KL div.: 0.710911, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4635 [D loss: 0.692627, acc.: 51.95%, KL div.: 0.345265] [G loss: 0.706501, KL div.: 0.706501, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4636 [D loss: 0.697179, acc.: 51.56%, KL div.: 0.350658] [G loss: 0.705928, KL div.: 0.705928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4637 [D loss: 0.692291, acc.: 55.08%, KL div.: 0.342842] [G loss: 0.702348, KL div.: 0.702348, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4638 [D loss: 0.694128, acc.: 50.00%, KL div.: 0.345209] [G loss: 0.702511, KL div.: 0.702512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4639 [D loss: 0.691879, acc.: 50.00%, KL div.: 0.345708] [G loss: 0.702283, KL div.: 0.702283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4640 [D loss: 0.693749, acc.: 51.56%, KL div.: 0.347287] [G loss: 0.711094, KL div.: 0.711094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4641 [D loss: 0.690108, acc.: 53.91%, KL div.: 0.345566] [G loss: 0.707304, KL div.: 0.707304, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4642 [D loss: 0.691049, acc.: 52.73%, KL div.: 0.346255] [G loss: 0.710701, KL div.: 0.710701, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4643 [D loss: 0.698776, acc.: 44.53%, KL div.: 0.349892] [G loss: 0.704559, KL div.: 0.704559, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4644 [D loss: 0.688402, acc.: 52.73%, KL div.: 0.344003] [G loss: 0.701696, KL div.: 0.701696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4645 [D loss: 0.689669, acc.: 54.30%, KL div.: 0.342867] [G loss: 0.702626, KL div.: 0.702626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4646 [D loss: 0.690841, acc.: 56.25%, KL div.: 0.343020] [G loss: 0.696702, KL div.: 0.696702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4647 [D loss: 0.693573, acc.: 53.12%, KL div.: 0.344212] [G loss: 0.699036, KL div.: 0.699036, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4648 [D loss: 0.691282, acc.: 53.52%, KL div.: 0.339910] [G loss: 0.698980, KL div.: 0.698980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4649 [D loss: 0.693691, acc.: 53.91%, KL div.: 0.344643] [G loss: 0.703134, KL div.: 0.703134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4650 [D loss: 0.691782, acc.: 50.39%, KL div.: 0.343363] [G loss: 0.703820, KL div.: 0.703820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4651 [D loss: 0.693577, acc.: 48.83%, KL div.: 0.343831] [G loss: 0.706489, KL div.: 0.706489, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4652 [D loss: 0.693471, acc.: 49.61%, KL div.: 0.344967] [G loss: 0.695706, KL div.: 0.695706, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4653 [D loss: 0.695266, acc.: 48.44%, KL div.: 0.344351] [G loss: 0.703282, KL div.: 0.703282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4654 [D loss: 0.693409, acc.: 50.39%, KL div.: 0.344334] [G loss: 0.700742, KL div.: 0.700742, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4655 [D loss: 0.691996, acc.: 48.83%, KL div.: 0.346150] [G loss: 0.703286, KL div.: 0.703286, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4656 [D loss: 0.690130, acc.: 51.95%, KL div.: 0.342605] [G loss: 0.708847, KL div.: 0.708847, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4657 [D loss: 0.691803, acc.: 49.22%, KL div.: 0.346553] [G loss: 0.709204, KL div.: 0.709204, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4658 [D loss: 0.688614, acc.: 50.39%, KL div.: 0.344929] [G loss: 0.707544, KL div.: 0.707544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4659 [D loss: 0.694808, acc.: 49.22%, KL div.: 0.348024] [G loss: 0.712661, KL div.: 0.712661, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4660 [D loss: 0.695824, acc.: 45.31%, KL div.: 0.346873] [G loss: 0.701454, KL div.: 0.701454, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4661 [D loss: 0.686788, acc.: 58.20%, KL div.: 0.341654] [G loss: 0.714829, KL div.: 0.714829, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4662 [D loss: 0.697828, acc.: 43.36%, KL div.: 0.347702] [G loss: 0.707012, KL div.: 0.707012, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4663 [D loss: 0.694259, acc.: 49.61%, KL div.: 0.345587] [G loss: 0.696786, KL div.: 0.696786, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4664 [D loss: 0.692068, acc.: 53.91%, KL div.: 0.344636] [G loss: 0.701872, KL div.: 0.701872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4665 [D loss: 0.693494, acc.: 51.17%, KL div.: 0.343001] [G loss: 0.701147, KL div.: 0.701147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4666 [D loss: 0.690537, acc.: 52.73%, KL div.: 0.344119] [G loss: 0.702078, KL div.: 0.702078, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4667 [D loss: 0.690481, acc.: 51.56%, KL div.: 0.344977] [G loss: 0.708031, KL div.: 0.708031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4668 [D loss: 0.691425, acc.: 50.00%, KL div.: 0.346131] [G loss: 0.705538, KL div.: 0.705538, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4669 [D loss: 0.690599, acc.: 50.39%, KL div.: 0.346425] [G loss: 0.702478, KL div.: 0.702478, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4670 [D loss: 0.693663, acc.: 53.52%, KL div.: 0.343846] [G loss: 0.707494, KL div.: 0.707494, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4671 [D loss: 0.694133, acc.: 50.78%, KL div.: 0.344494] [G loss: 0.701225, KL div.: 0.701225, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4672 [D loss: 0.694421, acc.: 50.00%, KL div.: 0.347317] [G loss: 0.700231, KL div.: 0.700231, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4673 [D loss: 0.691103, acc.: 52.73%, KL div.: 0.344016] [G loss: 0.704443, KL div.: 0.704443, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4674 [D loss: 0.689357, acc.: 52.73%, KL div.: 0.342727] [G loss: 0.710321, KL div.: 0.710321, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4675 [D loss: 0.690293, acc.: 53.12%, KL div.: 0.345537] [G loss: 0.709904, KL div.: 0.709904, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4676 [D loss: 0.694812, acc.: 49.61%, KL div.: 0.346165] [G loss: 0.710250, KL div.: 0.710250, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4677 [D loss: 0.691024, acc.: 54.30%, KL div.: 0.345437] [G loss: 0.706985, KL div.: 0.706985, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4678 [D loss: 0.694158, acc.: 51.56%, KL div.: 0.346202] [G loss: 0.703421, KL div.: 0.703421, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4679 [D loss: 0.692664, acc.: 50.78%, KL div.: 0.344095] [G loss: 0.702336, KL div.: 0.702336, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4680 [D loss: 0.695019, acc.: 48.44%, KL div.: 0.345838] [G loss: 0.701619, KL div.: 0.701619, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4681 [D loss: 0.691902, acc.: 53.12%, KL div.: 0.345944] [G loss: 0.708041, KL div.: 0.708041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4682 [D loss: 0.691118, acc.: 53.91%, KL div.: 0.343466] [G loss: 0.705799, KL div.: 0.705799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4683 [D loss: 0.689121, acc.: 54.69%, KL div.: 0.344649] [G loss: 0.709560, KL div.: 0.709560, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4684 [D loss: 0.693543, acc.: 48.05%, KL div.: 0.345460] [G loss: 0.713752, KL div.: 0.713752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4685 [D loss: 0.693129, acc.: 50.78%, KL div.: 0.348508] [G loss: 0.708361, KL div.: 0.708361, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4686 [D loss: 0.691564, acc.: 53.52%, KL div.: 0.344889] [G loss: 0.708904, KL div.: 0.708904, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4687 [D loss: 0.691780, acc.: 50.00%, KL div.: 0.349445] [G loss: 0.706250, KL div.: 0.706250, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4688 [D loss: 0.699776, acc.: 42.58%, KL div.: 0.347968] [G loss: 0.700579, KL div.: 0.700579, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4689 [D loss: 0.692867, acc.: 49.61%, KL div.: 0.347520] [G loss: 0.708125, KL div.: 0.708125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4690 [D loss: 0.690169, acc.: 50.00%, KL div.: 0.342662] [G loss: 0.706194, KL div.: 0.706194, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4691 [D loss: 0.694183, acc.: 49.22%, KL div.: 0.347374] [G loss: 0.705782, KL div.: 0.705782, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4692 [D loss: 0.695753, acc.: 49.61%, KL div.: 0.349597] [G loss: 0.706620, KL div.: 0.706620, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4693 [D loss: 0.687127, acc.: 57.03%, KL div.: 0.341613] [G loss: 0.706488, KL div.: 0.706488, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4694 [D loss: 0.692072, acc.: 53.52%, KL div.: 0.346938] [G loss: 0.708611, KL div.: 0.708611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4695 [D loss: 0.694006, acc.: 54.30%, KL div.: 0.348662] [G loss: 0.703960, KL div.: 0.703960, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4696 [D loss: 0.689577, acc.: 55.47%, KL div.: 0.343258] [G loss: 0.712129, KL div.: 0.712129, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4697 [D loss: 0.688804, acc.: 51.56%, KL div.: 0.342435] [G loss: 0.711824, KL div.: 0.711824, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4698 [D loss: 0.691676, acc.: 53.91%, KL div.: 0.347165] [G loss: 0.705619, KL div.: 0.705619, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4699 [D loss: 0.687567, acc.: 55.86%, KL div.: 0.341920] [G loss: 0.712709, KL div.: 0.712709, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 0s 27ms/step
4700 [D loss: 0.690738, acc.: 51.56%, KL div.: 0.344743] [G loss: 0.705998, KL div.: 0.705998, FID: 34.878870]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 74ms/step
4701 [D loss: 0.694224, acc.: 51.95%, KL div.: 0.347577] [G loss: 0.705862, KL div.: 0.705862, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4702 [D loss: 0.692953, acc.: 50.78%, KL div.: 0.343920] [G loss: 0.698759, KL div.: 0.698759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4703 [D loss: 0.693353, acc.: 50.39%, KL div.: 0.343265] [G loss: 0.700962, KL div.: 0.700962, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4704 [D loss: 0.692126, acc.: 49.22%, KL div.: 0.344906] [G loss: 0.706336, KL div.: 0.706336, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4705 [D loss: 0.691738, acc.: 51.95%, KL div.: 0.344763] [G loss: 0.703666, KL div.: 0.703666, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4706 [D loss: 0.692016, acc.: 53.91%, KL div.: 0.344360] [G loss: 0.705752, KL div.: 0.705752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4707 [D loss: 0.692729, acc.: 52.34%, KL div.: 0.345339] [G loss: 0.707507, KL div.: 0.707507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4708 [D loss: 0.696821, acc.: 44.14%, KL div.: 0.348366] [G loss: 0.702969, KL div.: 0.702969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4709 [D loss: 0.695810, acc.: 48.83%, KL div.: 0.348446] [G loss: 0.707565, KL div.: 0.707565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4710 [D loss: 0.688237, acc.: 58.20%, KL div.: 0.342027] [G loss: 0.710927, KL div.: 0.710927, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4711 [D loss: 0.688961, acc.: 56.64%, KL div.: 0.341613] [G loss: 0.707430, KL div.: 0.707430, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4712 [D loss: 0.694255, acc.: 51.17%, KL div.: 0.345143] [G loss: 0.692830, KL div.: 0.692830, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4713 [D loss: 0.692839, acc.: 48.05%, KL div.: 0.343879] [G loss: 0.708767, KL div.: 0.708767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4714 [D loss: 0.688655, acc.: 53.12%, KL div.: 0.340665] [G loss: 0.708664, KL div.: 0.708664, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4715 [D loss: 0.694673, acc.: 49.22%, KL div.: 0.346277] [G loss: 0.710003, KL div.: 0.710003, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4716 [D loss: 0.691474, acc.: 52.34%, KL div.: 0.345475] [G loss: 0.704110, KL div.: 0.704110, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4717 [D loss: 0.692402, acc.: 50.78%, KL div.: 0.343555] [G loss: 0.705473, KL div.: 0.705473, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4718 [D loss: 0.696891, acc.: 44.14%, KL div.: 0.348890] [G loss: 0.708184, KL div.: 0.708184, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4719 [D loss: 0.693703, acc.: 48.44%, KL div.: 0.346839] [G loss: 0.704018, KL div.: 0.704018, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4720 [D loss: 0.693441, acc.: 50.00%, KL div.: 0.347005] [G loss: 0.703761, KL div.: 0.703761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4721 [D loss: 0.694819, acc.: 51.95%, KL div.: 0.344060] [G loss: 0.705072, KL div.: 0.705072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4722 [D loss: 0.689661, acc.: 54.69%, KL div.: 0.342599] [G loss: 0.702976, KL div.: 0.702976, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4723 [D loss: 0.687948, acc.: 57.81%, KL div.: 0.341828] [G loss: 0.705331, KL div.: 0.705331, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4724 [D loss: 0.690255, acc.: 54.30%, KL div.: 0.342699] [G loss: 0.704593, KL div.: 0.704593, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4725 [D loss: 0.687389, acc.: 56.25%, KL div.: 0.342588] [G loss: 0.700539, KL div.: 0.700539, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4726 [D loss: 0.696425, acc.: 47.66%, KL div.: 0.345735] [G loss: 0.698466, KL div.: 0.698466, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4727 [D loss: 0.692262, acc.: 52.34%, KL div.: 0.342723] [G loss: 0.699464, KL div.: 0.699464, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4728 [D loss: 0.695711, acc.: 50.39%, KL div.: 0.343563] [G loss: 0.705956, KL div.: 0.705956, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4729 [D loss: 0.694816, acc.: 46.48%, KL div.: 0.344267] [G loss: 0.702917, KL div.: 0.702917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4730 [D loss: 0.687507, acc.: 55.86%, KL div.: 0.342250] [G loss: 0.711782, KL div.: 0.711782, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4731 [D loss: 0.690893, acc.: 54.30%, KL div.: 0.344377] [G loss: 0.705305, KL div.: 0.705305, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4732 [D loss: 0.691801, acc.: 53.52%, KL div.: 0.345681] [G loss: 0.709934, KL div.: 0.709934, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4733 [D loss: 0.689311, acc.: 51.95%, KL div.: 0.344902] [G loss: 0.700892, KL div.: 0.700892, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4734 [D loss: 0.694253, acc.: 50.78%, KL div.: 0.346021] [G loss: 0.707958, KL div.: 0.707958, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4735 [D loss: 0.694340, acc.: 49.61%, KL div.: 0.345080] [G loss: 0.701487, KL div.: 0.701487, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4736 [D loss: 0.690906, acc.: 57.81%, KL div.: 0.342155] [G loss: 0.703752, KL div.: 0.703752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4737 [D loss: 0.691417, acc.: 48.44%, KL div.: 0.343338] [G loss: 0.701901, KL div.: 0.701901, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4738 [D loss: 0.689123, acc.: 55.47%, KL div.: 0.341537] [G loss: 0.706851, KL div.: 0.706851, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4739 [D loss: 0.692050, acc.: 49.61%, KL div.: 0.342998] [G loss: 0.708903, KL div.: 0.708903, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4740 [D loss: 0.689229, acc.: 54.30%, KL div.: 0.342725] [G loss: 0.700475, KL div.: 0.700475, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4741 [D loss: 0.692072, acc.: 51.17%, KL div.: 0.341685] [G loss: 0.697029, KL div.: 0.697029, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4742 [D loss: 0.690991, acc.: 50.78%, KL div.: 0.343710] [G loss: 0.702347, KL div.: 0.702347, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4743 [D loss: 0.698679, acc.: 46.48%, KL div.: 0.348208] [G loss: 0.702974, KL div.: 0.702974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4744 [D loss: 0.689281, acc.: 58.20%, KL div.: 0.341701] [G loss: 0.704241, KL div.: 0.704241, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4745 [D loss: 0.693675, acc.: 52.73%, KL div.: 0.344362] [G loss: 0.704085, KL div.: 0.704085, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4746 [D loss: 0.693795, acc.: 51.95%, KL div.: 0.346768] [G loss: 0.701810, KL div.: 0.701809, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4747 [D loss: 0.690554, acc.: 54.30%, KL div.: 0.346466] [G loss: 0.705877, KL div.: 0.705877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4748 [D loss: 0.690461, acc.: 52.73%, KL div.: 0.344014] [G loss: 0.712166, KL div.: 0.712166, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4749 [D loss: 0.698545, acc.: 45.31%, KL div.: 0.348237] [G loss: 0.707514, KL div.: 0.707514, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4750 [D loss: 0.694209, acc.: 47.66%, KL div.: 0.345874] [G loss: 0.701667, KL div.: 0.701667, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4751 [D loss: 0.690442, acc.: 55.86%, KL div.: 0.344790] [G loss: 0.704735, KL div.: 0.704735, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4752 [D loss: 0.688918, acc.: 55.86%, KL div.: 0.343420] [G loss: 0.708549, KL div.: 0.708549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4753 [D loss: 0.691823, acc.: 53.12%, KL div.: 0.343628] [G loss: 0.707828, KL div.: 0.707828, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4754 [D loss: 0.689741, acc.: 53.12%, KL div.: 0.344016] [G loss: 0.707861, KL div.: 0.707861, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4755 [D loss: 0.689996, acc.: 52.73%, KL div.: 0.344974] [G loss: 0.706505, KL div.: 0.706505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4756 [D loss: 0.694740, acc.: 50.78%, KL div.: 0.348711] [G loss: 0.702175, KL div.: 0.702175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4757 [D loss: 0.691768, acc.: 51.95%, KL div.: 0.346096] [G loss: 0.709493, KL div.: 0.709493, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4758 [D loss: 0.691915, acc.: 55.08%, KL div.: 0.345440] [G loss: 0.702505, KL div.: 0.702505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4759 [D loss: 0.690450, acc.: 53.52%, KL div.: 0.344968] [G loss: 0.715859, KL div.: 0.715859, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4760 [D loss: 0.692576, acc.: 52.73%, KL div.: 0.348226] [G loss: 0.707953, KL div.: 0.707953, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4761 [D loss: 0.690836, acc.: 52.34%, KL div.: 0.346653] [G loss: 0.706568, KL div.: 0.706568, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4762 [D loss: 0.688672, acc.: 55.08%, KL div.: 0.343185] [G loss: 0.709077, KL div.: 0.709077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4763 [D loss: 0.691178, acc.: 51.56%, KL div.: 0.346875] [G loss: 0.708252, KL div.: 0.708252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4764 [D loss: 0.693083, acc.: 47.27%, KL div.: 0.343563] [G loss: 0.707282, KL div.: 0.707282, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4765 [D loss: 0.694664, acc.: 50.00%, KL div.: 0.345332] [G loss: 0.710922, KL div.: 0.710922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4766 [D loss: 0.687813, acc.: 55.47%, KL div.: 0.346230] [G loss: 0.710699, KL div.: 0.710699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4767 [D loss: 0.692796, acc.: 50.00%, KL div.: 0.345401] [G loss: 0.706465, KL div.: 0.706465, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4768 [D loss: 0.689672, acc.: 54.69%, KL div.: 0.345821] [G loss: 0.704836, KL div.: 0.704836, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4769 [D loss: 0.692638, acc.: 52.73%, KL div.: 0.346995] [G loss: 0.705121, KL div.: 0.705121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4770 [D loss: 0.694713, acc.: 51.17%, KL div.: 0.346825] [G loss: 0.708056, KL div.: 0.708056, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4771 [D loss: 0.688632, acc.: 52.73%, KL div.: 0.344599] [G loss: 0.703364, KL div.: 0.703364, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4772 [D loss: 0.691496, acc.: 53.52%, KL div.: 0.346114] [G loss: 0.706539, KL div.: 0.706539, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4773 [D loss: 0.692686, acc.: 50.39%, KL div.: 0.347412] [G loss: 0.704359, KL div.: 0.704359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4774 [D loss: 0.692495, acc.: 51.17%, KL div.: 0.347037] [G loss: 0.707947, KL div.: 0.707948, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4775 [D loss: 0.697590, acc.: 43.75%, KL div.: 0.348552] [G loss: 0.707041, KL div.: 0.707041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4776 [D loss: 0.693061, acc.: 49.61%, KL div.: 0.345081] [G loss: 0.701764, KL div.: 0.701764, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4777 [D loss: 0.693225, acc.: 50.39%, KL div.: 0.346752] [G loss: 0.704421, KL div.: 0.704421, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4778 [D loss: 0.693368, acc.: 51.17%, KL div.: 0.345113] [G loss: 0.705948, KL div.: 0.705948, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4779 [D loss: 0.694455, acc.: 51.56%, KL div.: 0.345777] [G loss: 0.710846, KL div.: 0.710846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4780 [D loss: 0.685974, acc.: 59.38%, KL div.: 0.343367] [G loss: 0.716555, KL div.: 0.716555, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4781 [D loss: 0.690431, acc.: 54.30%, KL div.: 0.346223] [G loss: 0.713775, KL div.: 0.713775, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4782 [D loss: 0.694155, acc.: 48.44%, KL div.: 0.351367] [G loss: 0.710131, KL div.: 0.710131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4783 [D loss: 0.692192, acc.: 53.52%, KL div.: 0.346699] [G loss: 0.704597, KL div.: 0.704597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4784 [D loss: 0.692883, acc.: 50.78%, KL div.: 0.345274] [G loss: 0.709672, KL div.: 0.709672, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4785 [D loss: 0.692236, acc.: 51.95%, KL div.: 0.346614] [G loss: 0.703922, KL div.: 0.703922, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4786 [D loss: 0.692559, acc.: 51.95%, KL div.: 0.346153] [G loss: 0.701717, KL div.: 0.701717, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4787 [D loss: 0.688573, acc.: 56.25%, KL div.: 0.343474] [G loss: 0.704355, KL div.: 0.704355, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4788 [D loss: 0.691839, acc.: 53.12%, KL div.: 0.341962] [G loss: 0.705005, KL div.: 0.705005, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4789 [D loss: 0.690944, acc.: 53.12%, KL div.: 0.344034] [G loss: 0.701259, KL div.: 0.701259, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4790 [D loss: 0.687622, acc.: 56.25%, KL div.: 0.343439] [G loss: 0.707700, KL div.: 0.707700, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4791 [D loss: 0.692374, acc.: 50.39%, KL div.: 0.345946] [G loss: 0.712207, KL div.: 0.712207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4792 [D loss: 0.691723, acc.: 53.52%, KL div.: 0.348088] [G loss: 0.705937, KL div.: 0.705937, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4793 [D loss: 0.691495, acc.: 54.30%, KL div.: 0.344955] [G loss: 0.708664, KL div.: 0.708664, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4794 [D loss: 0.688982, acc.: 56.25%, KL div.: 0.345488] [G loss: 0.705968, KL div.: 0.705968, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4795 [D loss: 0.690646, acc.: 52.73%, KL div.: 0.343992] [G loss: 0.699591, KL div.: 0.699591, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4796 [D loss: 0.691294, acc.: 51.95%, KL div.: 0.341673] [G loss: 0.702339, KL div.: 0.702339, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4797 [D loss: 0.690190, acc.: 54.30%, KL div.: 0.342543] [G loss: 0.710121, KL div.: 0.710121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4798 [D loss: 0.692603, acc.: 51.17%, KL div.: 0.347448] [G loss: 0.703043, KL div.: 0.703043, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4799 [D loss: 0.693446, acc.: 49.22%, KL div.: 0.347774] [G loss: 0.708781, KL div.: 0.708781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 55ms/step
4/4 [==============================] - 0s 24ms/step
4800 [D loss: 0.690015, acc.: 54.69%, KL div.: 0.344938] [G loss: 0.709837, KL div.: 0.709837, FID: 35.610972]
1/1 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 69ms/step
4801 [D loss: 0.693533, acc.: 49.22%, KL div.: 0.348620] [G loss: 0.704987, KL div.: 0.704987, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4802 [D loss: 0.695188, acc.: 50.78%, KL div.: 0.348589] [G loss: 0.711478, KL div.: 0.711478, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4803 [D loss: 0.690991, acc.: 54.69%, KL div.: 0.344850] [G loss: 0.706972, KL div.: 0.706972, FID: 0.000000]
4/4 [==============================] - 0s 49ms/step
4804 [D loss: 0.693678, acc.: 48.05%, KL div.: 0.344472] [G loss: 0.703494, KL div.: 0.703494, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4805 [D loss: 0.692055, acc.: 51.17%, KL div.: 0.343630] [G loss: 0.697958, KL div.: 0.697958, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4806 [D loss: 0.695358, acc.: 47.27%, KL div.: 0.346854] [G loss: 0.703113, KL div.: 0.703113, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4807 [D loss: 0.692333, acc.: 50.39%, KL div.: 0.345917] [G loss: 0.706883, KL div.: 0.706883, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4808 [D loss: 0.693162, acc.: 51.95%, KL div.: 0.347673] [G loss: 0.707425, KL div.: 0.707425, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4809 [D loss: 0.690480, acc.: 57.03%, KL div.: 0.346578] [G loss: 0.701279, KL div.: 0.701279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4810 [D loss: 0.691318, acc.: 50.39%, KL div.: 0.345918] [G loss: 0.710303, KL div.: 0.710303, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4811 [D loss: 0.690854, acc.: 55.08%, KL div.: 0.344260] [G loss: 0.698785, KL div.: 0.698785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4812 [D loss: 0.691102, acc.: 50.39%, KL div.: 0.342364] [G loss: 0.708083, KL div.: 0.708083, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4813 [D loss: 0.690010, acc.: 54.30%, KL div.: 0.345560] [G loss: 0.703436, KL div.: 0.703436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4814 [D loss: 0.693947, acc.: 50.78%, KL div.: 0.344793] [G loss: 0.703538, KL div.: 0.703538, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4815 [D loss: 0.690415, acc.: 51.95%, KL div.: 0.341547] [G loss: 0.701352, KL div.: 0.701351, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4816 [D loss: 0.698280, acc.: 48.44%, KL div.: 0.348773] [G loss: 0.704970, KL div.: 0.704970, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4817 [D loss: 0.692179, acc.: 54.30%, KL div.: 0.346049] [G loss: 0.711551, KL div.: 0.711551, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4818 [D loss: 0.692942, acc.: 51.56%, KL div.: 0.347739] [G loss: 0.713704, KL div.: 0.713704, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4819 [D loss: 0.689980, acc.: 54.69%, KL div.: 0.346755] [G loss: 0.709318, KL div.: 0.709318, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4820 [D loss: 0.692814, acc.: 50.00%, KL div.: 0.344871] [G loss: 0.710186, KL div.: 0.710186, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4821 [D loss: 0.692897, acc.: 50.00%, KL div.: 0.344077] [G loss: 0.704703, KL div.: 0.704703, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4822 [D loss: 0.695316, acc.: 44.14%, KL div.: 0.347030] [G loss: 0.697752, KL div.: 0.697752, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4823 [D loss: 0.688890, acc.: 56.64%, KL div.: 0.342182] [G loss: 0.699949, KL div.: 0.699949, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4824 [D loss: 0.689666, acc.: 53.52%, KL div.: 0.342170] [G loss: 0.700020, KL div.: 0.700020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4825 [D loss: 0.690955, acc.: 48.05%, KL div.: 0.340145] [G loss: 0.705459, KL div.: 0.705459, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4826 [D loss: 0.692260, acc.: 51.17%, KL div.: 0.344053] [G loss: 0.710187, KL div.: 0.710187, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4827 [D loss: 0.687697, acc.: 58.20%, KL div.: 0.343316] [G loss: 0.713446, KL div.: 0.713446, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4828 [D loss: 0.689573, acc.: 55.08%, KL div.: 0.345788] [G loss: 0.718590, KL div.: 0.718590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4829 [D loss: 0.693357, acc.: 51.95%, KL div.: 0.348270] [G loss: 0.702996, KL div.: 0.702996, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4830 [D loss: 0.691358, acc.: 53.12%, KL div.: 0.345381] [G loss: 0.707025, KL div.: 0.707025, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4831 [D loss: 0.691306, acc.: 53.91%, KL div.: 0.344087] [G loss: 0.702211, KL div.: 0.702211, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4832 [D loss: 0.690890, acc.: 54.30%, KL div.: 0.343698] [G loss: 0.697896, KL div.: 0.697896, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4833 [D loss: 0.687045, acc.: 57.81%, KL div.: 0.339657] [G loss: 0.698529, KL div.: 0.698529, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4834 [D loss: 0.692151, acc.: 48.05%, KL div.: 0.340203] [G loss: 0.696375, KL div.: 0.696375, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4835 [D loss: 0.689377, acc.: 57.42%, KL div.: 0.339614] [G loss: 0.705266, KL div.: 0.705266, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4836 [D loss: 0.691799, acc.: 53.12%, KL div.: 0.341853] [G loss: 0.703632, KL div.: 0.703632, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4837 [D loss: 0.691507, acc.: 50.78%, KL div.: 0.343721] [G loss: 0.705503, KL div.: 0.705503, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4838 [D loss: 0.683289, acc.: 62.50%, KL div.: 0.340088] [G loss: 0.700775, KL div.: 0.700775, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4839 [D loss: 0.687900, acc.: 57.03%, KL div.: 0.341967] [G loss: 0.695313, KL div.: 0.695313, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4840 [D loss: 0.692723, acc.: 51.56%, KL div.: 0.344616] [G loss: 0.701169, KL div.: 0.701169, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4841 [D loss: 0.687485, acc.: 55.86%, KL div.: 0.339726] [G loss: 0.699085, KL div.: 0.699085, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4842 [D loss: 0.685755, acc.: 55.47%, KL div.: 0.340669] [G loss: 0.700327, KL div.: 0.700327, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4843 [D loss: 0.689358, acc.: 50.39%, KL div.: 0.337384] [G loss: 0.700627, KL div.: 0.700627, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4844 [D loss: 0.688479, acc.: 57.03%, KL div.: 0.340669] [G loss: 0.707620, KL div.: 0.707621, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4845 [D loss: 0.690452, acc.: 51.17%, KL div.: 0.341304] [G loss: 0.702283, KL div.: 0.702283, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4846 [D loss: 0.694064, acc.: 48.05%, KL div.: 0.346971] [G loss: 0.705195, KL div.: 0.705195, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4847 [D loss: 0.693615, acc.: 50.78%, KL div.: 0.345130] [G loss: 0.715705, KL div.: 0.715705, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4848 [D loss: 0.693278, acc.: 49.61%, KL div.: 0.346214] [G loss: 0.714634, KL div.: 0.714634, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4849 [D loss: 0.693197, acc.: 52.34%, KL div.: 0.347091] [G loss: 0.703656, KL div.: 0.703656, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4850 [D loss: 0.696751, acc.: 47.27%, KL div.: 0.349117] [G loss: 0.714822, KL div.: 0.714822, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4851 [D loss: 0.691867, acc.: 53.91%, KL div.: 0.346340] [G loss: 0.702729, KL div.: 0.702729, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4852 [D loss: 0.693844, acc.: 53.12%, KL div.: 0.343778] [G loss: 0.697139, KL div.: 0.697139, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4853 [D loss: 0.693406, acc.: 48.83%, KL div.: 0.345583] [G loss: 0.699184, KL div.: 0.699184, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4854 [D loss: 0.691365, acc.: 54.69%, KL div.: 0.343870] [G loss: 0.708774, KL div.: 0.708774, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4855 [D loss: 0.688578, acc.: 53.52%, KL div.: 0.342689] [G loss: 0.705657, KL div.: 0.705657, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4856 [D loss: 0.688516, acc.: 52.34%, KL div.: 0.343301] [G loss: 0.707310, KL div.: 0.707310, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4857 [D loss: 0.690986, acc.: 54.30%, KL div.: 0.344121] [G loss: 0.706799, KL div.: 0.706799, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4858 [D loss: 0.689414, acc.: 56.64%, KL div.: 0.344065] [G loss: 0.707302, KL div.: 0.707302, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4859 [D loss: 0.688549, acc.: 53.12%, KL div.: 0.342443] [G loss: 0.696701, KL div.: 0.696701, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4860 [D loss: 0.689227, acc.: 53.12%, KL div.: 0.343573] [G loss: 0.699780, KL div.: 0.699780, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4861 [D loss: 0.694179, acc.: 54.30%, KL div.: 0.345025] [G loss: 0.703564, KL div.: 0.703564, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4862 [D loss: 0.689431, acc.: 53.52%, KL div.: 0.346771] [G loss: 0.707784, KL div.: 0.707784, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4863 [D loss: 0.693156, acc.: 46.48%, KL div.: 0.347659] [G loss: 0.701576, KL div.: 0.701576, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4864 [D loss: 0.695786, acc.: 52.34%, KL div.: 0.347601] [G loss: 0.702139, KL div.: 0.702139, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4865 [D loss: 0.687920, acc.: 56.25%, KL div.: 0.343444] [G loss: 0.707347, KL div.: 0.707347, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4866 [D loss: 0.692830, acc.: 52.73%, KL div.: 0.343135] [G loss: 0.703659, KL div.: 0.703659, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4867 [D loss: 0.687914, acc.: 57.03%, KL div.: 0.341126] [G loss: 0.711091, KL div.: 0.711091, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4868 [D loss: 0.694786, acc.: 50.00%, KL div.: 0.346299] [G loss: 0.703135, KL div.: 0.703135, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4869 [D loss: 0.691638, acc.: 49.61%, KL div.: 0.343745] [G loss: 0.706392, KL div.: 0.706392, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4870 [D loss: 0.691894, acc.: 50.39%, KL div.: 0.344496] [G loss: 0.708464, KL div.: 0.708464, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4871 [D loss: 0.693167, acc.: 49.22%, KL div.: 0.347643] [G loss: 0.704925, KL div.: 0.704925, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4872 [D loss: 0.692112, acc.: 49.61%, KL div.: 0.347145] [G loss: 0.713043, KL div.: 0.713042, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4873 [D loss: 0.691216, acc.: 52.73%, KL div.: 0.347622] [G loss: 0.711213, KL div.: 0.711213, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4874 [D loss: 0.691766, acc.: 51.56%, KL div.: 0.347271] [G loss: 0.707771, KL div.: 0.707771, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4875 [D loss: 0.692898, acc.: 49.22%, KL div.: 0.348450] [G loss: 0.716368, KL div.: 0.716368, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4876 [D loss: 0.692285, acc.: 52.34%, KL div.: 0.347011] [G loss: 0.711627, KL div.: 0.711627, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4877 [D loss: 0.691372, acc.: 55.08%, KL div.: 0.345507] [G loss: 0.704419, KL div.: 0.704419, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4878 [D loss: 0.691140, acc.: 55.47%, KL div.: 0.343541] [G loss: 0.704240, KL div.: 0.704240, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
4879 [D loss: 0.692427, acc.: 52.34%, KL div.: 0.341648] [G loss: 0.696110, KL div.: 0.696110, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4880 [D loss: 0.690712, acc.: 54.69%, KL div.: 0.340714] [G loss: 0.702337, KL div.: 0.702337, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4881 [D loss: 0.690734, acc.: 52.73%, KL div.: 0.345030] [G loss: 0.703653, KL div.: 0.703653, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4882 [D loss: 0.690907, acc.: 48.83%, KL div.: 0.344558] [G loss: 0.709280, KL div.: 0.709280, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4883 [D loss: 0.689131, acc.: 54.30%, KL div.: 0.344523] [G loss: 0.717807, KL div.: 0.717807, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4884 [D loss: 0.693655, acc.: 48.83%, KL div.: 0.346547] [G loss: 0.704411, KL div.: 0.704411, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4885 [D loss: 0.690867, acc.: 53.52%, KL div.: 0.347112] [G loss: 0.709924, KL div.: 0.709924, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4886 [D loss: 0.692829, acc.: 50.00%, KL div.: 0.347323] [G loss: 0.710956, KL div.: 0.710956, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4887 [D loss: 0.689723, acc.: 54.69%, KL div.: 0.346906] [G loss: 0.706557, KL div.: 0.706557, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4888 [D loss: 0.692682, acc.: 52.73%, KL div.: 0.344989] [G loss: 0.700452, KL div.: 0.700452, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4889 [D loss: 0.691405, acc.: 53.91%, KL div.: 0.343330] [G loss: 0.707589, KL div.: 0.707589, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4890 [D loss: 0.687593, acc.: 58.59%, KL div.: 0.340448] [G loss: 0.705728, KL div.: 0.705728, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4891 [D loss: 0.696373, acc.: 50.00%, KL div.: 0.343382] [G loss: 0.699876, KL div.: 0.699876, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4892 [D loss: 0.695114, acc.: 50.39%, KL div.: 0.345895] [G loss: 0.705536, KL div.: 0.705536, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4893 [D loss: 0.690723, acc.: 51.17%, KL div.: 0.344791] [G loss: 0.702132, KL div.: 0.702132, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4894 [D loss: 0.690835, acc.: 53.52%, KL div.: 0.344786] [G loss: 0.706135, KL div.: 0.706135, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4895 [D loss: 0.695971, acc.: 44.53%, KL div.: 0.348484] [G loss: 0.709572, KL div.: 0.709572, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4896 [D loss: 0.689032, acc.: 54.69%, KL div.: 0.346023] [G loss: 0.708910, KL div.: 0.708910, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4897 [D loss: 0.694022, acc.: 53.52%, KL div.: 0.344478] [G loss: 0.705175, KL div.: 0.705175, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4898 [D loss: 0.697964, acc.: 46.09%, KL div.: 0.347440] [G loss: 0.706974, KL div.: 0.706974, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4899 [D loss: 0.689471, acc.: 53.91%, KL div.: 0.345342] [G loss: 0.713278, KL div.: 0.713278, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 3s 93ms/step
4/4 [==============================] - 0s 28ms/step
4900 [D loss: 0.696132, acc.: 47.66%, KL div.: 0.346628] [G loss: 0.709475, KL div.: 0.709475, FID: 36.755093]
1/1 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 84ms/step
4901 [D loss: 0.692801, acc.: 51.95%, KL div.: 0.346785] [G loss: 0.708059, KL div.: 0.708059, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4902 [D loss: 0.695502, acc.: 48.83%, KL div.: 0.348255] [G loss: 0.702323, KL div.: 0.702323, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4903 [D loss: 0.689685, acc.: 56.25%, KL div.: 0.345534] [G loss: 0.709939, KL div.: 0.709939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4904 [D loss: 0.691310, acc.: 53.52%, KL div.: 0.345781] [G loss: 0.705377, KL div.: 0.705377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4905 [D loss: 0.691774, acc.: 54.30%, KL div.: 0.347212] [G loss: 0.709430, KL div.: 0.709430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4906 [D loss: 0.692816, acc.: 52.34%, KL div.: 0.346440] [G loss: 0.702276, KL div.: 0.702276, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4907 [D loss: 0.695154, acc.: 48.44%, KL div.: 0.347162] [G loss: 0.711518, KL div.: 0.711518, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4908 [D loss: 0.692196, acc.: 54.69%, KL div.: 0.345403] [G loss: 0.705740, KL div.: 0.705740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4909 [D loss: 0.694614, acc.: 48.05%, KL div.: 0.347079] [G loss: 0.703995, KL div.: 0.703995, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4910 [D loss: 0.694381, acc.: 48.83%, KL div.: 0.347196] [G loss: 0.701594, KL div.: 0.701594, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4911 [D loss: 0.693335, acc.: 52.34%, KL div.: 0.344203] [G loss: 0.706576, KL div.: 0.706576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4912 [D loss: 0.695206, acc.: 49.22%, KL div.: 0.346184] [G loss: 0.702201, KL div.: 0.702201, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4913 [D loss: 0.690534, acc.: 54.30%, KL div.: 0.343299] [G loss: 0.701982, KL div.: 0.701982, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4914 [D loss: 0.689230, acc.: 53.52%, KL div.: 0.343173] [G loss: 0.706877, KL div.: 0.706877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4915 [D loss: 0.687197, acc.: 57.42%, KL div.: 0.342216] [G loss: 0.712257, KL div.: 0.712257, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4916 [D loss: 0.695973, acc.: 48.83%, KL div.: 0.345640] [G loss: 0.709734, KL div.: 0.709734, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4917 [D loss: 0.692856, acc.: 51.95%, KL div.: 0.347386] [G loss: 0.709929, KL div.: 0.709929, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4918 [D loss: 0.688553, acc.: 57.42%, KL div.: 0.343458] [G loss: 0.705243, KL div.: 0.705243, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4919 [D loss: 0.690905, acc.: 51.17%, KL div.: 0.346139] [G loss: 0.711597, KL div.: 0.711597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4920 [D loss: 0.693983, acc.: 50.78%, KL div.: 0.349306] [G loss: 0.708500, KL div.: 0.708500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4921 [D loss: 0.688516, acc.: 55.47%, KL div.: 0.344432] [G loss: 0.713517, KL div.: 0.713517, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4922 [D loss: 0.693663, acc.: 51.17%, KL div.: 0.346655] [G loss: 0.705100, KL div.: 0.705100, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4923 [D loss: 0.688681, acc.: 53.12%, KL div.: 0.341724] [G loss: 0.703481, KL div.: 0.703481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4924 [D loss: 0.690262, acc.: 48.44%, KL div.: 0.345437] [G loss: 0.710286, KL div.: 0.710286, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4925 [D loss: 0.688721, acc.: 55.08%, KL div.: 0.344347] [G loss: 0.711057, KL div.: 0.711057, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4926 [D loss: 0.691315, acc.: 50.78%, KL div.: 0.346429] [G loss: 0.713374, KL div.: 0.713375, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4927 [D loss: 0.691433, acc.: 51.95%, KL div.: 0.347669] [G loss: 0.710946, KL div.: 0.710946, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4928 [D loss: 0.690319, acc.: 52.34%, KL div.: 0.345793] [G loss: 0.713868, KL div.: 0.713868, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4929 [D loss: 0.691886, acc.: 50.39%, KL div.: 0.346829] [G loss: 0.716356, KL div.: 0.716356, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4930 [D loss: 0.692830, acc.: 50.39%, KL div.: 0.347464] [G loss: 0.711843, KL div.: 0.711843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4931 [D loss: 0.689220, acc.: 57.03%, KL div.: 0.342867] [G loss: 0.706157, KL div.: 0.706157, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4932 [D loss: 0.686882, acc.: 58.20%, KL div.: 0.345403] [G loss: 0.710462, KL div.: 0.710462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4933 [D loss: 0.696562, acc.: 47.66%, KL div.: 0.349378] [G loss: 0.705185, KL div.: 0.705185, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4934 [D loss: 0.690993, acc.: 53.12%, KL div.: 0.345143] [G loss: 0.706699, KL div.: 0.706699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4935 [D loss: 0.693740, acc.: 48.05%, KL div.: 0.349843] [G loss: 0.715113, KL div.: 0.715113, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4936 [D loss: 0.690743, acc.: 55.86%, KL div.: 0.346591] [G loss: 0.714096, KL div.: 0.714096, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4937 [D loss: 0.687584, acc.: 57.03%, KL div.: 0.344678] [G loss: 0.708614, KL div.: 0.708614, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4938 [D loss: 0.690683, acc.: 53.91%, KL div.: 0.342845] [G loss: 0.706734, KL div.: 0.706734, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4939 [D loss: 0.690075, acc.: 54.69%, KL div.: 0.342729] [G loss: 0.709519, KL div.: 0.709519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4940 [D loss: 0.686916, acc.: 56.64%, KL div.: 0.343919] [G loss: 0.704053, KL div.: 0.704053, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4941 [D loss: 0.687169, acc.: 57.81%, KL div.: 0.343739] [G loss: 0.709495, KL div.: 0.709495, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4942 [D loss: 0.687367, acc.: 57.42%, KL div.: 0.341408] [G loss: 0.706705, KL div.: 0.706705, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4943 [D loss: 0.688271, acc.: 54.30%, KL div.: 0.344620] [G loss: 0.705730, KL div.: 0.705730, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4944 [D loss: 0.690665, acc.: 57.03%, KL div.: 0.342850] [G loss: 0.705847, KL div.: 0.705847, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4945 [D loss: 0.686389, acc.: 57.03%, KL div.: 0.343459] [G loss: 0.701947, KL div.: 0.701947, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4946 [D loss: 0.692921, acc.: 52.34%, KL div.: 0.347980] [G loss: 0.712649, KL div.: 0.712649, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4947 [D loss: 0.690782, acc.: 54.30%, KL div.: 0.345239] [G loss: 0.711378, KL div.: 0.711378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4948 [D loss: 0.688496, acc.: 53.12%, KL div.: 0.342939] [G loss: 0.703825, KL div.: 0.703825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4949 [D loss: 0.694737, acc.: 53.12%, KL div.: 0.345650] [G loss: 0.704417, KL div.: 0.704417, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4950 [D loss: 0.693084, acc.: 50.78%, KL div.: 0.347015] [G loss: 0.710140, KL div.: 0.710140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4951 [D loss: 0.692059, acc.: 55.86%, KL div.: 0.343327] [G loss: 0.713541, KL div.: 0.713541, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4952 [D loss: 0.691542, acc.: 56.64%, KL div.: 0.345358] [G loss: 0.709011, KL div.: 0.709011, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4953 [D loss: 0.691067, acc.: 52.73%, KL div.: 0.343128] [G loss: 0.705139, KL div.: 0.705139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4954 [D loss: 0.687941, acc.: 53.91%, KL div.: 0.344197] [G loss: 0.709631, KL div.: 0.709631, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4955 [D loss: 0.692442, acc.: 50.00%, KL div.: 0.348674] [G loss: 0.716458, KL div.: 0.716458, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4956 [D loss: 0.691309, acc.: 53.52%, KL div.: 0.346211] [G loss: 0.717621, KL div.: 0.717621, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4957 [D loss: 0.691042, acc.: 54.69%, KL div.: 0.344965] [G loss: 0.706259, KL div.: 0.706259, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4958 [D loss: 0.693535, acc.: 52.34%, KL div.: 0.348464] [G loss: 0.707377, KL div.: 0.707377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4959 [D loss: 0.694680, acc.: 50.39%, KL div.: 0.346042] [G loss: 0.705257, KL div.: 0.705257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4960 [D loss: 0.689278, acc.: 55.47%, KL div.: 0.343310] [G loss: 0.707785, KL div.: 0.707785, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4961 [D loss: 0.687630, acc.: 55.86%, KL div.: 0.342415] [G loss: 0.702026, KL div.: 0.702026, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4962 [D loss: 0.692609, acc.: 52.34%, KL div.: 0.343079] [G loss: 0.708378, KL div.: 0.708378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4963 [D loss: 0.697002, acc.: 46.09%, KL div.: 0.348793] [G loss: 0.703917, KL div.: 0.703917, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4964 [D loss: 0.690175, acc.: 51.95%, KL div.: 0.347501] [G loss: 0.712697, KL div.: 0.712697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4965 [D loss: 0.691681, acc.: 51.17%, KL div.: 0.346339] [G loss: 0.711577, KL div.: 0.711577, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4966 [D loss: 0.691859, acc.: 50.39%, KL div.: 0.347153] [G loss: 0.703471, KL div.: 0.703472, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4967 [D loss: 0.691690, acc.: 48.44%, KL div.: 0.347361] [G loss: 0.708673, KL div.: 0.708673, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4968 [D loss: 0.687397, acc.: 56.25%, KL div.: 0.343733] [G loss: 0.702274, KL div.: 0.702274, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4969 [D loss: 0.688748, acc.: 53.12%, KL div.: 0.342953] [G loss: 0.703202, KL div.: 0.703202, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4970 [D loss: 0.698250, acc.: 45.70%, KL div.: 0.342319] [G loss: 0.695612, KL div.: 0.695612, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4971 [D loss: 0.692340, acc.: 51.17%, KL div.: 0.341791] [G loss: 0.702945, KL div.: 0.702945, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4972 [D loss: 0.691151, acc.: 54.30%, KL div.: 0.343561] [G loss: 0.707309, KL div.: 0.707309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4973 [D loss: 0.690297, acc.: 51.95%, KL div.: 0.342759] [G loss: 0.701433, KL div.: 0.701433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4974 [D loss: 0.692257, acc.: 51.17%, KL div.: 0.341826] [G loss: 0.704317, KL div.: 0.704317, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4975 [D loss: 0.694588, acc.: 48.44%, KL div.: 0.343925] [G loss: 0.691479, KL div.: 0.691479, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4976 [D loss: 0.694463, acc.: 48.05%, KL div.: 0.344891] [G loss: 0.707100, KL div.: 0.707100, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4977 [D loss: 0.694817, acc.: 47.66%, KL div.: 0.345954] [G loss: 0.706728, KL div.: 0.706728, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4978 [D loss: 0.690386, acc.: 52.73%, KL div.: 0.345112] [G loss: 0.705532, KL div.: 0.705532, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4979 [D loss: 0.688266, acc.: 58.98%, KL div.: 0.341583] [G loss: 0.708472, KL div.: 0.708472, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4980 [D loss: 0.694289, acc.: 53.12%, KL div.: 0.345296] [G loss: 0.705019, KL div.: 0.705019, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4981 [D loss: 0.693474, acc.: 51.95%, KL div.: 0.346626] [G loss: 0.704084, KL div.: 0.704084, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4982 [D loss: 0.691131, acc.: 53.12%, KL div.: 0.343407] [G loss: 0.699070, KL div.: 0.699070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4983 [D loss: 0.686608, acc.: 59.38%, KL div.: 0.340565] [G loss: 0.702540, KL div.: 0.702540, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4984 [D loss: 0.691584, acc.: 51.17%, KL div.: 0.343365] [G loss: 0.698596, KL div.: 0.698596, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4985 [D loss: 0.690458, acc.: 53.12%, KL div.: 0.341336] [G loss: 0.704774, KL div.: 0.704774, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4986 [D loss: 0.691145, acc.: 51.17%, KL div.: 0.342646] [G loss: 0.707438, KL div.: 0.707438, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4987 [D loss: 0.693844, acc.: 53.12%, KL div.: 0.345389] [G loss: 0.704872, KL div.: 0.704872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4988 [D loss: 0.691378, acc.: 54.30%, KL div.: 0.343964] [G loss: 0.711735, KL div.: 0.711735, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4989 [D loss: 0.695060, acc.: 50.78%, KL div.: 0.348283] [G loss: 0.707516, KL div.: 0.707516, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4990 [D loss: 0.691982, acc.: 52.73%, KL div.: 0.345237] [G loss: 0.708592, KL div.: 0.708592, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4991 [D loss: 0.689565, acc.: 56.64%, KL div.: 0.345721] [G loss: 0.704157, KL div.: 0.704157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4992 [D loss: 0.694291, acc.: 47.27%, KL div.: 0.345915] [G loss: 0.705642, KL div.: 0.705642, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4993 [D loss: 0.693743, acc.: 51.95%, KL div.: 0.346634] [G loss: 0.700439, KL div.: 0.700439, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4994 [D loss: 0.693553, acc.: 50.39%, KL div.: 0.344636] [G loss: 0.705634, KL div.: 0.705634, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4995 [D loss: 0.697037, acc.: 44.53%, KL div.: 0.344477] [G loss: 0.694463, KL div.: 0.694463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4996 [D loss: 0.690935, acc.: 51.95%, KL div.: 0.342573] [G loss: 0.706266, KL div.: 0.706266, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4997 [D loss: 0.691146, acc.: 53.52%, KL div.: 0.345090] [G loss: 0.713735, KL div.: 0.713735, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4998 [D loss: 0.686129, acc.: 57.42%, KL div.: 0.342321] [G loss: 0.711459, KL div.: 0.711459, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4999 [D loss: 0.688324, acc.: 56.25%, KL div.: 0.346961] [G loss: 0.715986, KL div.: 0.715986, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 0s 26ms/step
5000 [D loss: 0.693794, acc.: 49.61%, KL div.: 0.347133] [G loss: 0.708025, KL div.: 0.708025, FID: 43.150409]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 72ms/step
5001 [D loss: 0.694781, acc.: 50.00%, KL div.: 0.351852] [G loss: 0.708546, KL div.: 0.708546, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5002 [D loss: 0.691458, acc.: 53.12%, KL div.: 0.348981] [G loss: 0.711584, KL div.: 0.711584, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5003 [D loss: 0.693339, acc.: 52.73%, KL div.: 0.348264] [G loss: 0.707330, KL div.: 0.707330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5004 [D loss: 0.688777, acc.: 57.81%, KL div.: 0.342150] [G loss: 0.703768, KL div.: 0.703768, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5005 [D loss: 0.693897, acc.: 50.39%, KL div.: 0.344468] [G loss: 0.710556, KL div.: 0.710556, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5006 [D loss: 0.694124, acc.: 50.78%, KL div.: 0.344479] [G loss: 0.702654, KL div.: 0.702654, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5007 [D loss: 0.694425, acc.: 47.27%, KL div.: 0.346179] [G loss: 0.700051, KL div.: 0.700051, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5008 [D loss: 0.690879, acc.: 51.95%, KL div.: 0.343336] [G loss: 0.707272, KL div.: 0.707272, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5009 [D loss: 0.688757, acc.: 58.59%, KL div.: 0.341887] [G loss: 0.709006, KL div.: 0.709006, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5010 [D loss: 0.692833, acc.: 53.52%, KL div.: 0.344844] [G loss: 0.708024, KL div.: 0.708024, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5011 [D loss: 0.691361, acc.: 50.39%, KL div.: 0.343816] [G loss: 0.701560, KL div.: 0.701560, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5012 [D loss: 0.686655, acc.: 56.64%, KL div.: 0.342373] [G loss: 0.711690, KL div.: 0.711690, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5013 [D loss: 0.690801, acc.: 50.00%, KL div.: 0.344019] [G loss: 0.705249, KL div.: 0.705249, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5014 [D loss: 0.693577, acc.: 51.17%, KL div.: 0.346363] [G loss: 0.704614, KL div.: 0.704614, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5015 [D loss: 0.691151, acc.: 49.61%, KL div.: 0.342394] [G loss: 0.701631, KL div.: 0.701631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5016 [D loss: 0.690076, acc.: 55.47%, KL div.: 0.342483] [G loss: 0.698779, KL div.: 0.698779, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5017 [D loss: 0.697359, acc.: 41.80%, KL div.: 0.348873] [G loss: 0.706753, KL div.: 0.706753, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5018 [D loss: 0.685448, acc.: 57.81%, KL div.: 0.343048] [G loss: 0.708305, KL div.: 0.708305, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5019 [D loss: 0.690177, acc.: 52.34%, KL div.: 0.344976] [G loss: 0.706654, KL div.: 0.706654, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5020 [D loss: 0.690301, acc.: 59.38%, KL div.: 0.346142] [G loss: 0.707068, KL div.: 0.707068, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5021 [D loss: 0.686367, acc.: 58.59%, KL div.: 0.341449] [G loss: 0.714572, KL div.: 0.714572, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5022 [D loss: 0.691965, acc.: 54.30%, KL div.: 0.345096] [G loss: 0.707573, KL div.: 0.707573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5023 [D loss: 0.688510, acc.: 55.47%, KL div.: 0.343504] [G loss: 0.707559, KL div.: 0.707559, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5024 [D loss: 0.683864, acc.: 58.59%, KL div.: 0.342374] [G loss: 0.712870, KL div.: 0.712870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5025 [D loss: 0.695406, acc.: 48.83%, KL div.: 0.346328] [G loss: 0.709512, KL div.: 0.709512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5026 [D loss: 0.689946, acc.: 54.30%, KL div.: 0.342604] [G loss: 0.710201, KL div.: 0.710201, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5027 [D loss: 0.694081, acc.: 50.39%, KL div.: 0.346981] [G loss: 0.706832, KL div.: 0.706832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5028 [D loss: 0.695140, acc.: 48.05%, KL div.: 0.346684] [G loss: 0.708508, KL div.: 0.708508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5029 [D loss: 0.686786, acc.: 55.08%, KL div.: 0.343806] [G loss: 0.707122, KL div.: 0.707122, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5030 [D loss: 0.694790, acc.: 51.95%, KL div.: 0.347800] [G loss: 0.714260, KL div.: 0.714260, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5031 [D loss: 0.689770, acc.: 56.25%, KL div.: 0.345554] [G loss: 0.708649, KL div.: 0.708649, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5032 [D loss: 0.692794, acc.: 51.17%, KL div.: 0.346070] [G loss: 0.708018, KL div.: 0.708018, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5033 [D loss: 0.693440, acc.: 51.17%, KL div.: 0.346046] [G loss: 0.709104, KL div.: 0.709104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5034 [D loss: 0.693132, acc.: 51.56%, KL div.: 0.344431] [G loss: 0.710630, KL div.: 0.710630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5035 [D loss: 0.692550, acc.: 54.69%, KL div.: 0.345202] [G loss: 0.706890, KL div.: 0.706890, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5036 [D loss: 0.686259, acc.: 55.86%, KL div.: 0.342359] [G loss: 0.710787, KL div.: 0.710787, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5037 [D loss: 0.691802, acc.: 51.56%, KL div.: 0.345435] [G loss: 0.711423, KL div.: 0.711423, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5038 [D loss: 0.688264, acc.: 53.91%, KL div.: 0.345366] [G loss: 0.717941, KL div.: 0.717941, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5039 [D loss: 0.691829, acc.: 52.34%, KL div.: 0.346935] [G loss: 0.712680, KL div.: 0.712680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5040 [D loss: 0.684557, acc.: 59.77%, KL div.: 0.343878] [G loss: 0.717869, KL div.: 0.717869, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5041 [D loss: 0.690597, acc.: 53.91%, KL div.: 0.345333] [G loss: 0.709083, KL div.: 0.709083, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5042 [D loss: 0.691036, acc.: 54.69%, KL div.: 0.345648] [G loss: 0.701950, KL div.: 0.701950, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5043 [D loss: 0.692770, acc.: 50.78%, KL div.: 0.344535] [G loss: 0.704077, KL div.: 0.704077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5044 [D loss: 0.690199, acc.: 54.30%, KL div.: 0.345054] [G loss: 0.705105, KL div.: 0.705106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5045 [D loss: 0.692909, acc.: 51.95%, KL div.: 0.341296] [G loss: 0.700339, KL div.: 0.700339, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
5046 [D loss: 0.696007, acc.: 45.31%, KL div.: 0.346069] [G loss: 0.705546, KL div.: 0.705546, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5047 [D loss: 0.694423, acc.: 48.05%, KL div.: 0.345132] [G loss: 0.704281, KL div.: 0.704281, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5048 [D loss: 0.693270, acc.: 50.78%, KL div.: 0.341748] [G loss: 0.707393, KL div.: 0.707393, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5049 [D loss: 0.691167, acc.: 56.25%, KL div.: 0.345801] [G loss: 0.711713, KL div.: 0.711713, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5050 [D loss: 0.693139, acc.: 49.22%, KL div.: 0.346175] [G loss: 0.716009, KL div.: 0.716009, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5051 [D loss: 0.692636, acc.: 53.12%, KL div.: 0.348986] [G loss: 0.712169, KL div.: 0.712169, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5052 [D loss: 0.694856, acc.: 49.61%, KL div.: 0.351215] [G loss: 0.707711, KL div.: 0.707711, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5053 [D loss: 0.686945, acc.: 55.86%, KL div.: 0.344672] [G loss: 0.710528, KL div.: 0.710528, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5054 [D loss: 0.692207, acc.: 48.83%, KL div.: 0.347585] [G loss: 0.702682, KL div.: 0.702682, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5055 [D loss: 0.691173, acc.: 53.52%, KL div.: 0.344695] [G loss: 0.706938, KL div.: 0.706938, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5056 [D loss: 0.691267, acc.: 51.56%, KL div.: 0.342016] [G loss: 0.702907, KL div.: 0.702907, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5057 [D loss: 0.689492, acc.: 53.52%, KL div.: 0.343323] [G loss: 0.709057, KL div.: 0.709057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5058 [D loss: 0.696553, acc.: 47.66%, KL div.: 0.347416] [G loss: 0.700025, KL div.: 0.700025, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5059 [D loss: 0.694827, acc.: 48.05%, KL div.: 0.345552] [G loss: 0.704483, KL div.: 0.704483, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5060 [D loss: 0.696805, acc.: 48.05%, KL div.: 0.343584] [G loss: 0.700758, KL div.: 0.700758, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5061 [D loss: 0.690925, acc.: 52.34%, KL div.: 0.345430] [G loss: 0.709351, KL div.: 0.709351, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5062 [D loss: 0.692874, acc.: 55.08%, KL div.: 0.347940] [G loss: 0.711880, KL div.: 0.711880, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5063 [D loss: 0.693177, acc.: 51.95%, KL div.: 0.348596] [G loss: 0.716935, KL div.: 0.716935, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5064 [D loss: 0.692471, acc.: 52.34%, KL div.: 0.348282] [G loss: 0.711744, KL div.: 0.711744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5065 [D loss: 0.690205, acc.: 56.64%, KL div.: 0.347465] [G loss: 0.710896, KL div.: 0.710896, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5066 [D loss: 0.689947, acc.: 51.95%, KL div.: 0.345673] [G loss: 0.707051, KL div.: 0.707051, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5067 [D loss: 0.691342, acc.: 50.39%, KL div.: 0.344540] [G loss: 0.706410, KL div.: 0.706410, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5068 [D loss: 0.692429, acc.: 48.83%, KL div.: 0.344054] [G loss: 0.696666, KL div.: 0.696666, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5069 [D loss: 0.687308, acc.: 58.98%, KL div.: 0.342239] [G loss: 0.700515, KL div.: 0.700515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5070 [D loss: 0.694512, acc.: 44.92%, KL div.: 0.345485] [G loss: 0.699170, KL div.: 0.699170, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5071 [D loss: 0.693175, acc.: 50.00%, KL div.: 0.345493] [G loss: 0.704614, KL div.: 0.704614, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5072 [D loss: 0.693766, acc.: 47.27%, KL div.: 0.348296] [G loss: 0.706369, KL div.: 0.706369, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5073 [D loss: 0.693368, acc.: 51.17%, KL div.: 0.345860] [G loss: 0.717462, KL div.: 0.717462, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5074 [D loss: 0.688035, acc.: 53.52%, KL div.: 0.344033] [G loss: 0.706385, KL div.: 0.706385, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5075 [D loss: 0.693073, acc.: 53.52%, KL div.: 0.349408] [G loss: 0.715496, KL div.: 0.715496, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5076 [D loss: 0.691808, acc.: 51.17%, KL div.: 0.348803] [G loss: 0.717233, KL div.: 0.717233, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
5077 [D loss: 0.691331, acc.: 53.12%, KL div.: 0.347832] [G loss: 0.710714, KL div.: 0.710714, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5078 [D loss: 0.689144, acc.: 52.73%, KL div.: 0.344667] [G loss: 0.711013, KL div.: 0.711013, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5079 [D loss: 0.695953, acc.: 46.48%, KL div.: 0.350734] [G loss: 0.706480, KL div.: 0.706480, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5080 [D loss: 0.689859, acc.: 53.52%, KL div.: 0.343929] [G loss: 0.698053, KL div.: 0.698053, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5081 [D loss: 0.693814, acc.: 49.22%, KL div.: 0.344324] [G loss: 0.700354, KL div.: 0.700354, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5082 [D loss: 0.689248, acc.: 52.34%, KL div.: 0.343479] [G loss: 0.702967, KL div.: 0.702967, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5083 [D loss: 0.694644, acc.: 48.05%, KL div.: 0.349637] [G loss: 0.713356, KL div.: 0.713356, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5084 [D loss: 0.689102, acc.: 55.47%, KL div.: 0.344744] [G loss: 0.713194, KL div.: 0.713194, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5085 [D loss: 0.691694, acc.: 52.73%, KL div.: 0.347251] [G loss: 0.717864, KL div.: 0.717864, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5086 [D loss: 0.690933, acc.: 56.25%, KL div.: 0.348808] [G loss: 0.715570, KL div.: 0.715570, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5087 [D loss: 0.688093, acc.: 57.03%, KL div.: 0.343436] [G loss: 0.720621, KL div.: 0.720621, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5088 [D loss: 0.694346, acc.: 48.44%, KL div.: 0.351345] [G loss: 0.709066, KL div.: 0.709066, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5089 [D loss: 0.694727, acc.: 49.22%, KL div.: 0.351112] [G loss: 0.709021, KL div.: 0.709021, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5090 [D loss: 0.687918, acc.: 59.77%, KL div.: 0.343195] [G loss: 0.698977, KL div.: 0.698977, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5091 [D loss: 0.691641, acc.: 53.52%, KL div.: 0.343568] [G loss: 0.707898, KL div.: 0.707898, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5092 [D loss: 0.688903, acc.: 56.64%, KL div.: 0.343622] [G loss: 0.708098, KL div.: 0.708098, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5093 [D loss: 0.692458, acc.: 51.95%, KL div.: 0.345399] [G loss: 0.699025, KL div.: 0.699025, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5094 [D loss: 0.691074, acc.: 49.61%, KL div.: 0.345100] [G loss: 0.706312, KL div.: 0.706312, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5095 [D loss: 0.695008, acc.: 50.39%, KL div.: 0.346513] [G loss: 0.712690, KL div.: 0.712690, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5096 [D loss: 0.692871, acc.: 48.83%, KL div.: 0.347191] [G loss: 0.711597, KL div.: 0.711597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5097 [D loss: 0.691811, acc.: 52.73%, KL div.: 0.347924] [G loss: 0.710761, KL div.: 0.710761, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5098 [D loss: 0.691665, acc.: 56.25%, KL div.: 0.348669] [G loss: 0.713164, KL div.: 0.713164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5099 [D loss: 0.687813, acc.: 53.91%, KL div.: 0.344067] [G loss: 0.707330, KL div.: 0.707330, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 3s 94ms/step
4/4 [==============================] - 0s 30ms/step
5100 [D loss: 0.687530, acc.: 59.38%, KL div.: 0.344035] [G loss: 0.709564, KL div.: 0.709564, FID: 31.451533]
1/1 [==============================] - 0s 48ms/step
4/4 [==============================] - 0s 78ms/step
5101 [D loss: 0.689165, acc.: 58.59%, KL div.: 0.344216] [G loss: 0.707034, KL div.: 0.707034, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5102 [D loss: 0.691800, acc.: 51.17%, KL div.: 0.346795] [G loss: 0.706700, KL div.: 0.706700, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5103 [D loss: 0.688128, acc.: 54.30%, KL div.: 0.342137] [G loss: 0.709054, KL div.: 0.709054, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5104 [D loss: 0.693628, acc.: 52.34%, KL div.: 0.345035] [G loss: 0.708252, KL div.: 0.708252, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5105 [D loss: 0.690856, acc.: 54.30%, KL div.: 0.343063] [G loss: 0.707435, KL div.: 0.707435, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5106 [D loss: 0.693741, acc.: 50.78%, KL div.: 0.345943] [G loss: 0.705331, KL div.: 0.705331, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5107 [D loss: 0.689843, acc.: 55.86%, KL div.: 0.345772] [G loss: 0.717766, KL div.: 0.717766, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5108 [D loss: 0.688333, acc.: 56.64%, KL div.: 0.347329] [G loss: 0.716543, KL div.: 0.716543, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5109 [D loss: 0.687177, acc.: 56.64%, KL div.: 0.345480] [G loss: 0.716460, KL div.: 0.716460, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5110 [D loss: 0.686609, acc.: 55.47%, KL div.: 0.342815] [G loss: 0.708439, KL div.: 0.708439, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5111 [D loss: 0.694402, acc.: 48.05%, KL div.: 0.348454] [G loss: 0.709307, KL div.: 0.709307, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5112 [D loss: 0.694798, acc.: 49.61%, KL div.: 0.348059] [G loss: 0.712550, KL div.: 0.712550, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5113 [D loss: 0.694439, acc.: 49.22%, KL div.: 0.345420] [G loss: 0.700154, KL div.: 0.700154, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5114 [D loss: 0.691410, acc.: 53.52%, KL div.: 0.345271] [G loss: 0.707894, KL div.: 0.707894, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
5115 [D loss: 0.691407, acc.: 53.12%, KL div.: 0.342772] [G loss: 0.692632, KL div.: 0.692632, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5116 [D loss: 0.693163, acc.: 51.95%, KL div.: 0.343541] [G loss: 0.706985, KL div.: 0.706985, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5117 [D loss: 0.694372, acc.: 50.00%, KL div.: 0.346346] [G loss: 0.707333, KL div.: 0.707333, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5118 [D loss: 0.692426, acc.: 50.78%, KL div.: 0.348946] [G loss: 0.709527, KL div.: 0.709526, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5119 [D loss: 0.693129, acc.: 51.56%, KL div.: 0.347912] [G loss: 0.706357, KL div.: 0.706357, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5120 [D loss: 0.689300, acc.: 55.47%, KL div.: 0.345086] [G loss: 0.713621, KL div.: 0.713621, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5121 [D loss: 0.690944, acc.: 53.12%, KL div.: 0.345100] [G loss: 0.710117, KL div.: 0.710117, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5122 [D loss: 0.686647, acc.: 60.16%, KL div.: 0.343482] [G loss: 0.712493, KL div.: 0.712493, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5123 [D loss: 0.687912, acc.: 57.42%, KL div.: 0.341427] [G loss: 0.706734, KL div.: 0.706734, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5124 [D loss: 0.690323, acc.: 52.34%, KL div.: 0.342041] [G loss: 0.694783, KL div.: 0.694783, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5125 [D loss: 0.692447, acc.: 55.08%, KL div.: 0.340902] [G loss: 0.706092, KL div.: 0.706092, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5126 [D loss: 0.690409, acc.: 52.73%, KL div.: 0.341771] [G loss: 0.699969, KL div.: 0.699969, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5127 [D loss: 0.689212, acc.: 55.86%, KL div.: 0.343183] [G loss: 0.709576, KL div.: 0.709576, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5128 [D loss: 0.692228, acc.: 52.34%, KL div.: 0.345938] [G loss: 0.713054, KL div.: 0.713054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5129 [D loss: 0.692308, acc.: 54.30%, KL div.: 0.346862] [G loss: 0.712707, KL div.: 0.712707, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5130 [D loss: 0.693782, acc.: 50.39%, KL div.: 0.349554] [G loss: 0.714716, KL div.: 0.714716, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5131 [D loss: 0.692908, acc.: 51.56%, KL div.: 0.349715] [G loss: 0.708710, KL div.: 0.708710, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5132 [D loss: 0.693286, acc.: 51.17%, KL div.: 0.348469] [G loss: 0.709077, KL div.: 0.709077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5133 [D loss: 0.686054, acc.: 59.38%, KL div.: 0.341843] [G loss: 0.707890, KL div.: 0.707890, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5134 [D loss: 0.691537, acc.: 53.52%, KL div.: 0.347056] [G loss: 0.707443, KL div.: 0.707443, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5135 [D loss: 0.694365, acc.: 51.17%, KL div.: 0.344702] [G loss: 0.702369, KL div.: 0.702369, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5136 [D loss: 0.687847, acc.: 58.59%, KL div.: 0.338689] [G loss: 0.699566, KL div.: 0.699566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5137 [D loss: 0.689048, acc.: 54.69%, KL div.: 0.340471] [G loss: 0.701699, KL div.: 0.701699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5138 [D loss: 0.690905, acc.: 51.56%, KL div.: 0.347311] [G loss: 0.703523, KL div.: 0.703523, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5139 [D loss: 0.693578, acc.: 53.52%, KL div.: 0.345636] [G loss: 0.695434, KL div.: 0.695434, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5140 [D loss: 0.690010, acc.: 53.91%, KL div.: 0.346622] [G loss: 0.708152, KL div.: 0.708152, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5141 [D loss: 0.691833, acc.: 49.22%, KL div.: 0.348927] [G loss: 0.710903, KL div.: 0.710903, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5142 [D loss: 0.695388, acc.: 50.00%, KL div.: 0.349936] [G loss: 0.714622, KL div.: 0.714622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5143 [D loss: 0.690078, acc.: 57.81%, KL div.: 0.344777] [G loss: 0.705948, KL div.: 0.705948, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5144 [D loss: 0.686059, acc.: 57.03%, KL div.: 0.341351] [G loss: 0.701689, KL div.: 0.701689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5145 [D loss: 0.687456, acc.: 55.47%, KL div.: 0.343147] [G loss: 0.708351, KL div.: 0.708351, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5146 [D loss: 0.690107, acc.: 53.91%, KL div.: 0.341198] [G loss: 0.702336, KL div.: 0.702336, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5147 [D loss: 0.695073, acc.: 48.05%, KL div.: 0.342684] [G loss: 0.697975, KL div.: 0.697975, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5148 [D loss: 0.686927, acc.: 56.25%, KL div.: 0.339579] [G loss: 0.703223, KL div.: 0.703223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5149 [D loss: 0.690816, acc.: 50.39%, KL div.: 0.341148] [G loss: 0.703244, KL div.: 0.703244, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5150 [D loss: 0.687079, acc.: 58.20%, KL div.: 0.340649] [G loss: 0.704085, KL div.: 0.704085, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5151 [D loss: 0.697787, acc.: 44.53%, KL div.: 0.347845] [G loss: 0.696525, KL div.: 0.696525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5152 [D loss: 0.692040, acc.: 53.91%, KL div.: 0.345330] [G loss: 0.707608, KL div.: 0.707608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5153 [D loss: 0.690100, acc.: 53.91%, KL div.: 0.344255] [G loss: 0.702866, KL div.: 0.702866, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5154 [D loss: 0.688858, acc.: 53.12%, KL div.: 0.342174] [G loss: 0.704012, KL div.: 0.704012, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5155 [D loss: 0.688693, acc.: 57.03%, KL div.: 0.343061] [G loss: 0.698515, KL div.: 0.698515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5156 [D loss: 0.695206, acc.: 51.17%, KL div.: 0.346842] [G loss: 0.711321, KL div.: 0.711320, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5157 [D loss: 0.692271, acc.: 51.17%, KL div.: 0.343673] [G loss: 0.710250, KL div.: 0.710250, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5158 [D loss: 0.692763, acc.: 49.22%, KL div.: 0.343615] [G loss: 0.696176, KL div.: 0.696176, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5159 [D loss: 0.692822, acc.: 53.12%, KL div.: 0.341005] [G loss: 0.701542, KL div.: 0.701542, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5160 [D loss: 0.690591, acc.: 51.17%, KL div.: 0.342125] [G loss: 0.696222, KL div.: 0.696222, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5161 [D loss: 0.689544, acc.: 53.52%, KL div.: 0.342621] [G loss: 0.705214, KL div.: 0.705214, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5162 [D loss: 0.688539, acc.: 54.69%, KL div.: 0.341744] [G loss: 0.710039, KL div.: 0.710039, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5163 [D loss: 0.691583, acc.: 52.73%, KL div.: 0.343888] [G loss: 0.713812, KL div.: 0.713812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5164 [D loss: 0.690616, acc.: 52.73%, KL div.: 0.343685] [G loss: 0.711872, KL div.: 0.711872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5165 [D loss: 0.691033, acc.: 51.56%, KL div.: 0.345809] [G loss: 0.704081, KL div.: 0.704081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5166 [D loss: 0.694339, acc.: 50.00%, KL div.: 0.346170] [G loss: 0.701114, KL div.: 0.701114, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5167 [D loss: 0.694684, acc.: 48.44%, KL div.: 0.347486] [G loss: 0.702130, KL div.: 0.702130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5168 [D loss: 0.689905, acc.: 53.91%, KL div.: 0.341853] [G loss: 0.700098, KL div.: 0.700098, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5169 [D loss: 0.688826, acc.: 58.59%, KL div.: 0.342010] [G loss: 0.699104, KL div.: 0.699104, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5170 [D loss: 0.690581, acc.: 54.30%, KL div.: 0.340277] [G loss: 0.694031, KL div.: 0.694031, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5171 [D loss: 0.691403, acc.: 50.78%, KL div.: 0.341062] [G loss: 0.702449, KL div.: 0.702449, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5172 [D loss: 0.689159, acc.: 51.17%, KL div.: 0.339512] [G loss: 0.706901, KL div.: 0.706901, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5173 [D loss: 0.690650, acc.: 50.78%, KL div.: 0.342018] [G loss: 0.706895, KL div.: 0.706895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5174 [D loss: 0.688107, acc.: 55.08%, KL div.: 0.342676] [G loss: 0.712730, KL div.: 0.712730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5175 [D loss: 0.687273, acc.: 55.08%, KL div.: 0.343213] [G loss: 0.710420, KL div.: 0.710420, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5176 [D loss: 0.691210, acc.: 52.73%, KL div.: 0.343776] [G loss: 0.712796, KL div.: 0.712796, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5177 [D loss: 0.694928, acc.: 52.73%, KL div.: 0.347167] [G loss: 0.700574, KL div.: 0.700574, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5178 [D loss: 0.688379, acc.: 55.86%, KL div.: 0.342364] [G loss: 0.706007, KL div.: 0.706007, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5179 [D loss: 0.691393, acc.: 54.69%, KL div.: 0.342574] [G loss: 0.711899, KL div.: 0.711899, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5180 [D loss: 0.690798, acc.: 53.12%, KL div.: 0.345411] [G loss: 0.714020, KL div.: 0.714020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5181 [D loss: 0.692770, acc.: 51.95%, KL div.: 0.345951] [G loss: 0.702938, KL div.: 0.702938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5182 [D loss: 0.690041, acc.: 55.08%, KL div.: 0.342205] [G loss: 0.707271, KL div.: 0.707271, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5183 [D loss: 0.689514, acc.: 53.12%, KL div.: 0.341233] [G loss: 0.705300, KL div.: 0.705300, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5184 [D loss: 0.688261, acc.: 57.81%, KL div.: 0.343166] [G loss: 0.698299, KL div.: 0.698299, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5185 [D loss: 0.695964, acc.: 46.88%, KL div.: 0.345281] [G loss: 0.711600, KL div.: 0.711600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5186 [D loss: 0.691462, acc.: 54.30%, KL div.: 0.347254] [G loss: 0.707103, KL div.: 0.707103, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5187 [D loss: 0.687582, acc.: 56.25%, KL div.: 0.342899] [G loss: 0.712905, KL div.: 0.712905, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5188 [D loss: 0.690391, acc.: 55.86%, KL div.: 0.343799] [G loss: 0.705882, KL div.: 0.705882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5189 [D loss: 0.692068, acc.: 54.69%, KL div.: 0.349015] [G loss: 0.711613, KL div.: 0.711613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5190 [D loss: 0.692291, acc.: 53.52%, KL div.: 0.346922] [G loss: 0.708917, KL div.: 0.708917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5191 [D loss: 0.689488, acc.: 53.12%, KL div.: 0.341112] [G loss: 0.709107, KL div.: 0.709107, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5192 [D loss: 0.688946, acc.: 56.25%, KL div.: 0.343592] [G loss: 0.702818, KL div.: 0.702818, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5193 [D loss: 0.691958, acc.: 49.61%, KL div.: 0.344928] [G loss: 0.704723, KL div.: 0.704723, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5194 [D loss: 0.688222, acc.: 57.03%, KL div.: 0.342766] [G loss: 0.698851, KL div.: 0.698851, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5195 [D loss: 0.694619, acc.: 48.05%, KL div.: 0.343186] [G loss: 0.706118, KL div.: 0.706118, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5196 [D loss: 0.695341, acc.: 46.48%, KL div.: 0.344906] [G loss: 0.707023, KL div.: 0.707023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5197 [D loss: 0.696600, acc.: 47.27%, KL div.: 0.345511] [G loss: 0.706303, KL div.: 0.706303, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5198 [D loss: 0.689908, acc.: 55.86%, KL div.: 0.342358] [G loss: 0.710675, KL div.: 0.710675, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5199 [D loss: 0.691111, acc.: 53.91%, KL div.: 0.344446] [G loss: 0.709211, KL div.: 0.709211, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 64ms/step
4/4 [==============================] - 0s 26ms/step
5200 [D loss: 0.690805, acc.: 51.17%, KL div.: 0.343115] [G loss: 0.704939, KL div.: 0.704939, FID: 38.823841]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 76ms/step
5201 [D loss: 0.683162, acc.: 58.59%, KL div.: 0.341077] [G loss: 0.704974, KL div.: 0.704974, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5202 [D loss: 0.694808, acc.: 49.22%, KL div.: 0.344734] [G loss: 0.707584, KL div.: 0.707584, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5203 [D loss: 0.693656, acc.: 48.05%, KL div.: 0.344626] [G loss: 0.698149, KL div.: 0.698149, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5204 [D loss: 0.692628, acc.: 48.05%, KL div.: 0.343759] [G loss: 0.702524, KL div.: 0.702524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5205 [D loss: 0.693128, acc.: 53.12%, KL div.: 0.344051] [G loss: 0.703199, KL div.: 0.703199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5206 [D loss: 0.694199, acc.: 51.17%, KL div.: 0.343727] [G loss: 0.710251, KL div.: 0.710251, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5207 [D loss: 0.693438, acc.: 52.34%, KL div.: 0.346839] [G loss: 0.706860, KL div.: 0.706860, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5208 [D loss: 0.690199, acc.: 52.34%, KL div.: 0.344455] [G loss: 0.711117, KL div.: 0.711117, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5209 [D loss: 0.689593, acc.: 53.91%, KL div.: 0.342504] [G loss: 0.704056, KL div.: 0.704056, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5210 [D loss: 0.689644, acc.: 56.25%, KL div.: 0.342057] [G loss: 0.706375, KL div.: 0.706375, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5211 [D loss: 0.691190, acc.: 51.56%, KL div.: 0.343423] [G loss: 0.704802, KL div.: 0.704802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5212 [D loss: 0.693729, acc.: 50.00%, KL div.: 0.343471] [G loss: 0.705170, KL div.: 0.705170, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5213 [D loss: 0.696562, acc.: 45.31%, KL div.: 0.345479] [G loss: 0.708067, KL div.: 0.708067, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5214 [D loss: 0.693402, acc.: 48.44%, KL div.: 0.344572] [G loss: 0.700163, KL div.: 0.700163, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5215 [D loss: 0.694954, acc.: 48.83%, KL div.: 0.343409] [G loss: 0.702778, KL div.: 0.702778, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5216 [D loss: 0.692457, acc.: 50.00%, KL div.: 0.346939] [G loss: 0.708807, KL div.: 0.708807, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5217 [D loss: 0.692924, acc.: 54.30%, KL div.: 0.344578] [G loss: 0.707293, KL div.: 0.707293, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5218 [D loss: 0.696577, acc.: 48.83%, KL div.: 0.349073] [G loss: 0.712046, KL div.: 0.712046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5219 [D loss: 0.693049, acc.: 51.17%, KL div.: 0.348848] [G loss: 0.706802, KL div.: 0.706802, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5220 [D loss: 0.688730, acc.: 54.30%, KL div.: 0.346031] [G loss: 0.707974, KL div.: 0.707974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5221 [D loss: 0.690795, acc.: 53.52%, KL div.: 0.343542] [G loss: 0.709508, KL div.: 0.709508, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5222 [D loss: 0.690312, acc.: 53.12%, KL div.: 0.345327] [G loss: 0.704597, KL div.: 0.704597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5223 [D loss: 0.687410, acc.: 57.81%, KL div.: 0.346057] [G loss: 0.710395, KL div.: 0.710395, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5224 [D loss: 0.693667, acc.: 48.44%, KL div.: 0.345059] [G loss: 0.705227, KL div.: 0.705227, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5225 [D loss: 0.693012, acc.: 48.83%, KL div.: 0.343556] [G loss: 0.703762, KL div.: 0.703762, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5226 [D loss: 0.689280, acc.: 54.30%, KL div.: 0.342296] [G loss: 0.707456, KL div.: 0.707456, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5227 [D loss: 0.693143, acc.: 53.12%, KL div.: 0.351038] [G loss: 0.712675, KL div.: 0.712675, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5228 [D loss: 0.688208, acc.: 55.08%, KL div.: 0.345596] [G loss: 0.712998, KL div.: 0.712998, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5229 [D loss: 0.696000, acc.: 48.05%, KL div.: 0.350219] [G loss: 0.705591, KL div.: 0.705591, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5230 [D loss: 0.694002, acc.: 50.78%, KL div.: 0.345748] [G loss: 0.707140, KL div.: 0.707140, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5231 [D loss: 0.693214, acc.: 52.73%, KL div.: 0.346591] [G loss: 0.699800, KL div.: 0.699800, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5232 [D loss: 0.689108, acc.: 53.12%, KL div.: 0.344006] [G loss: 0.712475, KL div.: 0.712475, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5233 [D loss: 0.693434, acc.: 51.95%, KL div.: 0.345814] [G loss: 0.701863, KL div.: 0.701863, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5234 [D loss: 0.686610, acc.: 56.25%, KL div.: 0.343233] [G loss: 0.701519, KL div.: 0.701519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5235 [D loss: 0.692332, acc.: 52.34%, KL div.: 0.343151] [G loss: 0.705502, KL div.: 0.705502, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5236 [D loss: 0.694950, acc.: 44.53%, KL div.: 0.345786] [G loss: 0.703089, KL div.: 0.703089, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5237 [D loss: 0.695565, acc.: 47.27%, KL div.: 0.348667] [G loss: 0.708425, KL div.: 0.708425, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5238 [D loss: 0.694185, acc.: 48.44%, KL div.: 0.349619] [G loss: 0.703859, KL div.: 0.703859, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5239 [D loss: 0.693882, acc.: 52.34%, KL div.: 0.347422] [G loss: 0.709656, KL div.: 0.709656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5240 [D loss: 0.688599, acc.: 56.25%, KL div.: 0.344748] [G loss: 0.701682, KL div.: 0.701682, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5241 [D loss: 0.696556, acc.: 44.14%, KL div.: 0.345256] [G loss: 0.702301, KL div.: 0.702301, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5242 [D loss: 0.689812, acc.: 51.17%, KL div.: 0.341563] [G loss: 0.695502, KL div.: 0.695502, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5243 [D loss: 0.689617, acc.: 53.12%, KL div.: 0.339717] [G loss: 0.696546, KL div.: 0.696546, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5244 [D loss: 0.690938, acc.: 51.95%, KL div.: 0.343970] [G loss: 0.709601, KL div.: 0.709601, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5245 [D loss: 0.689172, acc.: 52.34%, KL div.: 0.343954] [G loss: 0.715693, KL div.: 0.715693, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5246 [D loss: 0.692357, acc.: 51.17%, KL div.: 0.348453] [G loss: 0.715292, KL div.: 0.715292, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5247 [D loss: 0.690854, acc.: 54.69%, KL div.: 0.347888] [G loss: 0.707654, KL div.: 0.707654, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5248 [D loss: 0.691243, acc.: 50.39%, KL div.: 0.349449] [G loss: 0.711676, KL div.: 0.711676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5249 [D loss: 0.692126, acc.: 53.12%, KL div.: 0.346951] [G loss: 0.709215, KL div.: 0.709215, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5250 [D loss: 0.691770, acc.: 57.03%, KL div.: 0.345800] [G loss: 0.705133, KL div.: 0.705133, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
5251 [D loss: 0.692630, acc.: 51.95%, KL div.: 0.345340] [G loss: 0.707020, KL div.: 0.707020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5252 [D loss: 0.689122, acc.: 53.12%, KL div.: 0.344727] [G loss: 0.703270, KL div.: 0.703270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5253 [D loss: 0.694963, acc.: 48.83%, KL div.: 0.343800] [G loss: 0.700631, KL div.: 0.700631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5254 [D loss: 0.688980, acc.: 52.73%, KL div.: 0.341705] [G loss: 0.712141, KL div.: 0.712141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5255 [D loss: 0.691640, acc.: 51.56%, KL div.: 0.344689] [G loss: 0.712604, KL div.: 0.712604, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5256 [D loss: 0.688120, acc.: 53.91%, KL div.: 0.344593] [G loss: 0.716762, KL div.: 0.716762, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5257 [D loss: 0.695741, acc.: 47.27%, KL div.: 0.351000] [G loss: 0.713181, KL div.: 0.713181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5258 [D loss: 0.687010, acc.: 59.38%, KL div.: 0.344724] [G loss: 0.708808, KL div.: 0.708808, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5259 [D loss: 0.690519, acc.: 52.73%, KL div.: 0.346784] [G loss: 0.711695, KL div.: 0.711695, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5260 [D loss: 0.693657, acc.: 52.34%, KL div.: 0.349055] [G loss: 0.702812, KL div.: 0.702812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5261 [D loss: 0.683850, acc.: 59.38%, KL div.: 0.340109] [G loss: 0.709652, KL div.: 0.709652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5262 [D loss: 0.692155, acc.: 50.39%, KL div.: 0.345858] [G loss: 0.705662, KL div.: 0.705662, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5263 [D loss: 0.689666, acc.: 51.17%, KL div.: 0.341983] [G loss: 0.713828, KL div.: 0.713828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5264 [D loss: 0.686980, acc.: 55.08%, KL div.: 0.342830] [G loss: 0.711951, KL div.: 0.711951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5265 [D loss: 0.688168, acc.: 57.81%, KL div.: 0.343056] [G loss: 0.713186, KL div.: 0.713186, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5266 [D loss: 0.692235, acc.: 51.95%, KL div.: 0.346531] [G loss: 0.710757, KL div.: 0.710757, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5267 [D loss: 0.687070, acc.: 57.03%, KL div.: 0.343477] [G loss: 0.704186, KL div.: 0.704186, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5268 [D loss: 0.688874, acc.: 55.08%, KL div.: 0.344602] [G loss: 0.711725, KL div.: 0.711725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5269 [D loss: 0.692824, acc.: 50.78%, KL div.: 0.346631] [G loss: 0.703015, KL div.: 0.703015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5270 [D loss: 0.691792, acc.: 51.17%, KL div.: 0.344282] [G loss: 0.705112, KL div.: 0.705112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5271 [D loss: 0.690245, acc.: 56.64%, KL div.: 0.344318] [G loss: 0.708971, KL div.: 0.708971, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5272 [D loss: 0.690962, acc.: 51.56%, KL div.: 0.344077] [G loss: 0.706393, KL div.: 0.706393, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5273 [D loss: 0.688813, acc.: 52.34%, KL div.: 0.343655] [G loss: 0.708324, KL div.: 0.708324, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5274 [D loss: 0.691392, acc.: 53.52%, KL div.: 0.344434] [G loss: 0.721636, KL div.: 0.721636, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5275 [D loss: 0.691043, acc.: 52.34%, KL div.: 0.343708] [G loss: 0.704005, KL div.: 0.704005, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5276 [D loss: 0.691031, acc.: 54.69%, KL div.: 0.343853] [G loss: 0.709061, KL div.: 0.709061, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5277 [D loss: 0.690677, acc.: 53.91%, KL div.: 0.344194] [G loss: 0.707327, KL div.: 0.707327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5278 [D loss: 0.693218, acc.: 49.61%, KL div.: 0.345737] [G loss: 0.712896, KL div.: 0.712896, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5279 [D loss: 0.692647, acc.: 49.22%, KL div.: 0.346134] [G loss: 0.704474, KL div.: 0.704474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5280 [D loss: 0.696158, acc.: 48.83%, KL div.: 0.350255] [G loss: 0.710021, KL div.: 0.710021, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5281 [D loss: 0.688243, acc.: 57.03%, KL div.: 0.345705] [G loss: 0.711330, KL div.: 0.711330, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5282 [D loss: 0.687191, acc.: 55.08%, KL div.: 0.343974] [G loss: 0.713493, KL div.: 0.713493, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5283 [D loss: 0.690456, acc.: 57.03%, KL div.: 0.344549] [G loss: 0.706711, KL div.: 0.706711, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
5284 [D loss: 0.686311, acc.: 54.30%, KL div.: 0.340936] [G loss: 0.704960, KL div.: 0.704960, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5285 [D loss: 0.690762, acc.: 52.73%, KL div.: 0.344092] [G loss: 0.716047, KL div.: 0.716047, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5286 [D loss: 0.688838, acc.: 54.69%, KL div.: 0.346053] [G loss: 0.706903, KL div.: 0.706903, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5287 [D loss: 0.695690, acc.: 44.92%, KL div.: 0.346995] [G loss: 0.704121, KL div.: 0.704121, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5288 [D loss: 0.695398, acc.: 46.88%, KL div.: 0.346134] [G loss: 0.703474, KL div.: 0.703474, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5289 [D loss: 0.691573, acc.: 53.91%, KL div.: 0.344226] [G loss: 0.702500, KL div.: 0.702500, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5290 [D loss: 0.688160, acc.: 58.20%, KL div.: 0.342681] [G loss: 0.709757, KL div.: 0.709757, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5291 [D loss: 0.695622, acc.: 48.05%, KL div.: 0.346151] [G loss: 0.698647, KL div.: 0.698647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5292 [D loss: 0.690834, acc.: 53.91%, KL div.: 0.349085] [G loss: 0.711165, KL div.: 0.711165, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5293 [D loss: 0.690196, acc.: 57.03%, KL div.: 0.341826] [G loss: 0.709880, KL div.: 0.709880, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5294 [D loss: 0.692513, acc.: 51.56%, KL div.: 0.345156] [G loss: 0.699602, KL div.: 0.699602, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5295 [D loss: 0.688624, acc.: 56.64%, KL div.: 0.343764] [G loss: 0.704057, KL div.: 0.704057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5296 [D loss: 0.688349, acc.: 54.69%, KL div.: 0.344559] [G loss: 0.711412, KL div.: 0.711412, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5297 [D loss: 0.695919, acc.: 46.48%, KL div.: 0.348432] [G loss: 0.707830, KL div.: 0.707830, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5298 [D loss: 0.690737, acc.: 54.69%, KL div.: 0.343502] [G loss: 0.709851, KL div.: 0.709851, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5299 [D loss: 0.695664, acc.: 50.39%, KL div.: 0.347317] [G loss: 0.709882, KL div.: 0.709882, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 0s 22ms/step
5300 [D loss: 0.691499, acc.: 51.17%, KL div.: 0.346651] [G loss: 0.704755, KL div.: 0.704755, FID: 39.699948]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 71ms/step
5301 [D loss: 0.692676, acc.: 51.95%, KL div.: 0.346743] [G loss: 0.706300, KL div.: 0.706300, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5302 [D loss: 0.685977, acc.: 59.38%, KL div.: 0.344021] [G loss: 0.715297, KL div.: 0.715297, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5303 [D loss: 0.688136, acc.: 52.73%, KL div.: 0.342043] [G loss: 0.701689, KL div.: 0.701688, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5304 [D loss: 0.693622, acc.: 53.91%, KL div.: 0.343358] [G loss: 0.708554, KL div.: 0.708554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5305 [D loss: 0.695088, acc.: 47.66%, KL div.: 0.345730] [G loss: 0.701572, KL div.: 0.701572, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5306 [D loss: 0.691133, acc.: 56.25%, KL div.: 0.345933] [G loss: 0.711702, KL div.: 0.711702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5307 [D loss: 0.694683, acc.: 49.22%, KL div.: 0.345777] [G loss: 0.700527, KL div.: 0.700527, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5308 [D loss: 0.689726, acc.: 53.52%, KL div.: 0.343259] [G loss: 0.710572, KL div.: 0.710572, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5309 [D loss: 0.687641, acc.: 58.20%, KL div.: 0.344527] [G loss: 0.711810, KL div.: 0.711810, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5310 [D loss: 0.690673, acc.: 55.08%, KL div.: 0.348189] [G loss: 0.717183, KL div.: 0.717183, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5311 [D loss: 0.690967, acc.: 54.69%, KL div.: 0.344076] [G loss: 0.712693, KL div.: 0.712693, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5312 [D loss: 0.694784, acc.: 50.39%, KL div.: 0.347554] [G loss: 0.713130, KL div.: 0.713130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5313 [D loss: 0.692961, acc.: 48.44%, KL div.: 0.348706] [G loss: 0.708471, KL div.: 0.708471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5314 [D loss: 0.690492, acc.: 52.34%, KL div.: 0.345121] [G loss: 0.707450, KL div.: 0.707450, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5315 [D loss: 0.692672, acc.: 52.73%, KL div.: 0.344447] [G loss: 0.699553, KL div.: 0.699553, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5316 [D loss: 0.690493, acc.: 54.69%, KL div.: 0.343118] [G loss: 0.698993, KL div.: 0.698993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5317 [D loss: 0.685796, acc.: 55.47%, KL div.: 0.340946] [G loss: 0.703990, KL div.: 0.703990, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5318 [D loss: 0.689925, acc.: 55.08%, KL div.: 0.341240] [G loss: 0.702168, KL div.: 0.702168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5319 [D loss: 0.694300, acc.: 49.61%, KL div.: 0.342483] [G loss: 0.692595, KL div.: 0.692595, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5320 [D loss: 0.689472, acc.: 53.91%, KL div.: 0.345035] [G loss: 0.705227, KL div.: 0.705227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5321 [D loss: 0.693715, acc.: 48.05%, KL div.: 0.347131] [G loss: 0.712052, KL div.: 0.712052, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5322 [D loss: 0.687831, acc.: 56.25%, KL div.: 0.343697] [G loss: 0.708669, KL div.: 0.708669, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5323 [D loss: 0.693391, acc.: 52.34%, KL div.: 0.347421] [G loss: 0.707449, KL div.: 0.707449, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5324 [D loss: 0.691376, acc.: 51.95%, KL div.: 0.346965] [G loss: 0.708385, KL div.: 0.708385, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5325 [D loss: 0.689035, acc.: 54.69%, KL div.: 0.343922] [G loss: 0.702223, KL div.: 0.702223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5326 [D loss: 0.689298, acc.: 54.30%, KL div.: 0.343034] [G loss: 0.710108, KL div.: 0.710108, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5327 [D loss: 0.690254, acc.: 54.69%, KL div.: 0.343769] [G loss: 0.708312, KL div.: 0.708312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5328 [D loss: 0.686386, acc.: 55.47%, KL div.: 0.343894] [G loss: 0.713608, KL div.: 0.713608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5329 [D loss: 0.688449, acc.: 57.42%, KL div.: 0.343925] [G loss: 0.704827, KL div.: 0.704827, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5330 [D loss: 0.691036, acc.: 52.34%, KL div.: 0.344479] [G loss: 0.707638, KL div.: 0.707638, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5331 [D loss: 0.688129, acc.: 53.52%, KL div.: 0.340793] [G loss: 0.708884, KL div.: 0.708884, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5332 [D loss: 0.691358, acc.: 54.69%, KL div.: 0.342516] [G loss: 0.699657, KL div.: 0.699657, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5333 [D loss: 0.689993, acc.: 53.52%, KL div.: 0.341073] [G loss: 0.698350, KL div.: 0.698350, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5334 [D loss: 0.693692, acc.: 48.44%, KL div.: 0.345332] [G loss: 0.704216, KL div.: 0.704216, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5335 [D loss: 0.691370, acc.: 54.30%, KL div.: 0.346319] [G loss: 0.704452, KL div.: 0.704452, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5336 [D loss: 0.694512, acc.: 52.34%, KL div.: 0.346825] [G loss: 0.704784, KL div.: 0.704784, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5337 [D loss: 0.690733, acc.: 53.12%, KL div.: 0.341920] [G loss: 0.702018, KL div.: 0.702018, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5338 [D loss: 0.691998, acc.: 53.52%, KL div.: 0.344386] [G loss: 0.705501, KL div.: 0.705501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5339 [D loss: 0.689712, acc.: 54.69%, KL div.: 0.341730] [G loss: 0.706454, KL div.: 0.706454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5340 [D loss: 0.691081, acc.: 56.64%, KL div.: 0.344617] [G loss: 0.711354, KL div.: 0.711354, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5341 [D loss: 0.696139, acc.: 49.22%, KL div.: 0.348704] [G loss: 0.702109, KL div.: 0.702109, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5342 [D loss: 0.694028, acc.: 47.27%, KL div.: 0.347491] [G loss: 0.709395, KL div.: 0.709395, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5343 [D loss: 0.694914, acc.: 50.00%, KL div.: 0.348574] [G loss: 0.712438, KL div.: 0.712438, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5344 [D loss: 0.688142, acc.: 55.08%, KL div.: 0.344450] [G loss: 0.708471, KL div.: 0.708471, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5345 [D loss: 0.689448, acc.: 53.91%, KL div.: 0.346573] [G loss: 0.707077, KL div.: 0.707077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5346 [D loss: 0.695234, acc.: 50.39%, KL div.: 0.347988] [G loss: 0.706753, KL div.: 0.706753, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5347 [D loss: 0.691420, acc.: 51.95%, KL div.: 0.345374] [G loss: 0.705824, KL div.: 0.705824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5348 [D loss: 0.684908, acc.: 59.77%, KL div.: 0.340310] [G loss: 0.709880, KL div.: 0.709880, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5349 [D loss: 0.690846, acc.: 51.17%, KL div.: 0.342940] [G loss: 0.707508, KL div.: 0.707508, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5350 [D loss: 0.696556, acc.: 48.44%, KL div.: 0.346025] [G loss: 0.701747, KL div.: 0.701747, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5351 [D loss: 0.691964, acc.: 52.34%, KL div.: 0.345443] [G loss: 0.708461, KL div.: 0.708461, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5352 [D loss: 0.690298, acc.: 54.30%, KL div.: 0.347285] [G loss: 0.719553, KL div.: 0.719553, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5353 [D loss: 0.688764, acc.: 52.73%, KL div.: 0.343926] [G loss: 0.715775, KL div.: 0.715775, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5354 [D loss: 0.687369, acc.: 56.25%, KL div.: 0.343624] [G loss: 0.714063, KL div.: 0.714063, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5355 [D loss: 0.692244, acc.: 55.08%, KL div.: 0.349285] [G loss: 0.710724, KL div.: 0.710724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5356 [D loss: 0.688674, acc.: 55.08%, KL div.: 0.347068] [G loss: 0.709806, KL div.: 0.709806, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5357 [D loss: 0.686446, acc.: 56.25%, KL div.: 0.342133] [G loss: 0.696066, KL div.: 0.696066, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5358 [D loss: 0.684441, acc.: 57.81%, KL div.: 0.341208] [G loss: 0.704115, KL div.: 0.704115, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5359 [D loss: 0.689755, acc.: 51.17%, KL div.: 0.339837] [G loss: 0.701303, KL div.: 0.701303, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5360 [D loss: 0.688242, acc.: 57.81%, KL div.: 0.343864] [G loss: 0.708047, KL div.: 0.708047, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5361 [D loss: 0.695326, acc.: 47.27%, KL div.: 0.347128] [G loss: 0.707204, KL div.: 0.707204, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5362 [D loss: 0.690470, acc.: 51.56%, KL div.: 0.346762] [G loss: 0.710675, KL div.: 0.710675, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5363 [D loss: 0.694893, acc.: 50.00%, KL div.: 0.350791] [G loss: 0.708993, KL div.: 0.708993, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5364 [D loss: 0.692224, acc.: 53.12%, KL div.: 0.347835] [G loss: 0.705348, KL div.: 0.705348, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5365 [D loss: 0.696150, acc.: 45.70%, KL div.: 0.348619] [G loss: 0.705047, KL div.: 0.705047, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5366 [D loss: 0.692617, acc.: 50.00%, KL div.: 0.349114] [G loss: 0.708044, KL div.: 0.708044, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5367 [D loss: 0.693155, acc.: 50.78%, KL div.: 0.347571] [G loss: 0.707418, KL div.: 0.707418, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5368 [D loss: 0.694213, acc.: 53.91%, KL div.: 0.345705] [G loss: 0.709327, KL div.: 0.709327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5369 [D loss: 0.692689, acc.: 55.86%, KL div.: 0.344314] [G loss: 0.706364, KL div.: 0.706364, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5370 [D loss: 0.695551, acc.: 49.61%, KL div.: 0.346474] [G loss: 0.714624, KL div.: 0.714624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5371 [D loss: 0.691771, acc.: 51.56%, KL div.: 0.345395] [G loss: 0.714842, KL div.: 0.714842, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5372 [D loss: 0.692892, acc.: 51.95%, KL div.: 0.346621] [G loss: 0.711082, KL div.: 0.711082, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5373 [D loss: 0.693672, acc.: 52.34%, KL div.: 0.346172] [G loss: 0.707678, KL div.: 0.707678, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5374 [D loss: 0.694468, acc.: 48.83%, KL div.: 0.347233] [G loss: 0.705798, KL div.: 0.705798, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5375 [D loss: 0.689262, acc.: 56.25%, KL div.: 0.345654] [G loss: 0.713180, KL div.: 0.713180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5376 [D loss: 0.694229, acc.: 46.48%, KL div.: 0.348378] [G loss: 0.707175, KL div.: 0.707175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5377 [D loss: 0.694997, acc.: 50.00%, KL div.: 0.343969] [G loss: 0.706177, KL div.: 0.706177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5378 [D loss: 0.688684, acc.: 57.42%, KL div.: 0.343083] [G loss: 0.703835, KL div.: 0.703835, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5379 [D loss: 0.693844, acc.: 46.09%, KL div.: 0.343381] [G loss: 0.700936, KL div.: 0.700936, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5380 [D loss: 0.690728, acc.: 54.30%, KL div.: 0.344141] [G loss: 0.709510, KL div.: 0.709510, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5381 [D loss: 0.695496, acc.: 46.48%, KL div.: 0.346598] [G loss: 0.703387, KL div.: 0.703387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5382 [D loss: 0.690467, acc.: 52.34%, KL div.: 0.342908] [G loss: 0.710080, KL div.: 0.710080, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5383 [D loss: 0.689057, acc.: 55.86%, KL div.: 0.341785] [G loss: 0.708859, KL div.: 0.708859, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5384 [D loss: 0.691719, acc.: 52.73%, KL div.: 0.344148] [G loss: 0.705208, KL div.: 0.705208, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5385 [D loss: 0.687859, acc.: 51.95%, KL div.: 0.341057] [G loss: 0.702420, KL div.: 0.702420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5386 [D loss: 0.687136, acc.: 54.69%, KL div.: 0.343507] [G loss: 0.706253, KL div.: 0.706253, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5387 [D loss: 0.691279, acc.: 53.91%, KL div.: 0.343683] [G loss: 0.703091, KL div.: 0.703091, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5388 [D loss: 0.694587, acc.: 48.83%, KL div.: 0.346122] [G loss: 0.708698, KL div.: 0.708697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5389 [D loss: 0.693346, acc.: 50.39%, KL div.: 0.345021] [G loss: 0.701104, KL div.: 0.701104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5390 [D loss: 0.693448, acc.: 53.12%, KL div.: 0.344527] [G loss: 0.704691, KL div.: 0.704691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5391 [D loss: 0.691761, acc.: 53.91%, KL div.: 0.342786] [G loss: 0.695331, KL div.: 0.695331, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5392 [D loss: 0.692400, acc.: 53.12%, KL div.: 0.341773] [G loss: 0.701059, KL div.: 0.701059, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5393 [D loss: 0.689021, acc.: 53.12%, KL div.: 0.341658] [G loss: 0.705383, KL div.: 0.705383, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5394 [D loss: 0.693327, acc.: 50.39%, KL div.: 0.344533] [G loss: 0.707500, KL div.: 0.707500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5395 [D loss: 0.686852, acc.: 55.47%, KL div.: 0.340858] [G loss: 0.705113, KL div.: 0.705113, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5396 [D loss: 0.690291, acc.: 54.30%, KL div.: 0.344766] [G loss: 0.706105, KL div.: 0.706105, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5397 [D loss: 0.690085, acc.: 53.52%, KL div.: 0.343233] [G loss: 0.704436, KL div.: 0.704436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5398 [D loss: 0.689808, acc.: 54.30%, KL div.: 0.343740] [G loss: 0.708221, KL div.: 0.708221, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5399 [D loss: 0.687500, acc.: 54.69%, KL div.: 0.342065] [G loss: 0.705425, KL div.: 0.705425, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 69ms/step
4/4 [==============================] - 0s 25ms/step
5400 [D loss: 0.689333, acc.: 53.52%, KL div.: 0.343875] [G loss: 0.703092, KL div.: 0.703092, FID: 37.391920]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 73ms/step
5401 [D loss: 0.688580, acc.: 53.91%, KL div.: 0.342722] [G loss: 0.709102, KL div.: 0.709102, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5402 [D loss: 0.691921, acc.: 52.34%, KL div.: 0.344957] [G loss: 0.710235, KL div.: 0.710235, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5403 [D loss: 0.693376, acc.: 51.56%, KL div.: 0.345524] [G loss: 0.705157, KL div.: 0.705157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5404 [D loss: 0.693270, acc.: 52.73%, KL div.: 0.344642] [G loss: 0.707556, KL div.: 0.707556, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5405 [D loss: 0.692282, acc.: 50.78%, KL div.: 0.345503] [G loss: 0.713146, KL div.: 0.713146, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5406 [D loss: 0.696021, acc.: 47.27%, KL div.: 0.348126] [G loss: 0.710714, KL div.: 0.710714, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5407 [D loss: 0.691278, acc.: 53.12%, KL div.: 0.344890] [G loss: 0.712106, KL div.: 0.712106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5408 [D loss: 0.692539, acc.: 48.83%, KL div.: 0.348090] [G loss: 0.713467, KL div.: 0.713467, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5409 [D loss: 0.694571, acc.: 50.78%, KL div.: 0.348485] [G loss: 0.712114, KL div.: 0.712114, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5410 [D loss: 0.694121, acc.: 52.73%, KL div.: 0.347140] [G loss: 0.705817, KL div.: 0.705817, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5411 [D loss: 0.692530, acc.: 52.34%, KL div.: 0.344022] [G loss: 0.702102, KL div.: 0.702102, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5412 [D loss: 0.690954, acc.: 48.05%, KL div.: 0.342726] [G loss: 0.692689, KL div.: 0.692689, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5413 [D loss: 0.694114, acc.: 53.52%, KL div.: 0.342305] [G loss: 0.693138, KL div.: 0.693138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5414 [D loss: 0.692006, acc.: 52.34%, KL div.: 0.343301] [G loss: 0.703510, KL div.: 0.703510, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5415 [D loss: 0.691768, acc.: 51.56%, KL div.: 0.343968] [G loss: 0.703155, KL div.: 0.703155, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5416 [D loss: 0.688605, acc.: 56.25%, KL div.: 0.342835] [G loss: 0.710557, KL div.: 0.710557, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5417 [D loss: 0.692452, acc.: 54.30%, KL div.: 0.346257] [G loss: 0.708161, KL div.: 0.708161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5418 [D loss: 0.691972, acc.: 55.08%, KL div.: 0.347082] [G loss: 0.710261, KL div.: 0.710261, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5419 [D loss: 0.696779, acc.: 47.66%, KL div.: 0.349303] [G loss: 0.701992, KL div.: 0.701992, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5420 [D loss: 0.693114, acc.: 51.56%, KL div.: 0.345244] [G loss: 0.704367, KL div.: 0.704367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5421 [D loss: 0.694238, acc.: 47.66%, KL div.: 0.343725] [G loss: 0.700817, KL div.: 0.700817, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5422 [D loss: 0.691420, acc.: 51.95%, KL div.: 0.343736] [G loss: 0.693145, KL div.: 0.693145, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5423 [D loss: 0.687010, acc.: 58.20%, KL div.: 0.339304] [G loss: 0.702118, KL div.: 0.702118, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5424 [D loss: 0.693866, acc.: 48.44%, KL div.: 0.341462] [G loss: 0.696051, KL div.: 0.696051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5425 [D loss: 0.694703, acc.: 50.00%, KL div.: 0.341128] [G loss: 0.700023, KL div.: 0.700023, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5426 [D loss: 0.695693, acc.: 50.00%, KL div.: 0.345206] [G loss: 0.700352, KL div.: 0.700352, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5427 [D loss: 0.690374, acc.: 53.12%, KL div.: 0.344604] [G loss: 0.717097, KL div.: 0.717097, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5428 [D loss: 0.692522, acc.: 53.91%, KL div.: 0.346720] [G loss: 0.712758, KL div.: 0.712758, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5429 [D loss: 0.689959, acc.: 54.69%, KL div.: 0.346472] [G loss: 0.714943, KL div.: 0.714943, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5430 [D loss: 0.687098, acc.: 53.52%, KL div.: 0.343343] [G loss: 0.698012, KL div.: 0.698012, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5431 [D loss: 0.687246, acc.: 57.81%, KL div.: 0.344564] [G loss: 0.709318, KL div.: 0.709318, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5432 [D loss: 0.694360, acc.: 51.56%, KL div.: 0.346752] [G loss: 0.700308, KL div.: 0.700308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5433 [D loss: 0.689488, acc.: 55.08%, KL div.: 0.343180] [G loss: 0.701133, KL div.: 0.701133, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5434 [D loss: 0.695092, acc.: 49.61%, KL div.: 0.343889] [G loss: 0.702491, KL div.: 0.702492, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
5435 [D loss: 0.687739, acc.: 58.20%, KL div.: 0.341040] [G loss: 0.708309, KL div.: 0.708309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5436 [D loss: 0.687791, acc.: 57.03%, KL div.: 0.343180] [G loss: 0.703986, KL div.: 0.703986, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5437 [D loss: 0.691294, acc.: 50.39%, KL div.: 0.344984] [G loss: 0.704779, KL div.: 0.704779, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5438 [D loss: 0.695830, acc.: 46.88%, KL div.: 0.347505] [G loss: 0.702594, KL div.: 0.702594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5439 [D loss: 0.692610, acc.: 51.56%, KL div.: 0.346428] [G loss: 0.705611, KL div.: 0.705611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5440 [D loss: 0.693132, acc.: 51.56%, KL div.: 0.343047] [G loss: 0.704828, KL div.: 0.704828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5441 [D loss: 0.695876, acc.: 47.27%, KL div.: 0.346640] [G loss: 0.702982, KL div.: 0.702982, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5442 [D loss: 0.691324, acc.: 55.08%, KL div.: 0.346176] [G loss: 0.706186, KL div.: 0.706186, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5443 [D loss: 0.691702, acc.: 54.30%, KL div.: 0.345949] [G loss: 0.706887, KL div.: 0.706887, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5444 [D loss: 0.690832, acc.: 54.30%, KL div.: 0.348432] [G loss: 0.710687, KL div.: 0.710687, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5445 [D loss: 0.692482, acc.: 52.34%, KL div.: 0.346648] [G loss: 0.707112, KL div.: 0.707112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5446 [D loss: 0.693557, acc.: 49.22%, KL div.: 0.345427] [G loss: 0.710003, KL div.: 0.710003, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5447 [D loss: 0.688880, acc.: 53.52%, KL div.: 0.344663] [G loss: 0.719378, KL div.: 0.719378, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5448 [D loss: 0.689376, acc.: 56.25%, KL div.: 0.345638] [G loss: 0.708097, KL div.: 0.708097, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5449 [D loss: 0.691753, acc.: 52.34%, KL div.: 0.341755] [G loss: 0.708897, KL div.: 0.708897, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5450 [D loss: 0.694460, acc.: 49.61%, KL div.: 0.347187] [G loss: 0.709275, KL div.: 0.709275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5451 [D loss: 0.688526, acc.: 59.38%, KL div.: 0.342486] [G loss: 0.706128, KL div.: 0.706129, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5452 [D loss: 0.687128, acc.: 58.59%, KL div.: 0.341570] [G loss: 0.706330, KL div.: 0.706330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5453 [D loss: 0.689893, acc.: 55.08%, KL div.: 0.345614] [G loss: 0.705091, KL div.: 0.705091, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5454 [D loss: 0.692240, acc.: 51.95%, KL div.: 0.347433] [G loss: 0.702275, KL div.: 0.702275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5455 [D loss: 0.693603, acc.: 51.56%, KL div.: 0.346581] [G loss: 0.713799, KL div.: 0.713799, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5456 [D loss: 0.693105, acc.: 49.22%, KL div.: 0.347086] [G loss: 0.706136, KL div.: 0.706136, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5457 [D loss: 0.693018, acc.: 51.56%, KL div.: 0.345685] [G loss: 0.705905, KL div.: 0.705904, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5458 [D loss: 0.690266, acc.: 53.12%, KL div.: 0.344414] [G loss: 0.708443, KL div.: 0.708443, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5459 [D loss: 0.691122, acc.: 50.39%, KL div.: 0.345426] [G loss: 0.705703, KL div.: 0.705703, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5460 [D loss: 0.691811, acc.: 50.39%, KL div.: 0.345289] [G loss: 0.705219, KL div.: 0.705219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5461 [D loss: 0.691456, acc.: 53.12%, KL div.: 0.345682] [G loss: 0.702880, KL div.: 0.702880, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5462 [D loss: 0.691665, acc.: 51.95%, KL div.: 0.344248] [G loss: 0.703801, KL div.: 0.703801, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5463 [D loss: 0.688712, acc.: 57.42%, KL div.: 0.343741] [G loss: 0.702069, KL div.: 0.702069, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5464 [D loss: 0.694925, acc.: 50.78%, KL div.: 0.345915] [G loss: 0.705810, KL div.: 0.705810, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5465 [D loss: 0.690968, acc.: 55.47%, KL div.: 0.346385] [G loss: 0.705441, KL div.: 0.705441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5466 [D loss: 0.692482, acc.: 50.00%, KL div.: 0.345038] [G loss: 0.710837, KL div.: 0.710837, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5467 [D loss: 0.688382, acc.: 56.64%, KL div.: 0.345994] [G loss: 0.711409, KL div.: 0.711409, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5468 [D loss: 0.688532, acc.: 52.73%, KL div.: 0.342307] [G loss: 0.707779, KL div.: 0.707779, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5469 [D loss: 0.691780, acc.: 52.34%, KL div.: 0.345771] [G loss: 0.705070, KL div.: 0.705070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5470 [D loss: 0.695108, acc.: 49.61%, KL div.: 0.346793] [G loss: 0.706297, KL div.: 0.706297, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5471 [D loss: 0.689054, acc.: 55.47%, KL div.: 0.342010] [G loss: 0.706621, KL div.: 0.706621, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5472 [D loss: 0.692254, acc.: 51.56%, KL div.: 0.345972] [G loss: 0.706370, KL div.: 0.706370, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5473 [D loss: 0.691857, acc.: 54.69%, KL div.: 0.345072] [G loss: 0.703307, KL div.: 0.703307, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5474 [D loss: 0.689066, acc.: 54.30%, KL div.: 0.341789] [G loss: 0.702519, KL div.: 0.702519, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5475 [D loss: 0.691102, acc.: 50.39%, KL div.: 0.341930] [G loss: 0.705286, KL div.: 0.705286, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5476 [D loss: 0.686881, acc.: 56.64%, KL div.: 0.343580] [G loss: 0.707977, KL div.: 0.707977, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5477 [D loss: 0.688814, acc.: 57.03%, KL div.: 0.341422] [G loss: 0.703148, KL div.: 0.703148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5478 [D loss: 0.689883, acc.: 53.52%, KL div.: 0.343192] [G loss: 0.712358, KL div.: 0.712358, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5479 [D loss: 0.691409, acc.: 54.69%, KL div.: 0.344394] [G loss: 0.705688, KL div.: 0.705688, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5480 [D loss: 0.684424, acc.: 61.33%, KL div.: 0.343349] [G loss: 0.717297, KL div.: 0.717297, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5481 [D loss: 0.693000, acc.: 53.52%, KL div.: 0.346482] [G loss: 0.714535, KL div.: 0.714534, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5482 [D loss: 0.691105, acc.: 51.17%, KL div.: 0.346696] [G loss: 0.714320, KL div.: 0.714320, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5483 [D loss: 0.690836, acc.: 53.12%, KL div.: 0.342358] [G loss: 0.708090, KL div.: 0.708090, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5484 [D loss: 0.688127, acc.: 57.81%, KL div.: 0.342433] [G loss: 0.711057, KL div.: 0.711057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5485 [D loss: 0.690559, acc.: 53.52%, KL div.: 0.344978] [G loss: 0.708626, KL div.: 0.708626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5486 [D loss: 0.691079, acc.: 52.34%, KL div.: 0.346774] [G loss: 0.707319, KL div.: 0.707319, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5487 [D loss: 0.691309, acc.: 56.25%, KL div.: 0.345925] [G loss: 0.708758, KL div.: 0.708758, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5488 [D loss: 0.692854, acc.: 51.95%, KL div.: 0.345493] [G loss: 0.710011, KL div.: 0.710011, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5489 [D loss: 0.686696, acc.: 57.42%, KL div.: 0.343544] [G loss: 0.706377, KL div.: 0.706377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5490 [D loss: 0.693473, acc.: 53.52%, KL div.: 0.347500] [G loss: 0.703584, KL div.: 0.703584, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5491 [D loss: 0.689581, acc.: 53.12%, KL div.: 0.345933] [G loss: 0.706343, KL div.: 0.706343, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5492 [D loss: 0.694353, acc.: 49.61%, KL div.: 0.347940] [G loss: 0.710933, KL div.: 0.710933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5493 [D loss: 0.688536, acc.: 56.25%, KL div.: 0.344183] [G loss: 0.709336, KL div.: 0.709336, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5494 [D loss: 0.689655, acc.: 53.12%, KL div.: 0.343542] [G loss: 0.718201, KL div.: 0.718201, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5495 [D loss: 0.690545, acc.: 56.25%, KL div.: 0.345494] [G loss: 0.713555, KL div.: 0.713555, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5496 [D loss: 0.693479, acc.: 50.39%, KL div.: 0.349399] [G loss: 0.707342, KL div.: 0.707342, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5497 [D loss: 0.693708, acc.: 50.00%, KL div.: 0.345087] [G loss: 0.709347, KL div.: 0.709347, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5498 [D loss: 0.686693, acc.: 55.86%, KL div.: 0.344422] [G loss: 0.715349, KL div.: 0.715349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5499 [D loss: 0.692376, acc.: 55.86%, KL div.: 0.346732] [G loss: 0.702522, KL div.: 0.702522, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 53ms/step
4/4 [==============================] - 0s 25ms/step
5500 [D loss: 0.688239, acc.: 55.86%, KL div.: 0.343233] [G loss: 0.708767, KL div.: 0.708767, FID: 39.683508]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 62ms/step
5501 [D loss: 0.690404, acc.: 52.73%, KL div.: 0.343473] [G loss: 0.709487, KL div.: 0.709487, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5502 [D loss: 0.689104, acc.: 51.56%, KL div.: 0.344144] [G loss: 0.712634, KL div.: 0.712634, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5503 [D loss: 0.690120, acc.: 53.12%, KL div.: 0.342388] [G loss: 0.706011, KL div.: 0.706011, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5504 [D loss: 0.685561, acc.: 57.81%, KL div.: 0.345026] [G loss: 0.713816, KL div.: 0.713816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5505 [D loss: 0.690029, acc.: 49.22%, KL div.: 0.346716] [G loss: 0.713480, KL div.: 0.713480, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5506 [D loss: 0.688910, acc.: 54.30%, KL div.: 0.344489] [G loss: 0.710729, KL div.: 0.710729, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5507 [D loss: 0.691946, acc.: 51.17%, KL div.: 0.347085] [G loss: 0.714494, KL div.: 0.714494, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5508 [D loss: 0.689944, acc.: 51.95%, KL div.: 0.345915] [G loss: 0.710221, KL div.: 0.710221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5509 [D loss: 0.689082, acc.: 53.52%, KL div.: 0.342239] [G loss: 0.710378, KL div.: 0.710378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5510 [D loss: 0.690251, acc.: 53.12%, KL div.: 0.341922] [G loss: 0.705026, KL div.: 0.705026, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5511 [D loss: 0.694396, acc.: 49.61%, KL div.: 0.343268] [G loss: 0.705672, KL div.: 0.705672, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5512 [D loss: 0.689052, acc.: 53.52%, KL div.: 0.341224] [G loss: 0.711860, KL div.: 0.711860, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5513 [D loss: 0.692346, acc.: 51.95%, KL div.: 0.346518] [G loss: 0.706007, KL div.: 0.706007, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5514 [D loss: 0.690459, acc.: 53.52%, KL div.: 0.342525] [G loss: 0.707656, KL div.: 0.707656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5515 [D loss: 0.691557, acc.: 53.52%, KL div.: 0.342183] [G loss: 0.713613, KL div.: 0.713613, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5516 [D loss: 0.687797, acc.: 55.86%, KL div.: 0.340059] [G loss: 0.709477, KL div.: 0.709477, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5517 [D loss: 0.689676, acc.: 55.47%, KL div.: 0.344992] [G loss: 0.716280, KL div.: 0.716280, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5518 [D loss: 0.690922, acc.: 52.34%, KL div.: 0.347549] [G loss: 0.710814, KL div.: 0.710814, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5519 [D loss: 0.692594, acc.: 52.73%, KL div.: 0.348916] [G loss: 0.710102, KL div.: 0.710103, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5520 [D loss: 0.691520, acc.: 52.73%, KL div.: 0.346045] [G loss: 0.707059, KL div.: 0.707059, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5521 [D loss: 0.689274, acc.: 58.59%, KL div.: 0.345848] [G loss: 0.705395, KL div.: 0.705395, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5522 [D loss: 0.689191, acc.: 56.25%, KL div.: 0.343492] [G loss: 0.702799, KL div.: 0.702799, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5523 [D loss: 0.689679, acc.: 55.47%, KL div.: 0.344704] [G loss: 0.706070, KL div.: 0.706070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5524 [D loss: 0.690050, acc.: 54.69%, KL div.: 0.343774] [G loss: 0.710674, KL div.: 0.710674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5525 [D loss: 0.689654, acc.: 54.30%, KL div.: 0.343312] [G loss: 0.703154, KL div.: 0.703154, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5526 [D loss: 0.694697, acc.: 47.66%, KL div.: 0.345377] [G loss: 0.702100, KL div.: 0.702100, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5527 [D loss: 0.695526, acc.: 50.78%, KL div.: 0.348339] [G loss: 0.708525, KL div.: 0.708525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5528 [D loss: 0.690671, acc.: 53.52%, KL div.: 0.344488] [G loss: 0.703844, KL div.: 0.703844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5529 [D loss: 0.694843, acc.: 52.73%, KL div.: 0.347004] [G loss: 0.702136, KL div.: 0.702136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5530 [D loss: 0.687376, acc.: 54.30%, KL div.: 0.344293] [G loss: 0.707581, KL div.: 0.707581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5531 [D loss: 0.686723, acc.: 56.64%, KL div.: 0.343495] [G loss: 0.708675, KL div.: 0.708675, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5532 [D loss: 0.689715, acc.: 53.52%, KL div.: 0.341992] [G loss: 0.702507, KL div.: 0.702507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5533 [D loss: 0.694749, acc.: 48.05%, KL div.: 0.343959] [G loss: 0.699496, KL div.: 0.699496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5534 [D loss: 0.692470, acc.: 51.17%, KL div.: 0.343225] [G loss: 0.696951, KL div.: 0.696951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5535 [D loss: 0.691931, acc.: 54.69%, KL div.: 0.342065] [G loss: 0.707780, KL div.: 0.707780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5536 [D loss: 0.692348, acc.: 52.73%, KL div.: 0.344351] [G loss: 0.705165, KL div.: 0.705165, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5537 [D loss: 0.695806, acc.: 47.66%, KL div.: 0.345801] [G loss: 0.712353, KL div.: 0.712353, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5538 [D loss: 0.686884, acc.: 53.91%, KL div.: 0.344145] [G loss: 0.711838, KL div.: 0.711838, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5539 [D loss: 0.692805, acc.: 52.34%, KL div.: 0.347435] [G loss: 0.705422, KL div.: 0.705422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5540 [D loss: 0.694190, acc.: 48.83%, KL div.: 0.347291] [G loss: 0.710176, KL div.: 0.710176, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5541 [D loss: 0.690043, acc.: 54.30%, KL div.: 0.345153] [G loss: 0.710772, KL div.: 0.710772, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5542 [D loss: 0.687020, acc.: 53.12%, KL div.: 0.342234] [G loss: 0.714917, KL div.: 0.714917, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5543 [D loss: 0.693343, acc.: 48.83%, KL div.: 0.341750] [G loss: 0.702619, KL div.: 0.702619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5544 [D loss: 0.688791, acc.: 56.25%, KL div.: 0.342319] [G loss: 0.698789, KL div.: 0.698789, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5545 [D loss: 0.692273, acc.: 50.00%, KL div.: 0.342653] [G loss: 0.697879, KL div.: 0.697879, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5546 [D loss: 0.693389, acc.: 48.44%, KL div.: 0.341843] [G loss: 0.703305, KL div.: 0.703305, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5547 [D loss: 0.687893, acc.: 54.30%, KL div.: 0.344368] [G loss: 0.713236, KL div.: 0.713236, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5548 [D loss: 0.694573, acc.: 52.73%, KL div.: 0.347965] [G loss: 0.709836, KL div.: 0.709836, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5549 [D loss: 0.693278, acc.: 50.00%, KL div.: 0.345655] [G loss: 0.712008, KL div.: 0.712008, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5550 [D loss: 0.691758, acc.: 53.52%, KL div.: 0.348508] [G loss: 0.719691, KL div.: 0.719691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5551 [D loss: 0.694041, acc.: 48.83%, KL div.: 0.346900] [G loss: 0.706298, KL div.: 0.706298, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5552 [D loss: 0.692309, acc.: 51.17%, KL div.: 0.347507] [G loss: 0.703131, KL div.: 0.703131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5553 [D loss: 0.692969, acc.: 51.95%, KL div.: 0.347101] [G loss: 0.700291, KL div.: 0.700291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5554 [D loss: 0.688639, acc.: 53.12%, KL div.: 0.341704] [G loss: 0.699388, KL div.: 0.699388, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5555 [D loss: 0.688724, acc.: 53.91%, KL div.: 0.341045] [G loss: 0.708096, KL div.: 0.708096, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5556 [D loss: 0.693257, acc.: 51.17%, KL div.: 0.342846] [G loss: 0.706590, KL div.: 0.706590, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5557 [D loss: 0.688379, acc.: 54.69%, KL div.: 0.342774] [G loss: 0.705850, KL div.: 0.705850, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5558 [D loss: 0.692120, acc.: 53.12%, KL div.: 0.343907] [G loss: 0.701351, KL div.: 0.701351, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5559 [D loss: 0.695563, acc.: 50.39%, KL div.: 0.346061] [G loss: 0.703712, KL div.: 0.703712, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5560 [D loss: 0.691539, acc.: 55.08%, KL div.: 0.343024] [G loss: 0.698316, KL div.: 0.698316, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5561 [D loss: 0.685590, acc.: 59.38%, KL div.: 0.341039] [G loss: 0.715917, KL div.: 0.715916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5562 [D loss: 0.690904, acc.: 50.78%, KL div.: 0.343934] [G loss: 0.706748, KL div.: 0.706748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5563 [D loss: 0.687494, acc.: 54.30%, KL div.: 0.344946] [G loss: 0.710718, KL div.: 0.710718, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5564 [D loss: 0.690499, acc.: 52.34%, KL div.: 0.344853] [G loss: 0.708312, KL div.: 0.708312, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5565 [D loss: 0.697762, acc.: 45.70%, KL div.: 0.348033] [G loss: 0.700649, KL div.: 0.700649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5566 [D loss: 0.688133, acc.: 54.69%, KL div.: 0.343467] [G loss: 0.704895, KL div.: 0.704895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5567 [D loss: 0.689087, acc.: 54.30%, KL div.: 0.340827] [G loss: 0.701302, KL div.: 0.701302, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5568 [D loss: 0.686530, acc.: 56.25%, KL div.: 0.340554] [G loss: 0.704745, KL div.: 0.704745, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5569 [D loss: 0.688209, acc.: 54.30%, KL div.: 0.341736] [G loss: 0.709588, KL div.: 0.709588, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5570 [D loss: 0.685764, acc.: 60.55%, KL div.: 0.340176] [G loss: 0.704908, KL div.: 0.704908, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5571 [D loss: 0.689386, acc.: 53.52%, KL div.: 0.343881] [G loss: 0.710437, KL div.: 0.710437, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5572 [D loss: 0.686859, acc.: 53.52%, KL div.: 0.339856] [G loss: 0.704856, KL div.: 0.704856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5573 [D loss: 0.687000, acc.: 55.08%, KL div.: 0.339508] [G loss: 0.706365, KL div.: 0.706365, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5574 [D loss: 0.688901, acc.: 53.91%, KL div.: 0.345245] [G loss: 0.702447, KL div.: 0.702447, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5575 [D loss: 0.688578, acc.: 56.64%, KL div.: 0.339671] [G loss: 0.703998, KL div.: 0.703998, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5576 [D loss: 0.688454, acc.: 57.03%, KL div.: 0.339673] [G loss: 0.705072, KL div.: 0.705072, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5577 [D loss: 0.695125, acc.: 49.61%, KL div.: 0.344362] [G loss: 0.707062, KL div.: 0.707062, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5578 [D loss: 0.696971, acc.: 46.09%, KL div.: 0.348555] [G loss: 0.716055, KL div.: 0.716055, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5579 [D loss: 0.689652, acc.: 52.34%, KL div.: 0.344376] [G loss: 0.719420, KL div.: 0.719420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5580 [D loss: 0.690732, acc.: 50.78%, KL div.: 0.346398] [G loss: 0.708116, KL div.: 0.708116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5581 [D loss: 0.690507, acc.: 54.30%, KL div.: 0.346213] [G loss: 0.707662, KL div.: 0.707662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5582 [D loss: 0.689824, acc.: 48.83%, KL div.: 0.347385] [G loss: 0.709541, KL div.: 0.709541, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5583 [D loss: 0.688289, acc.: 59.38%, KL div.: 0.341667] [G loss: 0.705301, KL div.: 0.705301, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5584 [D loss: 0.688221, acc.: 55.86%, KL div.: 0.340874] [G loss: 0.705554, KL div.: 0.705554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5585 [D loss: 0.694131, acc.: 47.66%, KL div.: 0.341570] [G loss: 0.699748, KL div.: 0.699748, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5586 [D loss: 0.687738, acc.: 53.12%, KL div.: 0.338711] [G loss: 0.703816, KL div.: 0.703816, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5587 [D loss: 0.685481, acc.: 57.03%, KL div.: 0.337474] [G loss: 0.705522, KL div.: 0.705522, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5588 [D loss: 0.689466, acc.: 54.30%, KL div.: 0.341633] [G loss: 0.702324, KL div.: 0.702324, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5589 [D loss: 0.693393, acc.: 50.78%, KL div.: 0.342888] [G loss: 0.702528, KL div.: 0.702528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5590 [D loss: 0.695396, acc.: 48.44%, KL div.: 0.345677] [G loss: 0.700465, KL div.: 0.700465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5591 [D loss: 0.695601, acc.: 50.39%, KL div.: 0.344779] [G loss: 0.699151, KL div.: 0.699151, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5592 [D loss: 0.691600, acc.: 53.52%, KL div.: 0.344070] [G loss: 0.710610, KL div.: 0.710610, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5593 [D loss: 0.694017, acc.: 50.00%, KL div.: 0.344659] [G loss: 0.703580, KL div.: 0.703580, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5594 [D loss: 0.686788, acc.: 56.25%, KL div.: 0.341399] [G loss: 0.711745, KL div.: 0.711745, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5595 [D loss: 0.693386, acc.: 49.61%, KL div.: 0.343794] [G loss: 0.707438, KL div.: 0.707438, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5596 [D loss: 0.689872, acc.: 57.42%, KL div.: 0.339737] [G loss: 0.706400, KL div.: 0.706400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5597 [D loss: 0.692243, acc.: 52.73%, KL div.: 0.341825] [G loss: 0.704957, KL div.: 0.704957, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5598 [D loss: 0.691656, acc.: 53.52%, KL div.: 0.343159] [G loss: 0.703602, KL div.: 0.703602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5599 [D loss: 0.688411, acc.: 50.78%, KL div.: 0.343173] [G loss: 0.718069, KL div.: 0.718069, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 59ms/step
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5600 [D loss: 0.690966, acc.: 52.34%, KL div.: 0.346835] [G loss: 0.715128, KL div.: 0.715128, FID: 39.117597]
1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 63ms/step
5601 [D loss: 0.680440, acc.: 62.11%, KL div.: 0.342871] [G loss: 0.715544, KL div.: 0.715544, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5602 [D loss: 0.692045, acc.: 53.12%, KL div.: 0.347718] [G loss: 0.711478, KL div.: 0.711478, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5603 [D loss: 0.695094, acc.: 45.70%, KL div.: 0.349501] [G loss: 0.711348, KL div.: 0.711348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5604 [D loss: 0.689405, acc.: 53.52%, KL div.: 0.344830] [G loss: 0.705587, KL div.: 0.705587, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5605 [D loss: 0.692898, acc.: 51.56%, KL div.: 0.340552] [G loss: 0.694983, KL div.: 0.694983, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5606 [D loss: 0.693665, acc.: 47.27%, KL div.: 0.341596] [G loss: 0.707160, KL div.: 0.707160, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5607 [D loss: 0.689980, acc.: 52.73%, KL div.: 0.339869] [G loss: 0.703182, KL div.: 0.703182, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5608 [D loss: 0.688569, acc.: 54.30%, KL div.: 0.343799] [G loss: 0.711671, KL div.: 0.711671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5609 [D loss: 0.687168, acc.: 53.52%, KL div.: 0.339002] [G loss: 0.713781, KL div.: 0.713781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5610 [D loss: 0.690899, acc.: 54.30%, KL div.: 0.345184] [G loss: 0.706727, KL div.: 0.706727, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5611 [D loss: 0.688666, acc.: 53.12%, KL div.: 0.341901] [G loss: 0.711057, KL div.: 0.711057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5612 [D loss: 0.691218, acc.: 49.61%, KL div.: 0.342926] [G loss: 0.703948, KL div.: 0.703948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5613 [D loss: 0.694071, acc.: 51.17%, KL div.: 0.349883] [G loss: 0.711085, KL div.: 0.711085, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5614 [D loss: 0.692493, acc.: 47.66%, KL div.: 0.344116] [G loss: 0.701882, KL div.: 0.701882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5615 [D loss: 0.695119, acc.: 48.44%, KL div.: 0.343276] [G loss: 0.702696, KL div.: 0.702696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5616 [D loss: 0.692030, acc.: 48.44%, KL div.: 0.342387] [G loss: 0.704272, KL div.: 0.704272, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5617 [D loss: 0.692288, acc.: 49.22%, KL div.: 0.341669] [G loss: 0.705134, KL div.: 0.705134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5618 [D loss: 0.690451, acc.: 50.00%, KL div.: 0.344212] [G loss: 0.708798, KL div.: 0.708798, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5619 [D loss: 0.686409, acc.: 54.69%, KL div.: 0.344286] [G loss: 0.711976, KL div.: 0.711976, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5620 [D loss: 0.693671, acc.: 50.00%, KL div.: 0.347656] [G loss: 0.710077, KL div.: 0.710077, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5621 [D loss: 0.688884, acc.: 55.08%, KL div.: 0.346144] [G loss: 0.708791, KL div.: 0.708791, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5622 [D loss: 0.691011, acc.: 49.61%, KL div.: 0.345995] [G loss: 0.710534, KL div.: 0.710534, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5623 [D loss: 0.688683, acc.: 54.30%, KL div.: 0.342959] [G loss: 0.707233, KL div.: 0.707233, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5624 [D loss: 0.689360, acc.: 53.91%, KL div.: 0.343390] [G loss: 0.701515, KL div.: 0.701515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5625 [D loss: 0.687504, acc.: 54.30%, KL div.: 0.339392] [G loss: 0.702332, KL div.: 0.702332, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5626 [D loss: 0.692242, acc.: 51.17%, KL div.: 0.344389] [G loss: 0.704927, KL div.: 0.704927, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5627 [D loss: 0.692508, acc.: 52.34%, KL div.: 0.342719] [G loss: 0.705252, KL div.: 0.705252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5628 [D loss: 0.691159, acc.: 51.56%, KL div.: 0.341989] [G loss: 0.709673, KL div.: 0.709673, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5629 [D loss: 0.694781, acc.: 51.17%, KL div.: 0.344514] [G loss: 0.709892, KL div.: 0.709892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5630 [D loss: 0.695951, acc.: 49.61%, KL div.: 0.346336] [G loss: 0.697548, KL div.: 0.697548, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5631 [D loss: 0.694658, acc.: 50.39%, KL div.: 0.344714] [G loss: 0.702183, KL div.: 0.702183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5632 [D loss: 0.692598, acc.: 49.61%, KL div.: 0.345159] [G loss: 0.703171, KL div.: 0.703171, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5633 [D loss: 0.688528, acc.: 56.64%, KL div.: 0.345997] [G loss: 0.712228, KL div.: 0.712228, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5634 [D loss: 0.690377, acc.: 53.52%, KL div.: 0.345202] [G loss: 0.707871, KL div.: 0.707871, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5635 [D loss: 0.692791, acc.: 50.39%, KL div.: 0.346546] [G loss: 0.700703, KL div.: 0.700703, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5636 [D loss: 0.692501, acc.: 51.17%, KL div.: 0.346013] [G loss: 0.701613, KL div.: 0.701613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5637 [D loss: 0.694352, acc.: 51.17%, KL div.: 0.343841] [G loss: 0.705067, KL div.: 0.705067, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5638 [D loss: 0.692083, acc.: 51.95%, KL div.: 0.343049] [G loss: 0.702414, KL div.: 0.702414, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5639 [D loss: 0.690387, acc.: 50.39%, KL div.: 0.342598] [G loss: 0.705782, KL div.: 0.705782, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5640 [D loss: 0.693364, acc.: 52.73%, KL div.: 0.343655] [G loss: 0.706697, KL div.: 0.706697, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5641 [D loss: 0.692459, acc.: 53.52%, KL div.: 0.344891] [G loss: 0.703312, KL div.: 0.703312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5642 [D loss: 0.690964, acc.: 53.91%, KL div.: 0.346287] [G loss: 0.702973, KL div.: 0.702973, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5643 [D loss: 0.689186, acc.: 51.56%, KL div.: 0.341327] [G loss: 0.698975, KL div.: 0.698975, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5644 [D loss: 0.691224, acc.: 54.30%, KL div.: 0.347687] [G loss: 0.711455, KL div.: 0.711455, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5645 [D loss: 0.693285, acc.: 50.39%, KL div.: 0.347558] [G loss: 0.714966, KL div.: 0.714966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5646 [D loss: 0.690914, acc.: 53.12%, KL div.: 0.347814] [G loss: 0.708762, KL div.: 0.708762, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5647 [D loss: 0.695476, acc.: 49.22%, KL div.: 0.346980] [G loss: 0.706922, KL div.: 0.706922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5648 [D loss: 0.692636, acc.: 51.17%, KL div.: 0.344740] [G loss: 0.706121, KL div.: 0.706121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5649 [D loss: 0.690043, acc.: 54.69%, KL div.: 0.344157] [G loss: 0.707872, KL div.: 0.707872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5650 [D loss: 0.692087, acc.: 49.61%, KL div.: 0.343960] [G loss: 0.706695, KL div.: 0.706695, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5651 [D loss: 0.694071, acc.: 48.44%, KL div.: 0.346456] [G loss: 0.706881, KL div.: 0.706881, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5652 [D loss: 0.693898, acc.: 52.34%, KL div.: 0.343570] [G loss: 0.703041, KL div.: 0.703041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5653 [D loss: 0.686343, acc.: 57.42%, KL div.: 0.342822] [G loss: 0.714109, KL div.: 0.714109, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5654 [D loss: 0.695011, acc.: 48.44%, KL div.: 0.345793] [G loss: 0.712380, KL div.: 0.712380, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5655 [D loss: 0.691619, acc.: 53.12%, KL div.: 0.346384] [G loss: 0.712554, KL div.: 0.712554, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5656 [D loss: 0.686676, acc.: 57.81%, KL div.: 0.347763] [G loss: 0.714895, KL div.: 0.714895, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5657 [D loss: 0.693980, acc.: 50.78%, KL div.: 0.349202] [G loss: 0.712127, KL div.: 0.712127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5658 [D loss: 0.691961, acc.: 53.12%, KL div.: 0.349665] [G loss: 0.713158, KL div.: 0.713158, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5659 [D loss: 0.690056, acc.: 56.25%, KL div.: 0.347274] [G loss: 0.705736, KL div.: 0.705736, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5660 [D loss: 0.695931, acc.: 49.61%, KL div.: 0.348473] [G loss: 0.709070, KL div.: 0.709070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5661 [D loss: 0.689969, acc.: 52.34%, KL div.: 0.342211] [G loss: 0.704332, KL div.: 0.704332, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5662 [D loss: 0.695005, acc.: 48.83%, KL div.: 0.348392] [G loss: 0.705444, KL div.: 0.705444, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5663 [D loss: 0.694816, acc.: 46.48%, KL div.: 0.346369] [G loss: 0.703926, KL div.: 0.703926, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5664 [D loss: 0.688533, acc.: 56.25%, KL div.: 0.342372] [G loss: 0.708813, KL div.: 0.708813, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5665 [D loss: 0.696283, acc.: 50.39%, KL div.: 0.346814] [G loss: 0.706030, KL div.: 0.706030, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5666 [D loss: 0.690930, acc.: 52.34%, KL div.: 0.345247] [G loss: 0.710245, KL div.: 0.710245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5667 [D loss: 0.685106, acc.: 55.47%, KL div.: 0.342908] [G loss: 0.714198, KL div.: 0.714198, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5668 [D loss: 0.688017, acc.: 58.20%, KL div.: 0.346988] [G loss: 0.727154, KL div.: 0.727154, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5669 [D loss: 0.683505, acc.: 58.20%, KL div.: 0.345891] [G loss: 0.716860, KL div.: 0.716860, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5670 [D loss: 0.689283, acc.: 53.52%, KL div.: 0.348212] [G loss: 0.719871, KL div.: 0.719871, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5671 [D loss: 0.694984, acc.: 47.27%, KL div.: 0.353574] [G loss: 0.716887, KL div.: 0.716887, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5672 [D loss: 0.686056, acc.: 55.47%, KL div.: 0.343101] [G loss: 0.713963, KL div.: 0.713963, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5673 [D loss: 0.684930, acc.: 62.11%, KL div.: 0.341677] [G loss: 0.710508, KL div.: 0.710509, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5674 [D loss: 0.695589, acc.: 46.88%, KL div.: 0.345617] [G loss: 0.701812, KL div.: 0.701812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5675 [D loss: 0.693845, acc.: 48.83%, KL div.: 0.342428] [G loss: 0.703965, KL div.: 0.703965, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5676 [D loss: 0.691069, acc.: 52.34%, KL div.: 0.340370] [G loss: 0.702497, KL div.: 0.702497, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5677 [D loss: 0.691192, acc.: 53.52%, KL div.: 0.343138] [G loss: 0.706030, KL div.: 0.706030, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5678 [D loss: 0.690757, acc.: 53.91%, KL div.: 0.346254] [G loss: 0.711509, KL div.: 0.711509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5679 [D loss: 0.690908, acc.: 51.95%, KL div.: 0.345272] [G loss: 0.700646, KL div.: 0.700646, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5680 [D loss: 0.690361, acc.: 55.08%, KL div.: 0.347690] [G loss: 0.710133, KL div.: 0.710133, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5681 [D loss: 0.691096, acc.: 52.34%, KL div.: 0.346420] [G loss: 0.708825, KL div.: 0.708825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5682 [D loss: 0.690769, acc.: 57.42%, KL div.: 0.345580] [G loss: 0.710981, KL div.: 0.710981, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5683 [D loss: 0.690271, acc.: 51.17%, KL div.: 0.348320] [G loss: 0.708732, KL div.: 0.708732, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5684 [D loss: 0.690798, acc.: 53.12%, KL div.: 0.342599] [G loss: 0.709804, KL div.: 0.709804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5685 [D loss: 0.689450, acc.: 50.78%, KL div.: 0.344696] [G loss: 0.717742, KL div.: 0.717742, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5686 [D loss: 0.695631, acc.: 53.12%, KL div.: 0.348821] [G loss: 0.709163, KL div.: 0.709163, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5687 [D loss: 0.688043, acc.: 53.91%, KL div.: 0.342435] [G loss: 0.711461, KL div.: 0.711461, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5688 [D loss: 0.685448, acc.: 58.20%, KL div.: 0.341804] [G loss: 0.708590, KL div.: 0.708590, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5689 [D loss: 0.691657, acc.: 51.56%, KL div.: 0.347529] [G loss: 0.714733, KL div.: 0.714733, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5690 [D loss: 0.684046, acc.: 60.94%, KL div.: 0.341448] [G loss: 0.717160, KL div.: 0.717160, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5691 [D loss: 0.687437, acc.: 53.91%, KL div.: 0.342653] [G loss: 0.705059, KL div.: 0.705059, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5692 [D loss: 0.686212, acc.: 57.42%, KL div.: 0.341755] [G loss: 0.703990, KL div.: 0.703990, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5693 [D loss: 0.694635, acc.: 48.83%, KL div.: 0.348461] [G loss: 0.707385, KL div.: 0.707385, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5694 [D loss: 0.689921, acc.: 57.81%, KL div.: 0.347202] [G loss: 0.708197, KL div.: 0.708197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5695 [D loss: 0.691730, acc.: 55.47%, KL div.: 0.348268] [G loss: 0.709643, KL div.: 0.709643, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5696 [D loss: 0.693735, acc.: 51.56%, KL div.: 0.345920] [G loss: 0.709969, KL div.: 0.709969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5697 [D loss: 0.692607, acc.: 50.39%, KL div.: 0.349625] [G loss: 0.719073, KL div.: 0.719073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5698 [D loss: 0.696577, acc.: 45.31%, KL div.: 0.348386] [G loss: 0.714538, KL div.: 0.714538, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5699 [D loss: 0.693551, acc.: 53.12%, KL div.: 0.349168] [G loss: 0.712485, KL div.: 0.712485, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 66ms/step
4/4 [==============================] - 0s 26ms/step
5700 [D loss: 0.686171, acc.: 59.77%, KL div.: 0.346571] [G loss: 0.710003, KL div.: 0.710003, FID: 43.897299]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 63ms/step
5701 [D loss: 0.688512, acc.: 59.77%, KL div.: 0.345443] [G loss: 0.711059, KL div.: 0.711059, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5702 [D loss: 0.691616, acc.: 52.34%, KL div.: 0.345422] [G loss: 0.710698, KL div.: 0.710698, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5703 [D loss: 0.687840, acc.: 55.08%, KL div.: 0.342784] [G loss: 0.708456, KL div.: 0.708456, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5704 [D loss: 0.691078, acc.: 51.56%, KL div.: 0.342592] [G loss: 0.702277, KL div.: 0.702277, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5705 [D loss: 0.692626, acc.: 48.83%, KL div.: 0.344292] [G loss: 0.706276, KL div.: 0.706276, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5706 [D loss: 0.694588, acc.: 48.05%, KL div.: 0.344884] [G loss: 0.712533, KL div.: 0.712533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5707 [D loss: 0.691696, acc.: 52.34%, KL div.: 0.341385] [G loss: 0.698372, KL div.: 0.698372, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5708 [D loss: 0.690152, acc.: 51.95%, KL div.: 0.343656] [G loss: 0.704010, KL div.: 0.704010, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5709 [D loss: 0.692995, acc.: 50.78%, KL div.: 0.347129] [G loss: 0.703669, KL div.: 0.703669, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5710 [D loss: 0.686838, acc.: 57.81%, KL div.: 0.343437] [G loss: 0.709433, KL div.: 0.709433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5711 [D loss: 0.687906, acc.: 56.64%, KL div.: 0.344786] [G loss: 0.708033, KL div.: 0.708033, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5712 [D loss: 0.691325, acc.: 50.39%, KL div.: 0.345832] [G loss: 0.709608, KL div.: 0.709608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5713 [D loss: 0.691652, acc.: 53.52%, KL div.: 0.347257] [G loss: 0.707475, KL div.: 0.707476, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5714 [D loss: 0.696115, acc.: 50.00%, KL div.: 0.347029] [G loss: 0.704092, KL div.: 0.704092, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5715 [D loss: 0.691190, acc.: 52.73%, KL div.: 0.343279] [G loss: 0.712253, KL div.: 0.712253, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5716 [D loss: 0.690804, acc.: 56.64%, KL div.: 0.341870] [G loss: 0.701154, KL div.: 0.701154, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5717 [D loss: 0.691108, acc.: 55.08%, KL div.: 0.345483] [G loss: 0.695558, KL div.: 0.695558, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5718 [D loss: 0.687645, acc.: 57.42%, KL div.: 0.341383] [G loss: 0.698221, KL div.: 0.698221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5719 [D loss: 0.696957, acc.: 47.66%, KL div.: 0.346119] [G loss: 0.692538, KL div.: 0.692538, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5720 [D loss: 0.687954, acc.: 56.64%, KL div.: 0.340703] [G loss: 0.707357, KL div.: 0.707357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5721 [D loss: 0.690226, acc.: 55.86%, KL div.: 0.344572] [G loss: 0.725385, KL div.: 0.725385, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5722 [D loss: 0.687943, acc.: 54.69%, KL div.: 0.348210] [G loss: 0.725205, KL div.: 0.725205, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5723 [D loss: 0.688755, acc.: 55.47%, KL div.: 0.348080] [G loss: 0.711198, KL div.: 0.711198, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5724 [D loss: 0.695861, acc.: 45.31%, KL div.: 0.349240] [G loss: 0.702298, KL div.: 0.702298, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5725 [D loss: 0.694081, acc.: 50.00%, KL div.: 0.348031] [G loss: 0.704099, KL div.: 0.704099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5726 [D loss: 0.698400, acc.: 46.48%, KL div.: 0.348032] [G loss: 0.701238, KL div.: 0.701238, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5727 [D loss: 0.687985, acc.: 56.64%, KL div.: 0.340733] [G loss: 0.699385, KL div.: 0.699385, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5728 [D loss: 0.690786, acc.: 49.22%, KL div.: 0.339769] [G loss: 0.706188, KL div.: 0.706188, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5729 [D loss: 0.693636, acc.: 51.95%, KL div.: 0.339544] [G loss: 0.698043, KL div.: 0.698043, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5730 [D loss: 0.691078, acc.: 51.56%, KL div.: 0.340091] [G loss: 0.702114, KL div.: 0.702114, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5731 [D loss: 0.697532, acc.: 47.27%, KL div.: 0.342480] [G loss: 0.699759, KL div.: 0.699759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5732 [D loss: 0.693838, acc.: 51.17%, KL div.: 0.343678] [G loss: 0.700270, KL div.: 0.700270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5733 [D loss: 0.688717, acc.: 51.95%, KL div.: 0.339990] [G loss: 0.709922, KL div.: 0.709922, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5734 [D loss: 0.687567, acc.: 56.64%, KL div.: 0.343474] [G loss: 0.705444, KL div.: 0.705444, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5735 [D loss: 0.692248, acc.: 55.86%, KL div.: 0.343421] [G loss: 0.707724, KL div.: 0.707724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5736 [D loss: 0.693306, acc.: 51.95%, KL div.: 0.342606] [G loss: 0.709747, KL div.: 0.709747, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5737 [D loss: 0.692637, acc.: 51.95%, KL div.: 0.344805] [G loss: 0.702263, KL div.: 0.702263, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5738 [D loss: 0.691455, acc.: 51.17%, KL div.: 0.344128] [G loss: 0.706539, KL div.: 0.706539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5739 [D loss: 0.687438, acc.: 53.91%, KL div.: 0.343250] [G loss: 0.706032, KL div.: 0.706032, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5740 [D loss: 0.689353, acc.: 55.08%, KL div.: 0.342124] [G loss: 0.711278, KL div.: 0.711278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5741 [D loss: 0.693981, acc.: 48.44%, KL div.: 0.344075] [G loss: 0.701298, KL div.: 0.701298, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5742 [D loss: 0.687599, acc.: 53.91%, KL div.: 0.342779] [G loss: 0.707228, KL div.: 0.707228, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5743 [D loss: 0.693817, acc.: 47.66%, KL div.: 0.345577] [G loss: 0.698407, KL div.: 0.698407, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5744 [D loss: 0.689800, acc.: 52.73%, KL div.: 0.343126] [G loss: 0.705531, KL div.: 0.705531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5745 [D loss: 0.693085, acc.: 53.91%, KL div.: 0.345732] [G loss: 0.692164, KL div.: 0.692164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5746 [D loss: 0.688116, acc.: 52.73%, KL div.: 0.341639] [G loss: 0.699404, KL div.: 0.699404, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5747 [D loss: 0.689054, acc.: 54.69%, KL div.: 0.340867] [G loss: 0.694504, KL div.: 0.694504, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5748 [D loss: 0.694862, acc.: 50.39%, KL div.: 0.343010] [G loss: 0.702014, KL div.: 0.702014, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5749 [D loss: 0.692505, acc.: 53.52%, KL div.: 0.341419] [G loss: 0.704456, KL div.: 0.704456, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5750 [D loss: 0.692122, acc.: 51.17%, KL div.: 0.342880] [G loss: 0.712144, KL div.: 0.712144, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5751 [D loss: 0.690902, acc.: 52.34%, KL div.: 0.344539] [G loss: 0.709466, KL div.: 0.709466, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5752 [D loss: 0.687070, acc.: 61.33%, KL div.: 0.341195] [G loss: 0.710652, KL div.: 0.710652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5753 [D loss: 0.692522, acc.: 48.83%, KL div.: 0.346008] [G loss: 0.708886, KL div.: 0.708886, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5754 [D loss: 0.693387, acc.: 49.61%, KL div.: 0.346639] [G loss: 0.708189, KL div.: 0.708189, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5755 [D loss: 0.688092, acc.: 55.86%, KL div.: 0.346135] [G loss: 0.710650, KL div.: 0.710650, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5756 [D loss: 0.691155, acc.: 53.12%, KL div.: 0.345571] [G loss: 0.701880, KL div.: 0.701880, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5757 [D loss: 0.691131, acc.: 48.83%, KL div.: 0.345979] [G loss: 0.705163, KL div.: 0.705163, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5758 [D loss: 0.689845, acc.: 51.95%, KL div.: 0.342866] [G loss: 0.708175, KL div.: 0.708175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5759 [D loss: 0.689104, acc.: 58.59%, KL div.: 0.345536] [G loss: 0.701354, KL div.: 0.701354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5760 [D loss: 0.689217, acc.: 51.56%, KL div.: 0.345813] [G loss: 0.705979, KL div.: 0.705979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5761 [D loss: 0.687268, acc.: 57.42%, KL div.: 0.345819] [G loss: 0.705015, KL div.: 0.705015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5762 [D loss: 0.686282, acc.: 60.16%, KL div.: 0.344017] [G loss: 0.705437, KL div.: 0.705437, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5763 [D loss: 0.691462, acc.: 54.30%, KL div.: 0.343687] [G loss: 0.702703, KL div.: 0.702703, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5764 [D loss: 0.691295, acc.: 53.91%, KL div.: 0.344111] [G loss: 0.706518, KL div.: 0.706518, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5765 [D loss: 0.689884, acc.: 50.39%, KL div.: 0.343997] [G loss: 0.706596, KL div.: 0.706596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5766 [D loss: 0.690585, acc.: 50.00%, KL div.: 0.343549] [G loss: 0.718045, KL div.: 0.718045, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5767 [D loss: 0.690047, acc.: 52.73%, KL div.: 0.344633] [G loss: 0.708842, KL div.: 0.708842, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5768 [D loss: 0.690729, acc.: 53.91%, KL div.: 0.344938] [G loss: 0.706459, KL div.: 0.706459, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5769 [D loss: 0.691014, acc.: 52.34%, KL div.: 0.346136] [G loss: 0.704877, KL div.: 0.704877, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5770 [D loss: 0.689435, acc.: 55.47%, KL div.: 0.342744] [G loss: 0.705904, KL div.: 0.705904, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5771 [D loss: 0.693429, acc.: 52.34%, KL div.: 0.346190] [G loss: 0.696183, KL div.: 0.696183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5772 [D loss: 0.689930, acc.: 54.69%, KL div.: 0.340328] [G loss: 0.698452, KL div.: 0.698452, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5773 [D loss: 0.691746, acc.: 56.25%, KL div.: 0.344460] [G loss: 0.703181, KL div.: 0.703181, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5774 [D loss: 0.692953, acc.: 52.73%, KL div.: 0.346859] [G loss: 0.710834, KL div.: 0.710834, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5775 [D loss: 0.693454, acc.: 52.73%, KL div.: 0.347596] [G loss: 0.714611, KL div.: 0.714611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5776 [D loss: 0.696154, acc.: 47.27%, KL div.: 0.347938] [G loss: 0.709649, KL div.: 0.709649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5777 [D loss: 0.692752, acc.: 53.52%, KL div.: 0.347720] [G loss: 0.706945, KL div.: 0.706945, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5778 [D loss: 0.689326, acc.: 55.08%, KL div.: 0.346937] [G loss: 0.708859, KL div.: 0.708859, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5779 [D loss: 0.695356, acc.: 51.56%, KL div.: 0.348504] [G loss: 0.706850, KL div.: 0.706850, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5780 [D loss: 0.692543, acc.: 54.30%, KL div.: 0.346907] [G loss: 0.707018, KL div.: 0.707018, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5781 [D loss: 0.693432, acc.: 52.73%, KL div.: 0.344399] [G loss: 0.704142, KL div.: 0.704142, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5782 [D loss: 0.692106, acc.: 51.17%, KL div.: 0.343921] [G loss: 0.708686, KL div.: 0.708686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5783 [D loss: 0.688726, acc.: 57.42%, KL div.: 0.341668] [G loss: 0.700918, KL div.: 0.700918, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5784 [D loss: 0.696557, acc.: 50.00%, KL div.: 0.345109] [G loss: 0.713087, KL div.: 0.713087, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5785 [D loss: 0.695919, acc.: 49.61%, KL div.: 0.347792] [G loss: 0.711592, KL div.: 0.711592, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5786 [D loss: 0.692109, acc.: 53.91%, KL div.: 0.345923] [G loss: 0.715007, KL div.: 0.715007, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5787 [D loss: 0.691084, acc.: 50.39%, KL div.: 0.344349] [G loss: 0.704942, KL div.: 0.704942, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5788 [D loss: 0.690322, acc.: 50.39%, KL div.: 0.344758] [G loss: 0.704973, KL div.: 0.704973, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5789 [D loss: 0.687312, acc.: 56.64%, KL div.: 0.343761] [G loss: 0.709295, KL div.: 0.709295, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5790 [D loss: 0.690175, acc.: 55.86%, KL div.: 0.347404] [G loss: 0.717263, KL div.: 0.717263, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5791 [D loss: 0.693061, acc.: 54.69%, KL div.: 0.349942] [G loss: 0.706861, KL div.: 0.706861, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5792 [D loss: 0.691447, acc.: 50.39%, KL div.: 0.345703] [G loss: 0.703750, KL div.: 0.703750, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5793 [D loss: 0.689390, acc.: 51.56%, KL div.: 0.342497] [G loss: 0.710881, KL div.: 0.710881, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5794 [D loss: 0.688293, acc.: 55.47%, KL div.: 0.342996] [G loss: 0.705302, KL div.: 0.705302, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5795 [D loss: 0.691594, acc.: 51.95%, KL div.: 0.343796] [G loss: 0.701140, KL div.: 0.701140, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5796 [D loss: 0.693895, acc.: 49.61%, KL div.: 0.346188] [G loss: 0.711169, KL div.: 0.711169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5797 [D loss: 0.688955, acc.: 54.69%, KL div.: 0.343759] [G loss: 0.711150, KL div.: 0.711150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5798 [D loss: 0.690555, acc.: 53.91%, KL div.: 0.345730] [G loss: 0.707583, KL div.: 0.707583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5799 [D loss: 0.692350, acc.: 50.78%, KL div.: 0.344074] [G loss: 0.713989, KL div.: 0.713989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 52ms/step
4/4 [==============================] - 0s 25ms/step
5800 [D loss: 0.686120, acc.: 55.08%, KL div.: 0.344233] [G loss: 0.719185, KL div.: 0.719185, FID: 39.495154]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 73ms/step
5801 [D loss: 0.688066, acc.: 56.25%, KL div.: 0.346475] [G loss: 0.718640, KL div.: 0.718640, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5802 [D loss: 0.695733, acc.: 46.09%, KL div.: 0.350558] [G loss: 0.712409, KL div.: 0.712409, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5803 [D loss: 0.688571, acc.: 52.73%, KL div.: 0.345013] [G loss: 0.706532, KL div.: 0.706532, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5804 [D loss: 0.689418, acc.: 53.12%, KL div.: 0.344235] [G loss: 0.712288, KL div.: 0.712288, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5805 [D loss: 0.692084, acc.: 53.12%, KL div.: 0.343081] [G loss: 0.706539, KL div.: 0.706539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5806 [D loss: 0.690970, acc.: 50.78%, KL div.: 0.345060] [G loss: 0.700117, KL div.: 0.700117, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5807 [D loss: 0.693405, acc.: 50.78%, KL div.: 0.342619] [G loss: 0.703375, KL div.: 0.703375, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5808 [D loss: 0.692295, acc.: 52.34%, KL div.: 0.343504] [G loss: 0.705492, KL div.: 0.705492, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5809 [D loss: 0.691168, acc.: 54.69%, KL div.: 0.344732] [G loss: 0.711275, KL div.: 0.711275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5810 [D loss: 0.691826, acc.: 52.34%, KL div.: 0.343373] [G loss: 0.703395, KL div.: 0.703395, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5811 [D loss: 0.690252, acc.: 51.17%, KL div.: 0.342897] [G loss: 0.709028, KL div.: 0.709028, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5812 [D loss: 0.695087, acc.: 50.39%, KL div.: 0.347798] [G loss: 0.700751, KL div.: 0.700751, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5813 [D loss: 0.692935, acc.: 48.83%, KL div.: 0.342725] [G loss: 0.701171, KL div.: 0.701171, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5814 [D loss: 0.691056, acc.: 55.47%, KL div.: 0.342271] [G loss: 0.701470, KL div.: 0.701470, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5815 [D loss: 0.689491, acc.: 59.77%, KL div.: 0.341882] [G loss: 0.707006, KL div.: 0.707006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5816 [D loss: 0.687652, acc.: 58.59%, KL div.: 0.340901] [G loss: 0.703409, KL div.: 0.703409, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5817 [D loss: 0.692101, acc.: 52.34%, KL div.: 0.344559] [G loss: 0.714108, KL div.: 0.714108, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5818 [D loss: 0.692367, acc.: 51.17%, KL div.: 0.345652] [G loss: 0.707577, KL div.: 0.707577, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5819 [D loss: 0.689704, acc.: 55.86%, KL div.: 0.345928] [G loss: 0.701447, KL div.: 0.701447, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5820 [D loss: 0.694650, acc.: 50.00%, KL div.: 0.348681] [G loss: 0.711697, KL div.: 0.711697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5821 [D loss: 0.692369, acc.: 51.17%, KL div.: 0.347488] [G loss: 0.708459, KL div.: 0.708459, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5822 [D loss: 0.691582, acc.: 53.12%, KL div.: 0.345203] [G loss: 0.703358, KL div.: 0.703358, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5823 [D loss: 0.689985, acc.: 54.30%, KL div.: 0.339828] [G loss: 0.696724, KL div.: 0.696724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5824 [D loss: 0.693840, acc.: 49.22%, KL div.: 0.340462] [G loss: 0.691562, KL div.: 0.691562, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5825 [D loss: 0.691895, acc.: 50.39%, KL div.: 0.342595] [G loss: 0.708898, KL div.: 0.708898, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5826 [D loss: 0.689337, acc.: 55.08%, KL div.: 0.338985] [G loss: 0.706880, KL div.: 0.706880, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5827 [D loss: 0.686995, acc.: 55.86%, KL div.: 0.342963] [G loss: 0.711950, KL div.: 0.711950, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5828 [D loss: 0.688394, acc.: 55.08%, KL div.: 0.343736] [G loss: 0.712191, KL div.: 0.712191, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5829 [D loss: 0.691866, acc.: 54.69%, KL div.: 0.347941] [G loss: 0.706726, KL div.: 0.706726, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5830 [D loss: 0.691301, acc.: 52.34%, KL div.: 0.346769] [G loss: 0.700273, KL div.: 0.700273, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5831 [D loss: 0.691457, acc.: 51.95%, KL div.: 0.344763] [G loss: 0.702548, KL div.: 0.702548, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5832 [D loss: 0.688766, acc.: 57.03%, KL div.: 0.340878] [G loss: 0.704269, KL div.: 0.704269, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5833 [D loss: 0.693600, acc.: 51.56%, KL div.: 0.342622] [G loss: 0.693370, KL div.: 0.693370, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5834 [D loss: 0.686548, acc.: 55.86%, KL div.: 0.339369] [G loss: 0.700401, KL div.: 0.700401, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5835 [D loss: 0.692336, acc.: 49.22%, KL div.: 0.341665] [G loss: 0.697272, KL div.: 0.697272, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5836 [D loss: 0.693672, acc.: 49.22%, KL div.: 0.342732] [G loss: 0.702054, KL div.: 0.702054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5837 [D loss: 0.690163, acc.: 54.69%, KL div.: 0.342785] [G loss: 0.700168, KL div.: 0.700168, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5838 [D loss: 0.688306, acc.: 58.20%, KL div.: 0.342093] [G loss: 0.711150, KL div.: 0.711150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5839 [D loss: 0.694048, acc.: 50.39%, KL div.: 0.345127] [G loss: 0.714352, KL div.: 0.714352, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5840 [D loss: 0.688798, acc.: 55.86%, KL div.: 0.345177] [G loss: 0.713830, KL div.: 0.713830, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5841 [D loss: 0.687688, acc.: 55.47%, KL div.: 0.344252] [G loss: 0.710817, KL div.: 0.710817, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5842 [D loss: 0.692864, acc.: 52.73%, KL div.: 0.347017] [G loss: 0.705696, KL div.: 0.705696, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5843 [D loss: 0.697641, acc.: 44.53%, KL div.: 0.348292] [G loss: 0.706868, KL div.: 0.706868, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5844 [D loss: 0.693413, acc.: 54.69%, KL div.: 0.346865] [G loss: 0.702910, KL div.: 0.702910, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5845 [D loss: 0.696015, acc.: 45.70%, KL div.: 0.344472] [G loss: 0.702633, KL div.: 0.702633, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5846 [D loss: 0.696217, acc.: 52.34%, KL div.: 0.347231] [G loss: 0.693516, KL div.: 0.693516, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5847 [D loss: 0.690768, acc.: 55.47%, KL div.: 0.345322] [G loss: 0.708458, KL div.: 0.708458, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5848 [D loss: 0.687746, acc.: 55.08%, KL div.: 0.342356] [G loss: 0.710316, KL div.: 0.710316, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5849 [D loss: 0.691823, acc.: 52.73%, KL div.: 0.346409] [G loss: 0.709969, KL div.: 0.709969, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5850 [D loss: 0.694981, acc.: 48.05%, KL div.: 0.348744] [G loss: 0.710676, KL div.: 0.710676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5851 [D loss: 0.690150, acc.: 54.69%, KL div.: 0.345758] [G loss: 0.705964, KL div.: 0.705964, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5852 [D loss: 0.694042, acc.: 54.30%, KL div.: 0.344489] [G loss: 0.706874, KL div.: 0.706874, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5853 [D loss: 0.690633, acc.: 51.17%, KL div.: 0.342514] [G loss: 0.697625, KL div.: 0.697625, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5854 [D loss: 0.688283, acc.: 56.64%, KL div.: 0.341842] [G loss: 0.704467, KL div.: 0.704467, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5855 [D loss: 0.694684, acc.: 46.88%, KL div.: 0.342595] [G loss: 0.697138, KL div.: 0.697138, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5856 [D loss: 0.690752, acc.: 51.95%, KL div.: 0.342047] [G loss: 0.708862, KL div.: 0.708862, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5857 [D loss: 0.689999, acc.: 53.12%, KL div.: 0.341178] [G loss: 0.709801, KL div.: 0.709801, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5858 [D loss: 0.686591, acc.: 55.08%, KL div.: 0.341515] [G loss: 0.712318, KL div.: 0.712318, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5859 [D loss: 0.690946, acc.: 50.39%, KL div.: 0.347517] [G loss: 0.714258, KL div.: 0.714258, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5860 [D loss: 0.688795, acc.: 53.91%, KL div.: 0.345925] [G loss: 0.714160, KL div.: 0.714160, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5861 [D loss: 0.688976, acc.: 54.69%, KL div.: 0.348068] [G loss: 0.717734, KL div.: 0.717734, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5862 [D loss: 0.690646, acc.: 53.91%, KL div.: 0.347792] [G loss: 0.709317, KL div.: 0.709317, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5863 [D loss: 0.688046, acc.: 58.59%, KL div.: 0.345084] [G loss: 0.709200, KL div.: 0.709200, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5864 [D loss: 0.692555, acc.: 52.34%, KL div.: 0.343462] [G loss: 0.699604, KL div.: 0.699604, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5865 [D loss: 0.694197, acc.: 51.56%, KL div.: 0.345281] [G loss: 0.705657, KL div.: 0.705657, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5866 [D loss: 0.691955, acc.: 50.00%, KL div.: 0.343510] [G loss: 0.703611, KL div.: 0.703611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5867 [D loss: 0.694722, acc.: 48.83%, KL div.: 0.343368] [G loss: 0.702247, KL div.: 0.702247, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5868 [D loss: 0.689235, acc.: 55.47%, KL div.: 0.341707] [G loss: 0.710904, KL div.: 0.710904, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5869 [D loss: 0.688600, acc.: 54.30%, KL div.: 0.343745] [G loss: 0.713988, KL div.: 0.713988, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5870 [D loss: 0.689534, acc.: 57.03%, KL div.: 0.348094] [G loss: 0.712991, KL div.: 0.712991, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5871 [D loss: 0.689599, acc.: 53.52%, KL div.: 0.349464] [G loss: 0.710146, KL div.: 0.710146, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5872 [D loss: 0.693470, acc.: 51.95%, KL div.: 0.345527] [G loss: 0.706844, KL div.: 0.706844, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5873 [D loss: 0.688370, acc.: 57.03%, KL div.: 0.343222] [G loss: 0.704873, KL div.: 0.704873, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5874 [D loss: 0.689010, acc.: 56.25%, KL div.: 0.343053] [G loss: 0.703893, KL div.: 0.703893, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5875 [D loss: 0.685344, acc.: 60.16%, KL div.: 0.339774] [G loss: 0.704368, KL div.: 0.704368, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5876 [D loss: 0.691588, acc.: 54.30%, KL div.: 0.343784] [G loss: 0.706936, KL div.: 0.706936, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5877 [D loss: 0.692740, acc.: 51.95%, KL div.: 0.346016] [G loss: 0.700935, KL div.: 0.700935, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5878 [D loss: 0.696019, acc.: 46.09%, KL div.: 0.344625] [G loss: 0.702491, KL div.: 0.702492, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5879 [D loss: 0.691316, acc.: 50.78%, KL div.: 0.341510] [G loss: 0.707237, KL div.: 0.707237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5880 [D loss: 0.690934, acc.: 53.91%, KL div.: 0.341601] [G loss: 0.708768, KL div.: 0.708768, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5881 [D loss: 0.691862, acc.: 47.66%, KL div.: 0.345120] [G loss: 0.706608, KL div.: 0.706608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5882 [D loss: 0.690211, acc.: 53.52%, KL div.: 0.345287] [G loss: 0.711938, KL div.: 0.711938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5883 [D loss: 0.688154, acc.: 56.25%, KL div.: 0.345144] [G loss: 0.710567, KL div.: 0.710567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5884 [D loss: 0.689156, acc.: 53.91%, KL div.: 0.344989] [G loss: 0.703543, KL div.: 0.703543, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5885 [D loss: 0.690591, acc.: 55.86%, KL div.: 0.343059] [G loss: 0.709408, KL div.: 0.709408, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5886 [D loss: 0.686979, acc.: 60.16%, KL div.: 0.342932] [G loss: 0.705759, KL div.: 0.705759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5887 [D loss: 0.694283, acc.: 48.83%, KL div.: 0.345478] [G loss: 0.705286, KL div.: 0.705286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5888 [D loss: 0.690952, acc.: 54.30%, KL div.: 0.341930] [G loss: 0.708472, KL div.: 0.708472, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5889 [D loss: 0.690179, acc.: 55.08%, KL div.: 0.348102] [G loss: 0.712481, KL div.: 0.712481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5890 [D loss: 0.698121, acc.: 47.66%, KL div.: 0.349954] [G loss: 0.712245, KL div.: 0.712245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5891 [D loss: 0.691463, acc.: 53.12%, KL div.: 0.350424] [G loss: 0.716703, KL div.: 0.716703, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5892 [D loss: 0.691347, acc.: 52.73%, KL div.: 0.349997] [G loss: 0.711992, KL div.: 0.711992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5893 [D loss: 0.691354, acc.: 52.73%, KL div.: 0.346839] [G loss: 0.713981, KL div.: 0.713981, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5894 [D loss: 0.689454, acc.: 53.91%, KL div.: 0.344501] [G loss: 0.710437, KL div.: 0.710437, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5895 [D loss: 0.694649, acc.: 48.05%, KL div.: 0.346023] [G loss: 0.702885, KL div.: 0.702885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5896 [D loss: 0.684119, acc.: 61.33%, KL div.: 0.340426] [G loss: 0.707151, KL div.: 0.707151, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5897 [D loss: 0.693291, acc.: 46.88%, KL div.: 0.343442] [G loss: 0.708077, KL div.: 0.708077, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5898 [D loss: 0.695192, acc.: 48.44%, KL div.: 0.349004] [G loss: 0.705132, KL div.: 0.705132, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5899 [D loss: 0.691593, acc.: 52.73%, KL div.: 0.344931] [G loss: 0.702777, KL div.: 0.702777, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 3s 119ms/step
4/4 [==============================] - 0s 27ms/step
5900 [D loss: 0.694641, acc.: 45.70%, KL div.: 0.345679] [G loss: 0.703947, KL div.: 0.703947, FID: 32.302309]
1/1 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 74ms/step
5901 [D loss: 0.687516, acc.: 58.59%, KL div.: 0.345486] [G loss: 0.713537, KL div.: 0.713537, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5902 [D loss: 0.691836, acc.: 55.08%, KL div.: 0.346795] [G loss: 0.709838, KL div.: 0.709838, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5903 [D loss: 0.689397, acc.: 52.34%, KL div.: 0.342267] [G loss: 0.703670, KL div.: 0.703670, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5904 [D loss: 0.693996, acc.: 51.17%, KL div.: 0.345357] [G loss: 0.712365, KL div.: 0.712365, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5905 [D loss: 0.692467, acc.: 54.30%, KL div.: 0.345374] [G loss: 0.711948, KL div.: 0.711948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5906 [D loss: 0.689326, acc.: 55.86%, KL div.: 0.342135] [G loss: 0.704869, KL div.: 0.704869, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5907 [D loss: 0.689905, acc.: 52.34%, KL div.: 0.345397] [G loss: 0.706519, KL div.: 0.706519, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5908 [D loss: 0.683547, acc.: 59.38%, KL div.: 0.343208] [G loss: 0.712196, KL div.: 0.712196, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5909 [D loss: 0.694117, acc.: 49.22%, KL div.: 0.346764] [G loss: 0.708670, KL div.: 0.708670, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5910 [D loss: 0.690480, acc.: 51.95%, KL div.: 0.345468] [G loss: 0.703598, KL div.: 0.703598, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5911 [D loss: 0.691876, acc.: 54.69%, KL div.: 0.344301] [G loss: 0.703847, KL div.: 0.703847, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5912 [D loss: 0.687419, acc.: 55.47%, KL div.: 0.343545] [G loss: 0.702020, KL div.: 0.702020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5913 [D loss: 0.692349, acc.: 51.95%, KL div.: 0.343126] [G loss: 0.710553, KL div.: 0.710553, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5914 [D loss: 0.685130, acc.: 57.03%, KL div.: 0.338471] [G loss: 0.713598, KL div.: 0.713598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5915 [D loss: 0.688365, acc.: 57.03%, KL div.: 0.346889] [G loss: 0.713195, KL div.: 0.713195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5916 [D loss: 0.693408, acc.: 50.78%, KL div.: 0.348930] [G loss: 0.719280, KL div.: 0.719280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5917 [D loss: 0.694241, acc.: 52.73%, KL div.: 0.348966] [G loss: 0.708692, KL div.: 0.708692, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5918 [D loss: 0.692660, acc.: 50.39%, KL div.: 0.345831] [G loss: 0.708865, KL div.: 0.708865, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5919 [D loss: 0.694422, acc.: 49.22%, KL div.: 0.346708] [G loss: 0.704153, KL div.: 0.704153, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5920 [D loss: 0.691615, acc.: 53.12%, KL div.: 0.344842] [G loss: 0.709999, KL div.: 0.709999, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5921 [D loss: 0.691987, acc.: 52.73%, KL div.: 0.344364] [G loss: 0.703665, KL div.: 0.703665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5922 [D loss: 0.693150, acc.: 46.48%, KL div.: 0.345288] [G loss: 0.702930, KL div.: 0.702930, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5923 [D loss: 0.688761, acc.: 55.08%, KL div.: 0.338903] [G loss: 0.706946, KL div.: 0.706946, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5924 [D loss: 0.691214, acc.: 53.12%, KL div.: 0.345946] [G loss: 0.707426, KL div.: 0.707426, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5925 [D loss: 0.691457, acc.: 53.52%, KL div.: 0.345437] [G loss: 0.706983, KL div.: 0.706983, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5926 [D loss: 0.690683, acc.: 55.86%, KL div.: 0.344639] [G loss: 0.708757, KL div.: 0.708757, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5927 [D loss: 0.689077, acc.: 57.03%, KL div.: 0.343634] [G loss: 0.717037, KL div.: 0.717037, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5928 [D loss: 0.691382, acc.: 53.91%, KL div.: 0.347273] [G loss: 0.710641, KL div.: 0.710641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5929 [D loss: 0.691429, acc.: 54.69%, KL div.: 0.346603] [G loss: 0.707810, KL div.: 0.707810, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5930 [D loss: 0.692585, acc.: 52.73%, KL div.: 0.347648] [G loss: 0.705015, KL div.: 0.705015, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5931 [D loss: 0.689972, acc.: 53.91%, KL div.: 0.344314] [G loss: 0.706138, KL div.: 0.706138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5932 [D loss: 0.691407, acc.: 50.00%, KL div.: 0.343199] [G loss: 0.703611, KL div.: 0.703611, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5933 [D loss: 0.690744, acc.: 52.73%, KL div.: 0.342607] [G loss: 0.702557, KL div.: 0.702557, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5934 [D loss: 0.690070, acc.: 56.25%, KL div.: 0.342291] [G loss: 0.699892, KL div.: 0.699892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5935 [D loss: 0.692172, acc.: 54.69%, KL div.: 0.338697] [G loss: 0.698161, KL div.: 0.698161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5936 [D loss: 0.693025, acc.: 50.39%, KL div.: 0.337548] [G loss: 0.700209, KL div.: 0.700209, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
5937 [D loss: 0.694352, acc.: 50.39%, KL div.: 0.342067] [G loss: 0.707474, KL div.: 0.707474, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5938 [D loss: 0.685279, acc.: 57.42%, KL div.: 0.338115] [G loss: 0.725344, KL div.: 0.725344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5939 [D loss: 0.688673, acc.: 59.77%, KL div.: 0.348240] [G loss: 0.720765, KL div.: 0.720764, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5940 [D loss: 0.685378, acc.: 57.81%, KL div.: 0.342661] [G loss: 0.717928, KL div.: 0.717928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5941 [D loss: 0.698469, acc.: 45.70%, KL div.: 0.351610] [G loss: 0.703446, KL div.: 0.703446, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5942 [D loss: 0.688725, acc.: 55.86%, KL div.: 0.344382] [G loss: 0.709818, KL div.: 0.709818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5943 [D loss: 0.691639, acc.: 51.56%, KL div.: 0.345643] [G loss: 0.707722, KL div.: 0.707722, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5944 [D loss: 0.691512, acc.: 51.17%, KL div.: 0.342782] [G loss: 0.700493, KL div.: 0.700493, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5945 [D loss: 0.691023, acc.: 51.56%, KL div.: 0.340553] [G loss: 0.700475, KL div.: 0.700475, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5946 [D loss: 0.694382, acc.: 52.34%, KL div.: 0.341447] [G loss: 0.698477, KL div.: 0.698477, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5947 [D loss: 0.694526, acc.: 47.66%, KL div.: 0.340456] [G loss: 0.697842, KL div.: 0.697842, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5948 [D loss: 0.694501, acc.: 51.95%, KL div.: 0.344272] [G loss: 0.706654, KL div.: 0.706654, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5949 [D loss: 0.687981, acc.: 52.73%, KL div.: 0.342104] [G loss: 0.711139, KL div.: 0.711139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5950 [D loss: 0.691272, acc.: 54.30%, KL div.: 0.345252] [G loss: 0.709380, KL div.: 0.709380, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5951 [D loss: 0.687506, acc.: 56.25%, KL div.: 0.343224] [G loss: 0.707738, KL div.: 0.707738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5952 [D loss: 0.690635, acc.: 55.86%, KL div.: 0.346521] [G loss: 0.705959, KL div.: 0.705959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5953 [D loss: 0.694260, acc.: 48.44%, KL div.: 0.346676] [G loss: 0.703639, KL div.: 0.703639, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5954 [D loss: 0.695225, acc.: 52.34%, KL div.: 0.346803] [G loss: 0.698687, KL div.: 0.698687, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5955 [D loss: 0.689263, acc.: 56.64%, KL div.: 0.341689] [G loss: 0.710582, KL div.: 0.710582, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5956 [D loss: 0.692757, acc.: 54.30%, KL div.: 0.344580] [G loss: 0.702340, KL div.: 0.702340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5957 [D loss: 0.692779, acc.: 54.30%, KL div.: 0.345109] [G loss: 0.707689, KL div.: 0.707689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5958 [D loss: 0.692360, acc.: 51.56%, KL div.: 0.346218] [G loss: 0.707288, KL div.: 0.707288, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5959 [D loss: 0.698632, acc.: 46.48%, KL div.: 0.347697] [G loss: 0.705696, KL div.: 0.705696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5960 [D loss: 0.688730, acc.: 58.59%, KL div.: 0.342228] [G loss: 0.705845, KL div.: 0.705845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5961 [D loss: 0.691702, acc.: 54.30%, KL div.: 0.345723] [G loss: 0.709593, KL div.: 0.709593, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5962 [D loss: 0.690162, acc.: 54.69%, KL div.: 0.343356] [G loss: 0.706657, KL div.: 0.706656, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5963 [D loss: 0.690611, acc.: 53.91%, KL div.: 0.346685] [G loss: 0.707955, KL div.: 0.707955, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5964 [D loss: 0.697350, acc.: 48.83%, KL div.: 0.346676] [G loss: 0.704957, KL div.: 0.704957, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5965 [D loss: 0.688340, acc.: 53.12%, KL div.: 0.342154] [G loss: 0.707923, KL div.: 0.707923, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
5966 [D loss: 0.689791, acc.: 53.12%, KL div.: 0.343436] [G loss: 0.705034, KL div.: 0.705034, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5967 [D loss: 0.689533, acc.: 51.17%, KL div.: 0.343138] [G loss: 0.704505, KL div.: 0.704505, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5968 [D loss: 0.694476, acc.: 52.34%, KL div.: 0.344966] [G loss: 0.710104, KL div.: 0.710104, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5969 [D loss: 0.688460, acc.: 55.86%, KL div.: 0.345723] [G loss: 0.708968, KL div.: 0.708968, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5970 [D loss: 0.692483, acc.: 49.61%, KL div.: 0.347745] [G loss: 0.703176, KL div.: 0.703176, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5971 [D loss: 0.688567, acc.: 55.08%, KL div.: 0.344608] [G loss: 0.708628, KL div.: 0.708628, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5972 [D loss: 0.686202, acc.: 55.47%, KL div.: 0.344311] [G loss: 0.709553, KL div.: 0.709553, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5973 [D loss: 0.694262, acc.: 47.27%, KL div.: 0.345347] [G loss: 0.698108, KL div.: 0.698108, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5974 [D loss: 0.688776, acc.: 56.64%, KL div.: 0.343184] [G loss: 0.697343, KL div.: 0.697343, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5975 [D loss: 0.686657, acc.: 60.55%, KL div.: 0.342960] [G loss: 0.705871, KL div.: 0.705871, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5976 [D loss: 0.694081, acc.: 49.22%, KL div.: 0.346280] [G loss: 0.709992, KL div.: 0.709992, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5977 [D loss: 0.691130, acc.: 53.12%, KL div.: 0.345948] [G loss: 0.713018, KL div.: 0.713018, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5978 [D loss: 0.688926, acc.: 55.08%, KL div.: 0.345835] [G loss: 0.709778, KL div.: 0.709778, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5979 [D loss: 0.688360, acc.: 55.86%, KL div.: 0.341807] [G loss: 0.706780, KL div.: 0.706780, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5980 [D loss: 0.689986, acc.: 53.91%, KL div.: 0.347739] [G loss: 0.708676, KL div.: 0.708676, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5981 [D loss: 0.685597, acc.: 57.81%, KL div.: 0.343314] [G loss: 0.711787, KL div.: 0.711787, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5982 [D loss: 0.688361, acc.: 57.03%, KL div.: 0.343321] [G loss: 0.704618, KL div.: 0.704618, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5983 [D loss: 0.687874, acc.: 60.16%, KL div.: 0.341617] [G loss: 0.706841, KL div.: 0.706841, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5984 [D loss: 0.688134, acc.: 56.64%, KL div.: 0.340891] [G loss: 0.700984, KL div.: 0.700984, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5985 [D loss: 0.694650, acc.: 49.61%, KL div.: 0.342631] [G loss: 0.699310, KL div.: 0.699310, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5986 [D loss: 0.694546, acc.: 50.78%, KL div.: 0.343843] [G loss: 0.707792, KL div.: 0.707792, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5987 [D loss: 0.690179, acc.: 48.83%, KL div.: 0.343192] [G loss: 0.715948, KL div.: 0.715948, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5988 [D loss: 0.685091, acc.: 61.72%, KL div.: 0.344430] [G loss: 0.716019, KL div.: 0.716019, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5989 [D loss: 0.694221, acc.: 48.83%, KL div.: 0.348876] [G loss: 0.710193, KL div.: 0.710193, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5990 [D loss: 0.691167, acc.: 54.69%, KL div.: 0.346350] [G loss: 0.713677, KL div.: 0.713677, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
5991 [D loss: 0.689412, acc.: 55.08%, KL div.: 0.346057] [G loss: 0.713021, KL div.: 0.713021, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5992 [D loss: 0.692417, acc.: 51.95%, KL div.: 0.348058] [G loss: 0.710721, KL div.: 0.710721, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5993 [D loss: 0.688591, acc.: 53.12%, KL div.: 0.344655] [G loss: 0.702807, KL div.: 0.702807, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5994 [D loss: 0.695327, acc.: 47.27%, KL div.: 0.341029] [G loss: 0.703820, KL div.: 0.703820, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5995 [D loss: 0.685953, acc.: 55.86%, KL div.: 0.338100] [G loss: 0.704920, KL div.: 0.704920, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5996 [D loss: 0.689919, acc.: 49.61%, KL div.: 0.343882] [G loss: 0.709805, KL div.: 0.709805, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5997 [D loss: 0.692483, acc.: 52.34%, KL div.: 0.344974] [G loss: 0.711771, KL div.: 0.711771, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5998 [D loss: 0.688965, acc.: 55.47%, KL div.: 0.346763] [G loss: 0.713156, KL div.: 0.713156, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5999 [D loss: 0.687723, acc.: 57.03%, KL div.: 0.344266] [G loss: 0.711284, KL div.: 0.711284, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 3s 100ms/step
4/4 [==============================] - 0s 89ms/step
6000 [D loss: 0.690346, acc.: 54.69%, KL div.: 0.346733] [G loss: 0.714989, KL div.: 0.714989, FID: 41.577739]
1/1 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 79ms/step
6001 [D loss: 0.690647, acc.: 50.39%, KL div.: 0.346605] [G loss: 0.707311, KL div.: 0.707311, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6002 [D loss: 0.683898, acc.: 57.03%, KL div.: 0.341904] [G loss: 0.703704, KL div.: 0.703704, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6003 [D loss: 0.688891, acc.: 55.08%, KL div.: 0.341749] [G loss: 0.703061, KL div.: 0.703061, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6004 [D loss: 0.690166, acc.: 54.30%, KL div.: 0.339982] [G loss: 0.690659, KL div.: 0.690659, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6005 [D loss: 0.690419, acc.: 54.69%, KL div.: 0.340372] [G loss: 0.698682, KL div.: 0.698682, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6006 [D loss: 0.689218, acc.: 50.39%, KL div.: 0.339747] [G loss: 0.713965, KL div.: 0.713965, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6007 [D loss: 0.689955, acc.: 53.52%, KL div.: 0.345363] [G loss: 0.726982, KL div.: 0.726982, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6008 [D loss: 0.688934, acc.: 53.12%, KL div.: 0.347067] [G loss: 0.730215, KL div.: 0.730215, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6009 [D loss: 0.693075, acc.: 48.83%, KL div.: 0.351092] [G loss: 0.718567, KL div.: 0.718567, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6010 [D loss: 0.695322, acc.: 50.78%, KL div.: 0.348068] [G loss: 0.704398, KL div.: 0.704398, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6011 [D loss: 0.690203, acc.: 54.30%, KL div.: 0.345143] [G loss: 0.707227, KL div.: 0.707227, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6012 [D loss: 0.696314, acc.: 49.61%, KL div.: 0.346568] [G loss: 0.697640, KL div.: 0.697640, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6013 [D loss: 0.691442, acc.: 49.22%, KL div.: 0.341691] [G loss: 0.708894, KL div.: 0.708894, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6014 [D loss: 0.683620, acc.: 59.77%, KL div.: 0.337008] [G loss: 0.693693, KL div.: 0.693693, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6015 [D loss: 0.690712, acc.: 53.91%, KL div.: 0.341732] [G loss: 0.700869, KL div.: 0.700869, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6016 [D loss: 0.690716, acc.: 51.56%, KL div.: 0.338120] [G loss: 0.703861, KL div.: 0.703861, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6017 [D loss: 0.697704, acc.: 49.22%, KL div.: 0.341888] [G loss: 0.698539, KL div.: 0.698539, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6018 [D loss: 0.691809, acc.: 53.91%, KL div.: 0.340567] [G loss: 0.700797, KL div.: 0.700797, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6019 [D loss: 0.693702, acc.: 51.56%, KL div.: 0.343700] [G loss: 0.711575, KL div.: 0.711575, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6020 [D loss: 0.688235, acc.: 55.86%, KL div.: 0.343310] [G loss: 0.710551, KL div.: 0.710551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6021 [D loss: 0.692580, acc.: 45.31%, KL div.: 0.348244] [G loss: 0.718019, KL div.: 0.718019, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6022 [D loss: 0.690975, acc.: 50.39%, KL div.: 0.344720] [G loss: 0.705814, KL div.: 0.705814, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6023 [D loss: 0.692510, acc.: 53.91%, KL div.: 0.345482] [G loss: 0.708169, KL div.: 0.708169, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6024 [D loss: 0.692014, acc.: 54.69%, KL div.: 0.345820] [G loss: 0.703237, KL div.: 0.703237, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6025 [D loss: 0.692841, acc.: 51.17%, KL div.: 0.345483] [G loss: 0.702599, KL div.: 0.702599, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6026 [D loss: 0.693389, acc.: 51.56%, KL div.: 0.346924] [G loss: 0.704297, KL div.: 0.704297, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6027 [D loss: 0.692346, acc.: 49.61%, KL div.: 0.344759] [G loss: 0.708667, KL div.: 0.708667, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
6028 [D loss: 0.690549, acc.: 52.34%, KL div.: 0.343711] [G loss: 0.702753, KL div.: 0.702753, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6029 [D loss: 0.691634, acc.: 50.39%, KL div.: 0.341991] [G loss: 0.701202, KL div.: 0.701202, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6030 [D loss: 0.690386, acc.: 55.08%, KL div.: 0.341392] [G loss: 0.702175, KL div.: 0.702175, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
6031 [D loss: 0.691947, acc.: 51.95%, KL div.: 0.344670] [G loss: 0.705296, KL div.: 0.705296, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6032 [D loss: 0.690960, acc.: 50.00%, KL div.: 0.342066] [G loss: 0.703086, KL div.: 0.703086, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6033 [D loss: 0.691600, acc.: 51.56%, KL div.: 0.342015] [G loss: 0.714607, KL div.: 0.714607, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6034 [D loss: 0.690938, acc.: 54.30%, KL div.: 0.344899] [G loss: 0.711180, KL div.: 0.711180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6035 [D loss: 0.692158, acc.: 52.73%, KL div.: 0.345161] [G loss: 0.710089, KL div.: 0.710089, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6036 [D loss: 0.693570, acc.: 47.27%, KL div.: 0.344739] [G loss: 0.704461, KL div.: 0.704461, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6037 [D loss: 0.691319, acc.: 52.34%, KL div.: 0.348017] [G loss: 0.708759, KL div.: 0.708759, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6038 [D loss: 0.690533, acc.: 52.73%, KL div.: 0.346832] [G loss: 0.715567, KL div.: 0.715567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6039 [D loss: 0.691116, acc.: 55.47%, KL div.: 0.346234] [G loss: 0.711905, KL div.: 0.711905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6040 [D loss: 0.689720, acc.: 54.30%, KL div.: 0.345374] [G loss: 0.707264, KL div.: 0.707264, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6041 [D loss: 0.689442, acc.: 52.73%, KL div.: 0.344198] [G loss: 0.712625, KL div.: 0.712625, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6042 [D loss: 0.691036, acc.: 54.30%, KL div.: 0.346347] [G loss: 0.714549, KL div.: 0.714549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6043 [D loss: 0.690749, acc.: 51.95%, KL div.: 0.346479] [G loss: 0.717459, KL div.: 0.717459, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6044 [D loss: 0.689654, acc.: 52.34%, KL div.: 0.342972] [G loss: 0.705206, KL div.: 0.705206, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6045 [D loss: 0.691568, acc.: 50.00%, KL div.: 0.342239] [G loss: 0.700735, KL div.: 0.700735, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6046 [D loss: 0.694902, acc.: 49.22%, KL div.: 0.347442] [G loss: 0.703530, KL div.: 0.703530, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6047 [D loss: 0.695215, acc.: 50.00%, KL div.: 0.342840] [G loss: 0.710851, KL div.: 0.710851, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6048 [D loss: 0.694362, acc.: 48.83%, KL div.: 0.346791] [G loss: 0.708300, KL div.: 0.708300, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6049 [D loss: 0.692660, acc.: 50.78%, KL div.: 0.349245] [G loss: 0.712694, KL div.: 0.712694, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6050 [D loss: 0.690776, acc.: 55.47%, KL div.: 0.348217] [G loss: 0.706907, KL div.: 0.706907, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6051 [D loss: 0.687973, acc.: 55.86%, KL div.: 0.344469] [G loss: 0.702809, KL div.: 0.702809, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6052 [D loss: 0.690770, acc.: 52.34%, KL div.: 0.345529] [G loss: 0.714225, KL div.: 0.714225, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6053 [D loss: 0.688676, acc.: 53.12%, KL div.: 0.345842] [G loss: 0.708275, KL div.: 0.708275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6054 [D loss: 0.685504, acc.: 60.94%, KL div.: 0.342770] [G loss: 0.706971, KL div.: 0.706971, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6055 [D loss: 0.687813, acc.: 53.91%, KL div.: 0.343717] [G loss: 0.702173, KL div.: 0.702173, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6056 [D loss: 0.694149, acc.: 49.61%, KL div.: 0.345471] [G loss: 0.706836, KL div.: 0.706836, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6057 [D loss: 0.691848, acc.: 50.78%, KL div.: 0.346568] [G loss: 0.705048, KL div.: 0.705048, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6058 [D loss: 0.697198, acc.: 44.92%, KL div.: 0.346599] [G loss: 0.712342, KL div.: 0.712342, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6059 [D loss: 0.686365, acc.: 56.25%, KL div.: 0.341021] [G loss: 0.713074, KL div.: 0.713074, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6060 [D loss: 0.692976, acc.: 46.88%, KL div.: 0.349256] [G loss: 0.720000, KL div.: 0.720000, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6061 [D loss: 0.690893, acc.: 54.30%, KL div.: 0.346284] [G loss: 0.710433, KL div.: 0.710433, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6062 [D loss: 0.690763, acc.: 53.12%, KL div.: 0.346857] [G loss: 0.716332, KL div.: 0.716332, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6063 [D loss: 0.691284, acc.: 49.22%, KL div.: 0.346306] [G loss: 0.715746, KL div.: 0.715746, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6064 [D loss: 0.693391, acc.: 54.30%, KL div.: 0.348160] [G loss: 0.720723, KL div.: 0.720723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6065 [D loss: 0.690056, acc.: 54.69%, KL div.: 0.347655] [G loss: 0.703474, KL div.: 0.703474, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6066 [D loss: 0.696151, acc.: 47.27%, KL div.: 0.350222] [G loss: 0.699251, KL div.: 0.699251, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6067 [D loss: 0.687098, acc.: 54.30%, KL div.: 0.344010] [G loss: 0.707430, KL div.: 0.707430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6068 [D loss: 0.694872, acc.: 51.95%, KL div.: 0.343701] [G loss: 0.703895, KL div.: 0.703895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6069 [D loss: 0.686622, acc.: 56.64%, KL div.: 0.339312] [G loss: 0.702524, KL div.: 0.702524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6070 [D loss: 0.684751, acc.: 58.59%, KL div.: 0.339293] [G loss: 0.709387, KL div.: 0.709387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6071 [D loss: 0.691203, acc.: 52.73%, KL div.: 0.344949] [G loss: 0.711453, KL div.: 0.711453, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6072 [D loss: 0.687338, acc.: 55.08%, KL div.: 0.343219] [G loss: 0.717125, KL div.: 0.717125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6073 [D loss: 0.693175, acc.: 52.34%, KL div.: 0.347815] [G loss: 0.710397, KL div.: 0.710397, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6074 [D loss: 0.690309, acc.: 52.34%, KL div.: 0.347017] [G loss: 0.712934, KL div.: 0.712934, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6075 [D loss: 0.692356, acc.: 49.61%, KL div.: 0.346639] [G loss: 0.710638, KL div.: 0.710638, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6076 [D loss: 0.691972, acc.: 51.17%, KL div.: 0.348112] [G loss: 0.710505, KL div.: 0.710505, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6077 [D loss: 0.691594, acc.: 54.30%, KL div.: 0.348441] [G loss: 0.712110, KL div.: 0.712110, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6078 [D loss: 0.686485, acc.: 58.20%, KL div.: 0.345151] [G loss: 0.705305, KL div.: 0.705305, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6079 [D loss: 0.690326, acc.: 53.12%, KL div.: 0.344879] [G loss: 0.707914, KL div.: 0.707914, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6080 [D loss: 0.690035, acc.: 51.95%, KL div.: 0.343478] [G loss: 0.713080, KL div.: 0.713080, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6081 [D loss: 0.691945, acc.: 51.56%, KL div.: 0.345515] [G loss: 0.704426, KL div.: 0.704426, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6082 [D loss: 0.695517, acc.: 49.61%, KL div.: 0.342356] [G loss: 0.702138, KL div.: 0.702138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6083 [D loss: 0.685638, acc.: 53.12%, KL div.: 0.339273] [G loss: 0.705463, KL div.: 0.705463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6084 [D loss: 0.688910, acc.: 53.12%, KL div.: 0.341456] [G loss: 0.700424, KL div.: 0.700424, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6085 [D loss: 0.691180, acc.: 52.73%, KL div.: 0.342927] [G loss: 0.712720, KL div.: 0.712720, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6086 [D loss: 0.691610, acc.: 54.30%, KL div.: 0.347487] [G loss: 0.717096, KL div.: 0.717096, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6087 [D loss: 0.683818, acc.: 61.33%, KL div.: 0.338261] [G loss: 0.715146, KL div.: 0.715146, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6088 [D loss: 0.688417, acc.: 56.64%, KL div.: 0.347282] [G loss: 0.707856, KL div.: 0.707856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6089 [D loss: 0.693861, acc.: 50.00%, KL div.: 0.346131] [G loss: 0.708074, KL div.: 0.708074, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6090 [D loss: 0.690614, acc.: 53.52%, KL div.: 0.342659] [G loss: 0.711603, KL div.: 0.711603, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6091 [D loss: 0.689433, acc.: 52.34%, KL div.: 0.346317] [G loss: 0.707082, KL div.: 0.707082, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6092 [D loss: 0.693965, acc.: 49.61%, KL div.: 0.345206] [G loss: 0.704944, KL div.: 0.704944, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6093 [D loss: 0.691665, acc.: 52.73%, KL div.: 0.343563] [G loss: 0.706038, KL div.: 0.706038, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6094 [D loss: 0.693203, acc.: 52.73%, KL div.: 0.345455] [G loss: 0.705498, KL div.: 0.705498, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6095 [D loss: 0.688898, acc.: 55.86%, KL div.: 0.341382] [G loss: 0.707071, KL div.: 0.707071, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6096 [D loss: 0.684963, acc.: 55.86%, KL div.: 0.342088] [G loss: 0.707828, KL div.: 0.707828, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6097 [D loss: 0.686986, acc.: 58.59%, KL div.: 0.343316] [G loss: 0.721144, KL div.: 0.721144, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6098 [D loss: 0.684605, acc.: 58.98%, KL div.: 0.340810] [G loss: 0.707532, KL div.: 0.707532, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6099 [D loss: 0.693288, acc.: 49.22%, KL div.: 0.346781] [G loss: 0.704519, KL div.: 0.704519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 0s 24ms/step
6100 [D loss: 0.688170, acc.: 57.81%, KL div.: 0.342604] [G loss: 0.704799, KL div.: 0.704799, FID: 36.724678]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 63ms/step
6101 [D loss: 0.690846, acc.: 52.73%, KL div.: 0.344237] [G loss: 0.698841, KL div.: 0.698841, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6102 [D loss: 0.692237, acc.: 51.56%, KL div.: 0.343300] [G loss: 0.703891, KL div.: 0.703891, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6103 [D loss: 0.690496, acc.: 56.25%, KL div.: 0.342181] [G loss: 0.707125, KL div.: 0.707125, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6104 [D loss: 0.684664, acc.: 58.20%, KL div.: 0.341298] [G loss: 0.706863, KL div.: 0.706863, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6105 [D loss: 0.688521, acc.: 55.08%, KL div.: 0.340402] [G loss: 0.707236, KL div.: 0.707236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6106 [D loss: 0.691725, acc.: 55.47%, KL div.: 0.345825] [G loss: 0.710150, KL div.: 0.710150, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6107 [D loss: 0.687565, acc.: 53.52%, KL div.: 0.343130] [G loss: 0.708247, KL div.: 0.708247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6108 [D loss: 0.688807, acc.: 57.03%, KL div.: 0.345356] [G loss: 0.711323, KL div.: 0.711323, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6109 [D loss: 0.696879, acc.: 47.66%, KL div.: 0.345125] [G loss: 0.705922, KL div.: 0.705922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6110 [D loss: 0.694939, acc.: 53.52%, KL div.: 0.346338] [G loss: 0.702162, KL div.: 0.702162, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6111 [D loss: 0.690427, acc.: 51.17%, KL div.: 0.341163] [G loss: 0.705720, KL div.: 0.705720, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6112 [D loss: 0.692743, acc.: 50.39%, KL div.: 0.342589] [G loss: 0.700684, KL div.: 0.700684, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6113 [D loss: 0.695264, acc.: 46.48%, KL div.: 0.345764] [G loss: 0.692253, KL div.: 0.692253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6114 [D loss: 0.698772, acc.: 49.22%, KL div.: 0.344898] [G loss: 0.701351, KL div.: 0.701351, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6115 [D loss: 0.696581, acc.: 48.83%, KL div.: 0.347600] [G loss: 0.708772, KL div.: 0.708772, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6116 [D loss: 0.687738, acc.: 55.08%, KL div.: 0.338698] [G loss: 0.701427, KL div.: 0.701427, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6117 [D loss: 0.696756, acc.: 49.61%, KL div.: 0.345628] [G loss: 0.709501, KL div.: 0.709501, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6118 [D loss: 0.690320, acc.: 50.78%, KL div.: 0.343628] [G loss: 0.718727, KL div.: 0.718727, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6119 [D loss: 0.690800, acc.: 53.52%, KL div.: 0.347177] [G loss: 0.703510, KL div.: 0.703510, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6120 [D loss: 0.692294, acc.: 52.34%, KL div.: 0.344759] [G loss: 0.706807, KL div.: 0.706807, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6121 [D loss: 0.695281, acc.: 46.09%, KL div.: 0.345970] [G loss: 0.710987, KL div.: 0.710987, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6122 [D loss: 0.692436, acc.: 53.52%, KL div.: 0.345662] [G loss: 0.714150, KL div.: 0.714150, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6123 [D loss: 0.697913, acc.: 47.27%, KL div.: 0.345018] [G loss: 0.704278, KL div.: 0.704278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6124 [D loss: 0.688969, acc.: 53.91%, KL div.: 0.342284] [G loss: 0.696992, KL div.: 0.696992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6125 [D loss: 0.688979, acc.: 54.69%, KL div.: 0.341606] [G loss: 0.699088, KL div.: 0.699088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6126 [D loss: 0.692671, acc.: 53.12%, KL div.: 0.344383] [G loss: 0.708606, KL div.: 0.708606, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6127 [D loss: 0.693902, acc.: 50.39%, KL div.: 0.346773] [G loss: 0.710983, KL div.: 0.710983, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6128 [D loss: 0.690322, acc.: 50.00%, KL div.: 0.342578] [G loss: 0.704796, KL div.: 0.704796, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6129 [D loss: 0.688485, acc.: 52.34%, KL div.: 0.343459] [G loss: 0.713709, KL div.: 0.713709, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6130 [D loss: 0.690215, acc.: 55.08%, KL div.: 0.344799] [G loss: 0.712276, KL div.: 0.712276, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6131 [D loss: 0.688831, acc.: 58.20%, KL div.: 0.345157] [G loss: 0.712924, KL div.: 0.712924, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6132 [D loss: 0.691391, acc.: 53.12%, KL div.: 0.347694] [G loss: 0.703407, KL div.: 0.703407, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6133 [D loss: 0.688100, acc.: 56.64%, KL div.: 0.344173] [G loss: 0.711221, KL div.: 0.711221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6134 [D loss: 0.690856, acc.: 53.52%, KL div.: 0.345629] [G loss: 0.703007, KL div.: 0.703007, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6135 [D loss: 0.691920, acc.: 48.83%, KL div.: 0.346010] [G loss: 0.712236, KL div.: 0.712236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6136 [D loss: 0.691262, acc.: 52.73%, KL div.: 0.343057] [G loss: 0.707461, KL div.: 0.707461, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6137 [D loss: 0.691052, acc.: 52.34%, KL div.: 0.345381] [G loss: 0.697657, KL div.: 0.697657, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6138 [D loss: 0.690246, acc.: 53.52%, KL div.: 0.342500] [G loss: 0.702474, KL div.: 0.702474, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6139 [D loss: 0.692716, acc.: 46.88%, KL div.: 0.345714] [G loss: 0.714910, KL div.: 0.714910, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6140 [D loss: 0.693362, acc.: 52.73%, KL div.: 0.344083] [G loss: 0.705610, KL div.: 0.705610, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6141 [D loss: 0.689502, acc.: 55.08%, KL div.: 0.344087] [G loss: 0.709583, KL div.: 0.709583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6142 [D loss: 0.690390, acc.: 50.78%, KL div.: 0.343421] [G loss: 0.710120, KL div.: 0.710120, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6143 [D loss: 0.689036, acc.: 53.52%, KL div.: 0.344455] [G loss: 0.711070, KL div.: 0.711070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6144 [D loss: 0.689124, acc.: 53.12%, KL div.: 0.343255] [G loss: 0.707099, KL div.: 0.707099, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6145 [D loss: 0.692410, acc.: 50.39%, KL div.: 0.347878] [G loss: 0.712463, KL div.: 0.712463, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6146 [D loss: 0.694074, acc.: 46.88%, KL div.: 0.345826] [G loss: 0.702997, KL div.: 0.702997, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6147 [D loss: 0.690219, acc.: 50.39%, KL div.: 0.347022] [G loss: 0.702713, KL div.: 0.702713, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6148 [D loss: 0.689574, acc.: 53.52%, KL div.: 0.343321] [G loss: 0.705333, KL div.: 0.705333, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6149 [D loss: 0.692334, acc.: 51.17%, KL div.: 0.346484] [G loss: 0.703552, KL div.: 0.703552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6150 [D loss: 0.693072, acc.: 53.91%, KL div.: 0.346570] [G loss: 0.708103, KL div.: 0.708103, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6151 [D loss: 0.692362, acc.: 50.00%, KL div.: 0.345956] [G loss: 0.715234, KL div.: 0.715234, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6152 [D loss: 0.689665, acc.: 56.64%, KL div.: 0.346505] [G loss: 0.711327, KL div.: 0.711327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6153 [D loss: 0.688021, acc.: 56.64%, KL div.: 0.345752] [G loss: 0.711199, KL div.: 0.711199, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6154 [D loss: 0.690771, acc.: 52.73%, KL div.: 0.347448] [G loss: 0.709275, KL div.: 0.709275, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6155 [D loss: 0.690686, acc.: 54.30%, KL div.: 0.345662] [G loss: 0.710090, KL div.: 0.710090, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6156 [D loss: 0.689743, acc.: 53.12%, KL div.: 0.347216] [G loss: 0.714056, KL div.: 0.714056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6157 [D loss: 0.692205, acc.: 52.34%, KL div.: 0.347198] [G loss: 0.709172, KL div.: 0.709172, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6158 [D loss: 0.685380, acc.: 58.20%, KL div.: 0.340959] [G loss: 0.706861, KL div.: 0.706861, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6159 [D loss: 0.689662, acc.: 55.47%, KL div.: 0.344281] [G loss: 0.708973, KL div.: 0.708973, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6160 [D loss: 0.697091, acc.: 49.61%, KL div.: 0.345755] [G loss: 0.706451, KL div.: 0.706451, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6161 [D loss: 0.686292, acc.: 57.42%, KL div.: 0.339781] [G loss: 0.706005, KL div.: 0.706005, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6162 [D loss: 0.693660, acc.: 50.39%, KL div.: 0.345012] [G loss: 0.702668, KL div.: 0.702668, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6163 [D loss: 0.688688, acc.: 55.86%, KL div.: 0.338248] [G loss: 0.706290, KL div.: 0.706290, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6164 [D loss: 0.690351, acc.: 53.12%, KL div.: 0.343102] [G loss: 0.708321, KL div.: 0.708321, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6165 [D loss: 0.689710, acc.: 52.34%, KL div.: 0.342891] [G loss: 0.705203, KL div.: 0.705203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6166 [D loss: 0.692317, acc.: 52.34%, KL div.: 0.345202] [G loss: 0.695687, KL div.: 0.695687, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6167 [D loss: 0.690942, acc.: 51.56%, KL div.: 0.347368] [G loss: 0.704494, KL div.: 0.704494, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6168 [D loss: 0.687816, acc.: 55.86%, KL div.: 0.338862] [G loss: 0.702165, KL div.: 0.702165, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6169 [D loss: 0.693924, acc.: 49.61%, KL div.: 0.345426] [G loss: 0.706126, KL div.: 0.706126, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6170 [D loss: 0.688737, acc.: 56.25%, KL div.: 0.342957] [G loss: 0.699714, KL div.: 0.699714, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6171 [D loss: 0.690862, acc.: 56.64%, KL div.: 0.345244] [G loss: 0.705658, KL div.: 0.705658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6172 [D loss: 0.689569, acc.: 55.47%, KL div.: 0.342153] [G loss: 0.705740, KL div.: 0.705740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6173 [D loss: 0.690199, acc.: 51.95%, KL div.: 0.344558] [G loss: 0.702568, KL div.: 0.702568, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6174 [D loss: 0.692415, acc.: 52.73%, KL div.: 0.345090] [G loss: 0.699728, KL div.: 0.699728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6175 [D loss: 0.687081, acc.: 55.47%, KL div.: 0.340854] [G loss: 0.707589, KL div.: 0.707589, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6176 [D loss: 0.691759, acc.: 57.03%, KL div.: 0.343381] [G loss: 0.706623, KL div.: 0.706623, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6177 [D loss: 0.693166, acc.: 53.12%, KL div.: 0.343755] [G loss: 0.700192, KL div.: 0.700192, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6178 [D loss: 0.691870, acc.: 51.17%, KL div.: 0.341786] [G loss: 0.697690, KL div.: 0.697690, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6179 [D loss: 0.692857, acc.: 51.17%, KL div.: 0.342619] [G loss: 0.703436, KL div.: 0.703436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6180 [D loss: 0.691365, acc.: 49.61%, KL div.: 0.341063] [G loss: 0.706218, KL div.: 0.706218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6181 [D loss: 0.688672, acc.: 55.08%, KL div.: 0.337710] [G loss: 0.712264, KL div.: 0.712264, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6182 [D loss: 0.692420, acc.: 49.61%, KL div.: 0.343443] [G loss: 0.711211, KL div.: 0.711211, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6183 [D loss: 0.689932, acc.: 54.30%, KL div.: 0.343833] [G loss: 0.705625, KL div.: 0.705625, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6184 [D loss: 0.689209, acc.: 53.91%, KL div.: 0.344054] [G loss: 0.707106, KL div.: 0.707106, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6185 [D loss: 0.691081, acc.: 50.00%, KL div.: 0.345710] [G loss: 0.707186, KL div.: 0.707186, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6186 [D loss: 0.689281, acc.: 57.03%, KL div.: 0.345329] [G loss: 0.710422, KL div.: 0.710422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6187 [D loss: 0.691368, acc.: 56.25%, KL div.: 0.344648] [G loss: 0.709672, KL div.: 0.709672, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6188 [D loss: 0.693004, acc.: 52.73%, KL div.: 0.341325] [G loss: 0.706114, KL div.: 0.706114, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6189 [D loss: 0.688911, acc.: 55.08%, KL div.: 0.341100] [G loss: 0.706541, KL div.: 0.706541, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6190 [D loss: 0.699853, acc.: 45.31%, KL div.: 0.345317] [G loss: 0.703136, KL div.: 0.703136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6191 [D loss: 0.690644, acc.: 52.73%, KL div.: 0.341340] [G loss: 0.701031, KL div.: 0.701031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6192 [D loss: 0.689455, acc.: 50.00%, KL div.: 0.343608] [G loss: 0.704876, KL div.: 0.704876, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6193 [D loss: 0.692218, acc.: 50.00%, KL div.: 0.343398] [G loss: 0.713830, KL div.: 0.713830, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6194 [D loss: 0.692097, acc.: 51.95%, KL div.: 0.346990] [G loss: 0.709404, KL div.: 0.709404, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6195 [D loss: 0.694235, acc.: 48.44%, KL div.: 0.350544] [G loss: 0.702665, KL div.: 0.702664, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6196 [D loss: 0.687942, acc.: 58.20%, KL div.: 0.345136] [G loss: 0.712770, KL div.: 0.712770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6197 [D loss: 0.688814, acc.: 55.08%, KL div.: 0.341160] [G loss: 0.705722, KL div.: 0.705722, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6198 [D loss: 0.691648, acc.: 55.08%, KL div.: 0.342581] [G loss: 0.706695, KL div.: 0.706695, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6199 [D loss: 0.695845, acc.: 47.66%, KL div.: 0.344072] [G loss: 0.699171, KL div.: 0.699171, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 0s 29ms/step
6200 [D loss: 0.691868, acc.: 50.78%, KL div.: 0.343974] [G loss: 0.703716, KL div.: 0.703716, FID: 33.318787]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 69ms/step
6201 [D loss: 0.688005, acc.: 53.91%, KL div.: 0.340195] [G loss: 0.714258, KL div.: 0.714258, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6202 [D loss: 0.691896, acc.: 56.64%, KL div.: 0.346568] [G loss: 0.712321, KL div.: 0.712321, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6203 [D loss: 0.689733, acc.: 52.34%, KL div.: 0.342067] [G loss: 0.706172, KL div.: 0.706172, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6204 [D loss: 0.691016, acc.: 53.91%, KL div.: 0.347202] [G loss: 0.703413, KL div.: 0.703413, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6205 [D loss: 0.692056, acc.: 51.17%, KL div.: 0.343465] [G loss: 0.700348, KL div.: 0.700348, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6206 [D loss: 0.692262, acc.: 52.73%, KL div.: 0.345630] [G loss: 0.704624, KL div.: 0.704624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6207 [D loss: 0.693127, acc.: 51.56%, KL div.: 0.345126] [G loss: 0.704684, KL div.: 0.704684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6208 [D loss: 0.685944, acc.: 57.42%, KL div.: 0.340143] [G loss: 0.703697, KL div.: 0.703697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6209 [D loss: 0.689600, acc.: 53.91%, KL div.: 0.343434] [G loss: 0.704473, KL div.: 0.704473, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6210 [D loss: 0.692402, acc.: 51.56%, KL div.: 0.344451] [G loss: 0.704499, KL div.: 0.704499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6211 [D loss: 0.694568, acc.: 50.78%, KL div.: 0.344974] [G loss: 0.707816, KL div.: 0.707816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6212 [D loss: 0.689489, acc.: 57.42%, KL div.: 0.344069] [G loss: 0.710205, KL div.: 0.710205, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6213 [D loss: 0.690382, acc.: 49.61%, KL div.: 0.345703] [G loss: 0.711582, KL div.: 0.711582, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6214 [D loss: 0.691524, acc.: 52.34%, KL div.: 0.341996] [G loss: 0.711604, KL div.: 0.711604, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6215 [D loss: 0.687365, acc.: 57.03%, KL div.: 0.344621] [G loss: 0.708742, KL div.: 0.708742, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6216 [D loss: 0.690929, acc.: 51.17%, KL div.: 0.345308] [G loss: 0.715788, KL div.: 0.715788, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6217 [D loss: 0.687616, acc.: 54.30%, KL div.: 0.343751] [G loss: 0.706510, KL div.: 0.706510, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6218 [D loss: 0.689990, acc.: 48.83%, KL div.: 0.345840] [G loss: 0.710403, KL div.: 0.710403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6219 [D loss: 0.688715, acc.: 52.73%, KL div.: 0.342718] [G loss: 0.706313, KL div.: 0.706313, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6220 [D loss: 0.694750, acc.: 51.56%, KL div.: 0.351591] [G loss: 0.704376, KL div.: 0.704376, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6221 [D loss: 0.686845, acc.: 58.59%, KL div.: 0.342598] [G loss: 0.712483, KL div.: 0.712483, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6222 [D loss: 0.690555, acc.: 53.52%, KL div.: 0.346546] [G loss: 0.714420, KL div.: 0.714420, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6223 [D loss: 0.691757, acc.: 51.95%, KL div.: 0.345999] [G loss: 0.706839, KL div.: 0.706839, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6224 [D loss: 0.690129, acc.: 57.81%, KL div.: 0.344052] [G loss: 0.704139, KL div.: 0.704139, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6225 [D loss: 0.689643, acc.: 54.30%, KL div.: 0.344812] [G loss: 0.707273, KL div.: 0.707273, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6226 [D loss: 0.695395, acc.: 47.66%, KL div.: 0.345973] [G loss: 0.711164, KL div.: 0.711164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6227 [D loss: 0.694241, acc.: 48.83%, KL div.: 0.343921] [G loss: 0.703408, KL div.: 0.703408, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6228 [D loss: 0.689732, acc.: 57.03%, KL div.: 0.340298] [G loss: 0.704576, KL div.: 0.704576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6229 [D loss: 0.688254, acc.: 53.12%, KL div.: 0.339142] [G loss: 0.700443, KL div.: 0.700443, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6230 [D loss: 0.689790, acc.: 55.08%, KL div.: 0.339780] [G loss: 0.698656, KL div.: 0.698656, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6231 [D loss: 0.687926, acc.: 53.91%, KL div.: 0.342987] [G loss: 0.705736, KL div.: 0.705736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6232 [D loss: 0.694012, acc.: 51.95%, KL div.: 0.346106] [G loss: 0.701432, KL div.: 0.701432, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6233 [D loss: 0.688152, acc.: 52.34%, KL div.: 0.340005] [G loss: 0.708815, KL div.: 0.708815, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6234 [D loss: 0.687208, acc.: 55.47%, KL div.: 0.341666] [G loss: 0.710528, KL div.: 0.710528, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6235 [D loss: 0.690896, acc.: 52.34%, KL div.: 0.344529] [G loss: 0.713826, KL div.: 0.713826, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6236 [D loss: 0.689033, acc.: 54.30%, KL div.: 0.345439] [G loss: 0.702406, KL div.: 0.702406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6237 [D loss: 0.684496, acc.: 56.64%, KL div.: 0.340733] [G loss: 0.708464, KL div.: 0.708464, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6238 [D loss: 0.695313, acc.: 47.27%, KL div.: 0.346079] [G loss: 0.700479, KL div.: 0.700479, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6239 [D loss: 0.689010, acc.: 55.47%, KL div.: 0.341637] [G loss: 0.706562, KL div.: 0.706562, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6240 [D loss: 0.691171, acc.: 49.61%, KL div.: 0.343521] [G loss: 0.707117, KL div.: 0.707117, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6241 [D loss: 0.690889, acc.: 51.95%, KL div.: 0.342927] [G loss: 0.705168, KL div.: 0.705168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6242 [D loss: 0.690124, acc.: 53.91%, KL div.: 0.346560] [G loss: 0.709524, KL div.: 0.709524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6243 [D loss: 0.690332, acc.: 53.52%, KL div.: 0.345381] [G loss: 0.709535, KL div.: 0.709535, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6244 [D loss: 0.694072, acc.: 49.22%, KL div.: 0.348427] [G loss: 0.710382, KL div.: 0.710382, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6245 [D loss: 0.692123, acc.: 53.12%, KL div.: 0.347779] [G loss: 0.716520, KL div.: 0.716520, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6246 [D loss: 0.693596, acc.: 50.00%, KL div.: 0.345406] [G loss: 0.714887, KL div.: 0.714887, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6247 [D loss: 0.689914, acc.: 53.52%, KL div.: 0.344865] [G loss: 0.704697, KL div.: 0.704697, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
6248 [D loss: 0.685633, acc.: 55.47%, KL div.: 0.341654] [G loss: 0.713182, KL div.: 0.713182, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6249 [D loss: 0.689035, acc.: 57.42%, KL div.: 0.342259] [G loss: 0.708105, KL div.: 0.708105, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6250 [D loss: 0.693337, acc.: 51.56%, KL div.: 0.346268] [G loss: 0.699258, KL div.: 0.699258, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6251 [D loss: 0.690098, acc.: 53.12%, KL div.: 0.345875] [G loss: 0.709663, KL div.: 0.709663, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6252 [D loss: 0.686933, acc.: 55.86%, KL div.: 0.342578] [G loss: 0.711308, KL div.: 0.711308, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6253 [D loss: 0.693844, acc.: 53.12%, KL div.: 0.346197] [G loss: 0.714638, KL div.: 0.714638, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6254 [D loss: 0.690349, acc.: 53.52%, KL div.: 0.344267] [G loss: 0.713924, KL div.: 0.713924, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6255 [D loss: 0.690039, acc.: 51.95%, KL div.: 0.344991] [G loss: 0.704544, KL div.: 0.704544, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6256 [D loss: 0.688801, acc.: 53.12%, KL div.: 0.343656] [G loss: 0.711063, KL div.: 0.711063, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6257 [D loss: 0.685249, acc.: 55.86%, KL div.: 0.342054] [G loss: 0.707623, KL div.: 0.707623, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6258 [D loss: 0.695466, acc.: 48.83%, KL div.: 0.347168] [G loss: 0.701555, KL div.: 0.701555, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6259 [D loss: 0.694351, acc.: 49.22%, KL div.: 0.346690] [G loss: 0.708326, KL div.: 0.708326, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
6260 [D loss: 0.693500, acc.: 51.17%, KL div.: 0.344849] [G loss: 0.704906, KL div.: 0.704906, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6261 [D loss: 0.692819, acc.: 51.95%, KL div.: 0.339807] [G loss: 0.701030, KL div.: 0.701030, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6262 [D loss: 0.692349, acc.: 51.56%, KL div.: 0.343438] [G loss: 0.706694, KL div.: 0.706694, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6263 [D loss: 0.689864, acc.: 52.73%, KL div.: 0.345177] [G loss: 0.706186, KL div.: 0.706186, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6264 [D loss: 0.687864, acc.: 56.25%, KL div.: 0.344086] [G loss: 0.709528, KL div.: 0.709528, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6265 [D loss: 0.685012, acc.: 55.86%, KL div.: 0.344676] [G loss: 0.710695, KL div.: 0.710695, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6266 [D loss: 0.686194, acc.: 58.59%, KL div.: 0.345624] [G loss: 0.713968, KL div.: 0.713968, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6267 [D loss: 0.692385, acc.: 51.56%, KL div.: 0.346291] [G loss: 0.707905, KL div.: 0.707905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6268 [D loss: 0.692716, acc.: 50.39%, KL div.: 0.345573] [G loss: 0.709872, KL div.: 0.709872, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6269 [D loss: 0.690376, acc.: 53.12%, KL div.: 0.347084] [G loss: 0.708970, KL div.: 0.708970, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6270 [D loss: 0.693635, acc.: 49.61%, KL div.: 0.346392] [G loss: 0.706980, KL div.: 0.706980, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6271 [D loss: 0.685973, acc.: 57.42%, KL div.: 0.341332] [G loss: 0.707264, KL div.: 0.707264, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6272 [D loss: 0.693651, acc.: 48.44%, KL div.: 0.345605] [G loss: 0.704712, KL div.: 0.704712, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6273 [D loss: 0.688243, acc.: 56.25%, KL div.: 0.344531] [G loss: 0.701394, KL div.: 0.701394, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6274 [D loss: 0.695752, acc.: 51.95%, KL div.: 0.347828] [G loss: 0.710975, KL div.: 0.710975, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6275 [D loss: 0.692618, acc.: 53.52%, KL div.: 0.345612] [G loss: 0.711957, KL div.: 0.711957, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6276 [D loss: 0.691109, acc.: 55.47%, KL div.: 0.346180] [G loss: 0.716488, KL div.: 0.716488, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6277 [D loss: 0.688277, acc.: 51.95%, KL div.: 0.348293] [G loss: 0.719140, KL div.: 0.719140, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6278 [D loss: 0.695930, acc.: 50.78%, KL div.: 0.348153] [G loss: 0.714516, KL div.: 0.714516, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6279 [D loss: 0.693164, acc.: 51.17%, KL div.: 0.348202] [G loss: 0.712750, KL div.: 0.712750, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6280 [D loss: 0.693451, acc.: 49.61%, KL div.: 0.345417] [G loss: 0.706684, KL div.: 0.706684, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6281 [D loss: 0.691945, acc.: 53.52%, KL div.: 0.346943] [G loss: 0.707772, KL div.: 0.707772, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6282 [D loss: 0.685846, acc.: 61.33%, KL div.: 0.344816] [G loss: 0.707795, KL div.: 0.707795, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6283 [D loss: 0.687790, acc.: 56.25%, KL div.: 0.342601] [G loss: 0.698429, KL div.: 0.698429, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6284 [D loss: 0.688964, acc.: 52.73%, KL div.: 0.340864] [G loss: 0.702239, KL div.: 0.702238, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6285 [D loss: 0.689497, acc.: 57.81%, KL div.: 0.337482] [G loss: 0.696950, KL div.: 0.696950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6286 [D loss: 0.690856, acc.: 52.73%, KL div.: 0.339252] [G loss: 0.695489, KL div.: 0.695489, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6287 [D loss: 0.696178, acc.: 49.61%, KL div.: 0.344764] [G loss: 0.698294, KL div.: 0.698294, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6288 [D loss: 0.693220, acc.: 51.17%, KL div.: 0.343798] [G loss: 0.722054, KL div.: 0.722054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6289 [D loss: 0.689966, acc.: 54.69%, KL div.: 0.349916] [G loss: 0.719956, KL div.: 0.719956, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6290 [D loss: 0.684482, acc.: 60.16%, KL div.: 0.346838] [G loss: 0.722245, KL div.: 0.722245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6291 [D loss: 0.698164, acc.: 43.36%, KL div.: 0.351099] [G loss: 0.706232, KL div.: 0.706232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6292 [D loss: 0.691705, acc.: 54.69%, KL div.: 0.346259] [G loss: 0.700216, KL div.: 0.700216, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6293 [D loss: 0.695863, acc.: 51.56%, KL div.: 0.345583] [G loss: 0.695604, KL div.: 0.695604, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6294 [D loss: 0.698504, acc.: 46.48%, KL div.: 0.344944] [G loss: 0.696866, KL div.: 0.696866, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6295 [D loss: 0.695378, acc.: 51.56%, KL div.: 0.343991] [G loss: 0.701170, KL div.: 0.701170, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6296 [D loss: 0.693067, acc.: 53.91%, KL div.: 0.338683] [G loss: 0.694334, KL div.: 0.694334, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6297 [D loss: 0.689870, acc.: 55.47%, KL div.: 0.342742] [G loss: 0.703280, KL div.: 0.703280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6298 [D loss: 0.688770, acc.: 54.30%, KL div.: 0.342752] [G loss: 0.711652, KL div.: 0.711652, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
6299 [D loss: 0.691345, acc.: 50.39%, KL div.: 0.345743] [G loss: 0.711614, KL div.: 0.711614, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 59ms/step
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6300 [D loss: 0.693045, acc.: 53.91%, KL div.: 0.347496] [G loss: 0.712516, KL div.: 0.712516, FID: 31.702787]
1/1 [==============================] - 0s 15ms/step
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6301 [D loss: 0.687770, acc.: 56.25%, KL div.: 0.345177] [G loss: 0.718776, KL div.: 0.718776, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6302 [D loss: 0.690515, acc.: 50.39%, KL div.: 0.346106] [G loss: 0.705845, KL div.: 0.705845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6303 [D loss: 0.692582, acc.: 50.00%, KL div.: 0.349350] [G loss: 0.711295, KL div.: 0.711295, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6304 [D loss: 0.687553, acc.: 55.47%, KL div.: 0.345395] [G loss: 0.713866, KL div.: 0.713866, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6305 [D loss: 0.694887, acc.: 48.44%, KL div.: 0.345956] [G loss: 0.710002, KL div.: 0.710002, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6306 [D loss: 0.695769, acc.: 48.05%, KL div.: 0.346298] [G loss: 0.703482, KL div.: 0.703482, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6307 [D loss: 0.689872, acc.: 59.77%, KL div.: 0.344589] [G loss: 0.709463, KL div.: 0.709463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6308 [D loss: 0.692286, acc.: 46.88%, KL div.: 0.346608] [G loss: 0.705662, KL div.: 0.705662, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6309 [D loss: 0.689701, acc.: 54.30%, KL div.: 0.346717] [G loss: 0.715149, KL div.: 0.715149, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6310 [D loss: 0.689626, acc.: 52.73%, KL div.: 0.343203] [G loss: 0.706485, KL div.: 0.706485, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6311 [D loss: 0.691294, acc.: 52.34%, KL div.: 0.346306] [G loss: 0.710471, KL div.: 0.710471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6312 [D loss: 0.688166, acc.: 54.69%, KL div.: 0.344768] [G loss: 0.705170, KL div.: 0.705170, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6313 [D loss: 0.693265, acc.: 52.34%, KL div.: 0.346627] [G loss: 0.702165, KL div.: 0.702165, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6314 [D loss: 0.689893, acc.: 56.25%, KL div.: 0.343971] [G loss: 0.709027, KL div.: 0.709027, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6315 [D loss: 0.693199, acc.: 48.44%, KL div.: 0.346792] [G loss: 0.701698, KL div.: 0.701698, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6316 [D loss: 0.690038, acc.: 54.30%, KL div.: 0.342718] [G loss: 0.704950, KL div.: 0.704950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6317 [D loss: 0.689563, acc.: 55.08%, KL div.: 0.341927] [G loss: 0.708615, KL div.: 0.708615, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6318 [D loss: 0.687411, acc.: 58.59%, KL div.: 0.341557] [G loss: 0.706689, KL div.: 0.706689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6319 [D loss: 0.692113, acc.: 53.12%, KL div.: 0.349258] [G loss: 0.709598, KL div.: 0.709598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6320 [D loss: 0.689848, acc.: 53.52%, KL div.: 0.346115] [G loss: 0.706389, KL div.: 0.706389, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6321 [D loss: 0.691437, acc.: 51.56%, KL div.: 0.346786] [G loss: 0.713846, KL div.: 0.713846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6322 [D loss: 0.690801, acc.: 51.95%, KL div.: 0.346469] [G loss: 0.709684, KL div.: 0.709684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6323 [D loss: 0.689816, acc.: 52.34%, KL div.: 0.344326] [G loss: 0.705767, KL div.: 0.705767, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6324 [D loss: 0.685766, acc.: 56.25%, KL div.: 0.344235] [G loss: 0.701034, KL div.: 0.701034, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6325 [D loss: 0.692768, acc.: 53.52%, KL div.: 0.342216] [G loss: 0.705962, KL div.: 0.705962, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6326 [D loss: 0.694369, acc.: 48.44%, KL div.: 0.343501] [G loss: 0.706463, KL div.: 0.706463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6327 [D loss: 0.693269, acc.: 50.39%, KL div.: 0.343405] [G loss: 0.702778, KL div.: 0.702778, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6328 [D loss: 0.688282, acc.: 53.12%, KL div.: 0.342975] [G loss: 0.710205, KL div.: 0.710205, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6329 [D loss: 0.687769, acc.: 54.69%, KL div.: 0.342537] [G loss: 0.702717, KL div.: 0.702717, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6330 [D loss: 0.692113, acc.: 51.95%, KL div.: 0.343839] [G loss: 0.708624, KL div.: 0.708624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6331 [D loss: 0.689861, acc.: 53.52%, KL div.: 0.346718] [G loss: 0.699775, KL div.: 0.699775, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6332 [D loss: 0.693732, acc.: 48.44%, KL div.: 0.344856] [G loss: 0.707191, KL div.: 0.707191, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6333 [D loss: 0.689137, acc.: 57.42%, KL div.: 0.341070] [G loss: 0.705611, KL div.: 0.705610, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6334 [D loss: 0.695051, acc.: 48.83%, KL div.: 0.345901] [G loss: 0.701363, KL div.: 0.701363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6335 [D loss: 0.690383, acc.: 55.08%, KL div.: 0.340983] [G loss: 0.709381, KL div.: 0.709381, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6336 [D loss: 0.692706, acc.: 47.66%, KL div.: 0.341379] [G loss: 0.702361, KL div.: 0.702361, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6337 [D loss: 0.689756, acc.: 50.78%, KL div.: 0.343308] [G loss: 0.712269, KL div.: 0.712269, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6338 [D loss: 0.693096, acc.: 53.12%, KL div.: 0.347416] [G loss: 0.705397, KL div.: 0.705397, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6339 [D loss: 0.694711, acc.: 48.05%, KL div.: 0.346723] [G loss: 0.708207, KL div.: 0.708207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6340 [D loss: 0.694796, acc.: 49.61%, KL div.: 0.346795] [G loss: 0.701659, KL div.: 0.701659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6341 [D loss: 0.687908, acc.: 55.08%, KL div.: 0.343741] [G loss: 0.702891, KL div.: 0.702891, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6342 [D loss: 0.688132, acc.: 54.69%, KL div.: 0.342109] [G loss: 0.706420, KL div.: 0.706420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6343 [D loss: 0.688350, acc.: 54.30%, KL div.: 0.341529] [G loss: 0.704114, KL div.: 0.704114, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6344 [D loss: 0.693127, acc.: 53.12%, KL div.: 0.341791] [G loss: 0.697051, KL div.: 0.697051, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6345 [D loss: 0.697009, acc.: 46.48%, KL div.: 0.343916] [G loss: 0.697543, KL div.: 0.697543, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6346 [D loss: 0.692271, acc.: 51.56%, KL div.: 0.342402] [G loss: 0.699316, KL div.: 0.699316, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6347 [D loss: 0.690181, acc.: 55.47%, KL div.: 0.344051] [G loss: 0.713252, KL div.: 0.713252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6348 [D loss: 0.685354, acc.: 54.30%, KL div.: 0.343193] [G loss: 0.716441, KL div.: 0.716441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6349 [D loss: 0.697202, acc.: 47.27%, KL div.: 0.350378] [G loss: 0.717866, KL div.: 0.717866, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6350 [D loss: 0.694165, acc.: 50.39%, KL div.: 0.349911] [G loss: 0.713169, KL div.: 0.713169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6351 [D loss: 0.689492, acc.: 51.95%, KL div.: 0.344841] [G loss: 0.705161, KL div.: 0.705161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6352 [D loss: 0.694747, acc.: 50.78%, KL div.: 0.347486] [G loss: 0.710227, KL div.: 0.710227, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6353 [D loss: 0.692182, acc.: 49.61%, KL div.: 0.347982] [G loss: 0.708496, KL div.: 0.708496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6354 [D loss: 0.691899, acc.: 50.00%, KL div.: 0.345085] [G loss: 0.713056, KL div.: 0.713056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6355 [D loss: 0.690536, acc.: 54.69%, KL div.: 0.343558] [G loss: 0.698921, KL div.: 0.698921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6356 [D loss: 0.691962, acc.: 53.91%, KL div.: 0.341047] [G loss: 0.707447, KL div.: 0.707447, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6357 [D loss: 0.690785, acc.: 53.52%, KL div.: 0.342568] [G loss: 0.697220, KL div.: 0.697220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6358 [D loss: 0.691371, acc.: 56.25%, KL div.: 0.345185] [G loss: 0.703586, KL div.: 0.703586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6359 [D loss: 0.691204, acc.: 53.12%, KL div.: 0.346375] [G loss: 0.708913, KL div.: 0.708913, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6360 [D loss: 0.689601, acc.: 53.12%, KL div.: 0.345728] [G loss: 0.712090, KL div.: 0.712090, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6361 [D loss: 0.693721, acc.: 52.34%, KL div.: 0.347121] [G loss: 0.715652, KL div.: 0.715652, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6362 [D loss: 0.689209, acc.: 58.98%, KL div.: 0.347190] [G loss: 0.709612, KL div.: 0.709612, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6363 [D loss: 0.688183, acc.: 56.64%, KL div.: 0.344265] [G loss: 0.711223, KL div.: 0.711223, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6364 [D loss: 0.688489, acc.: 55.08%, KL div.: 0.343606] [G loss: 0.705410, KL div.: 0.705410, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6365 [D loss: 0.685339, acc.: 55.47%, KL div.: 0.339075] [G loss: 0.709780, KL div.: 0.709780, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6366 [D loss: 0.689809, acc.: 55.08%, KL div.: 0.340677] [G loss: 0.700026, KL div.: 0.700026, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6367 [D loss: 0.688374, acc.: 55.86%, KL div.: 0.341762] [G loss: 0.707290, KL div.: 0.707290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6368 [D loss: 0.693211, acc.: 54.30%, KL div.: 0.344448] [G loss: 0.716998, KL div.: 0.716998, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6369 [D loss: 0.689573, acc.: 51.17%, KL div.: 0.346589] [G loss: 0.719728, KL div.: 0.719728, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6370 [D loss: 0.687274, acc.: 58.20%, KL div.: 0.346714] [G loss: 0.719696, KL div.: 0.719696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6371 [D loss: 0.688270, acc.: 53.91%, KL div.: 0.346678] [G loss: 0.709835, KL div.: 0.709835, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6372 [D loss: 0.685064, acc.: 56.25%, KL div.: 0.341639] [G loss: 0.716465, KL div.: 0.716465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6373 [D loss: 0.689215, acc.: 54.69%, KL div.: 0.346738] [G loss: 0.719260, KL div.: 0.719260, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6374 [D loss: 0.691891, acc.: 51.17%, KL div.: 0.345899] [G loss: 0.705952, KL div.: 0.705952, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6375 [D loss: 0.690089, acc.: 57.42%, KL div.: 0.343404] [G loss: 0.697382, KL div.: 0.697382, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6376 [D loss: 0.688160, acc.: 54.30%, KL div.: 0.338214] [G loss: 0.703055, KL div.: 0.703055, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6377 [D loss: 0.697904, acc.: 46.88%, KL div.: 0.343811] [G loss: 0.694641, KL div.: 0.694641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6378 [D loss: 0.694983, acc.: 48.05%, KL div.: 0.345722] [G loss: 0.706666, KL div.: 0.706666, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6379 [D loss: 0.687553, acc.: 56.25%, KL div.: 0.339413] [G loss: 0.711701, KL div.: 0.711701, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6380 [D loss: 0.691765, acc.: 54.30%, KL div.: 0.346377] [G loss: 0.716570, KL div.: 0.716570, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6381 [D loss: 0.690539, acc.: 50.00%, KL div.: 0.349327] [G loss: 0.714118, KL div.: 0.714118, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6382 [D loss: 0.693591, acc.: 51.17%, KL div.: 0.352004] [G loss: 0.709426, KL div.: 0.709426, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6383 [D loss: 0.692510, acc.: 53.12%, KL div.: 0.347555] [G loss: 0.705033, KL div.: 0.705033, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6384 [D loss: 0.688706, acc.: 57.42%, KL div.: 0.346733] [G loss: 0.714443, KL div.: 0.714443, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6385 [D loss: 0.693253, acc.: 52.34%, KL div.: 0.347109] [G loss: 0.708119, KL div.: 0.708119, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6386 [D loss: 0.686236, acc.: 55.08%, KL div.: 0.341662] [G loss: 0.705724, KL div.: 0.705724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6387 [D loss: 0.687258, acc.: 56.64%, KL div.: 0.343398] [G loss: 0.707337, KL div.: 0.707337, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6388 [D loss: 0.688574, acc.: 53.12%, KL div.: 0.343175] [G loss: 0.703318, KL div.: 0.703318, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6389 [D loss: 0.690485, acc.: 55.47%, KL div.: 0.342322] [G loss: 0.698193, KL div.: 0.698193, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6390 [D loss: 0.694202, acc.: 49.61%, KL div.: 0.342863] [G loss: 0.704783, KL div.: 0.704783, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6391 [D loss: 0.688269, acc.: 52.73%, KL div.: 0.344061] [G loss: 0.711222, KL div.: 0.711222, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6392 [D loss: 0.694177, acc.: 50.00%, KL div.: 0.345876] [G loss: 0.706599, KL div.: 0.706599, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6393 [D loss: 0.691291, acc.: 51.17%, KL div.: 0.346255] [G loss: 0.710524, KL div.: 0.710524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6394 [D loss: 0.689383, acc.: 55.08%, KL div.: 0.345126] [G loss: 0.704602, KL div.: 0.704602, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6395 [D loss: 0.695351, acc.: 48.83%, KL div.: 0.348139] [G loss: 0.694527, KL div.: 0.694527, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6396 [D loss: 0.691519, acc.: 52.73%, KL div.: 0.347215] [G loss: 0.708749, KL div.: 0.708749, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6397 [D loss: 0.691522, acc.: 48.83%, KL div.: 0.346121] [G loss: 0.701348, KL div.: 0.701348, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6398 [D loss: 0.689791, acc.: 53.91%, KL div.: 0.342694] [G loss: 0.707136, KL div.: 0.707136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6399 [D loss: 0.686885, acc.: 56.64%, KL div.: 0.341455] [G loss: 0.704904, KL div.: 0.704904, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 54ms/step
4/4 [==============================] - 0s 25ms/step
6400 [D loss: 0.694943, acc.: 50.39%, KL div.: 0.344941] [G loss: 0.710358, KL div.: 0.710358, FID: 41.147023]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 62ms/step
6401 [D loss: 0.689963, acc.: 51.95%, KL div.: 0.340953] [G loss: 0.700194, KL div.: 0.700194, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6402 [D loss: 0.696596, acc.: 47.27%, KL div.: 0.347706] [G loss: 0.703758, KL div.: 0.703758, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6403 [D loss: 0.685642, acc.: 59.77%, KL div.: 0.345058] [G loss: 0.714497, KL div.: 0.714497, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6404 [D loss: 0.691219, acc.: 56.64%, KL div.: 0.346336] [G loss: 0.707398, KL div.: 0.707398, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6405 [D loss: 0.692080, acc.: 50.00%, KL div.: 0.346256] [G loss: 0.709530, KL div.: 0.709530, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6406 [D loss: 0.692240, acc.: 51.17%, KL div.: 0.345489] [G loss: 0.710522, KL div.: 0.710522, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6407 [D loss: 0.691418, acc.: 52.73%, KL div.: 0.343429] [G loss: 0.705211, KL div.: 0.705211, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6408 [D loss: 0.689850, acc.: 52.34%, KL div.: 0.346703] [G loss: 0.703179, KL div.: 0.703179, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6409 [D loss: 0.692241, acc.: 50.78%, KL div.: 0.344002] [G loss: 0.703502, KL div.: 0.703502, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6410 [D loss: 0.693728, acc.: 49.22%, KL div.: 0.347660] [G loss: 0.709248, KL div.: 0.709248, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6411 [D loss: 0.695363, acc.: 49.22%, KL div.: 0.345130] [G loss: 0.700913, KL div.: 0.700913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6412 [D loss: 0.690931, acc.: 55.08%, KL div.: 0.344900] [G loss: 0.708845, KL div.: 0.708846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6413 [D loss: 0.689751, acc.: 53.52%, KL div.: 0.339820] [G loss: 0.702652, KL div.: 0.702652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6414 [D loss: 0.701073, acc.: 44.92%, KL div.: 0.347514] [G loss: 0.705236, KL div.: 0.705236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6415 [D loss: 0.691783, acc.: 55.47%, KL div.: 0.341283] [G loss: 0.706797, KL div.: 0.706797, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6416 [D loss: 0.689876, acc.: 55.86%, KL div.: 0.345952] [G loss: 0.707960, KL div.: 0.707960, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6417 [D loss: 0.688452, acc.: 55.47%, KL div.: 0.346756] [G loss: 0.713676, KL div.: 0.713676, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6418 [D loss: 0.689786, acc.: 54.30%, KL div.: 0.344512] [G loss: 0.718996, KL div.: 0.718996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6419 [D loss: 0.689733, acc.: 55.08%, KL div.: 0.345699] [G loss: 0.711978, KL div.: 0.711978, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
6420 [D loss: 0.689876, acc.: 56.64%, KL div.: 0.346789] [G loss: 0.706655, KL div.: 0.706655, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6421 [D loss: 0.688070, acc.: 53.91%, KL div.: 0.341433] [G loss: 0.707218, KL div.: 0.707218, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6422 [D loss: 0.693264, acc.: 52.34%, KL div.: 0.346064] [G loss: 0.704056, KL div.: 0.704056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6423 [D loss: 0.690525, acc.: 51.95%, KL div.: 0.340367] [G loss: 0.701512, KL div.: 0.701512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6424 [D loss: 0.685891, acc.: 55.86%, KL div.: 0.341345] [G loss: 0.701483, KL div.: 0.701483, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6425 [D loss: 0.690913, acc.: 50.78%, KL div.: 0.340892] [G loss: 0.706622, KL div.: 0.706622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6426 [D loss: 0.694235, acc.: 53.12%, KL div.: 0.345600] [G loss: 0.707839, KL div.: 0.707839, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6427 [D loss: 0.693655, acc.: 50.39%, KL div.: 0.348045] [G loss: 0.723531, KL div.: 0.723531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6428 [D loss: 0.687818, acc.: 53.12%, KL div.: 0.344921] [G loss: 0.711596, KL div.: 0.711596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6429 [D loss: 0.690953, acc.: 56.25%, KL div.: 0.345749] [G loss: 0.709877, KL div.: 0.709877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6430 [D loss: 0.694277, acc.: 49.22%, KL div.: 0.347039] [G loss: 0.705948, KL div.: 0.705948, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6431 [D loss: 0.686226, acc.: 55.86%, KL div.: 0.342729] [G loss: 0.702327, KL div.: 0.702327, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6432 [D loss: 0.697019, acc.: 49.61%, KL div.: 0.346529] [G loss: 0.706331, KL div.: 0.706331, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6433 [D loss: 0.690832, acc.: 53.52%, KL div.: 0.342604] [G loss: 0.701112, KL div.: 0.701112, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6434 [D loss: 0.694700, acc.: 46.88%, KL div.: 0.345974] [G loss: 0.702383, KL div.: 0.702383, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6435 [D loss: 0.690631, acc.: 51.56%, KL div.: 0.338735] [G loss: 0.702104, KL div.: 0.702104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6436 [D loss: 0.689981, acc.: 50.39%, KL div.: 0.340092] [G loss: 0.708203, KL div.: 0.708203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6437 [D loss: 0.688702, acc.: 54.69%, KL div.: 0.342455] [G loss: 0.707205, KL div.: 0.707205, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6438 [D loss: 0.687731, acc.: 55.86%, KL div.: 0.345263] [G loss: 0.706460, KL div.: 0.706460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6439 [D loss: 0.692676, acc.: 51.56%, KL div.: 0.346170] [G loss: 0.709550, KL div.: 0.709550, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6440 [D loss: 0.690281, acc.: 55.86%, KL div.: 0.346723] [G loss: 0.705096, KL div.: 0.705096, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6441 [D loss: 0.687432, acc.: 54.69%, KL div.: 0.345054] [G loss: 0.706834, KL div.: 0.706834, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6442 [D loss: 0.688593, acc.: 57.42%, KL div.: 0.342250] [G loss: 0.707148, KL div.: 0.707148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6443 [D loss: 0.689617, acc.: 51.17%, KL div.: 0.341832] [G loss: 0.704822, KL div.: 0.704822, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6444 [D loss: 0.691328, acc.: 54.30%, KL div.: 0.341834] [G loss: 0.695926, KL div.: 0.695926, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6445 [D loss: 0.686468, acc.: 56.64%, KL div.: 0.340125] [G loss: 0.700952, KL div.: 0.700952, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
6446 [D loss: 0.696853, acc.: 44.14%, KL div.: 0.345684] [G loss: 0.703109, KL div.: 0.703109, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6447 [D loss: 0.695119, acc.: 46.48%, KL div.: 0.344762] [G loss: 0.706346, KL div.: 0.706346, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6448 [D loss: 0.688651, acc.: 55.86%, KL div.: 0.344222] [G loss: 0.716460, KL div.: 0.716460, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6449 [D loss: 0.683384, acc.: 60.16%, KL div.: 0.338637] [G loss: 0.712252, KL div.: 0.712252, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6450 [D loss: 0.687373, acc.: 53.91%, KL div.: 0.344848] [G loss: 0.711368, KL div.: 0.711368, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6451 [D loss: 0.693760, acc.: 47.66%, KL div.: 0.347270] [G loss: 0.717986, KL div.: 0.717986, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6452 [D loss: 0.691194, acc.: 55.47%, KL div.: 0.344939] [G loss: 0.713066, KL div.: 0.713066, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6453 [D loss: 0.690375, acc.: 52.34%, KL div.: 0.345704] [G loss: 0.708385, KL div.: 0.708385, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6454 [D loss: 0.686449, acc.: 58.20%, KL div.: 0.342205] [G loss: 0.705958, KL div.: 0.705958, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6455 [D loss: 0.696605, acc.: 49.61%, KL div.: 0.346156] [G loss: 0.703328, KL div.: 0.703329, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6456 [D loss: 0.689913, acc.: 55.47%, KL div.: 0.343241] [G loss: 0.706793, KL div.: 0.706793, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6457 [D loss: 0.691041, acc.: 55.47%, KL div.: 0.343056] [G loss: 0.710825, KL div.: 0.710825, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6458 [D loss: 0.691394, acc.: 50.78%, KL div.: 0.344664] [G loss: 0.713426, KL div.: 0.713426, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6459 [D loss: 0.694596, acc.: 53.12%, KL div.: 0.349676] [G loss: 0.714672, KL div.: 0.714672, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6460 [D loss: 0.689213, acc.: 52.73%, KL div.: 0.343826] [G loss: 0.708870, KL div.: 0.708870, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6461 [D loss: 0.693571, acc.: 51.17%, KL div.: 0.347789] [G loss: 0.718316, KL div.: 0.718316, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6462 [D loss: 0.696960, acc.: 44.92%, KL div.: 0.352022] [G loss: 0.714140, KL div.: 0.714140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6463 [D loss: 0.692067, acc.: 48.44%, KL div.: 0.346609] [G loss: 0.713511, KL div.: 0.713511, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6464 [D loss: 0.694034, acc.: 46.48%, KL div.: 0.350944] [G loss: 0.710894, KL div.: 0.710894, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
6465 [D loss: 0.688210, acc.: 57.42%, KL div.: 0.345087] [G loss: 0.715358, KL div.: 0.715358, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6466 [D loss: 0.691998, acc.: 52.34%, KL div.: 0.344660] [G loss: 0.709274, KL div.: 0.709274, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6467 [D loss: 0.692776, acc.: 47.27%, KL div.: 0.343832] [G loss: 0.705449, KL div.: 0.705449, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6468 [D loss: 0.688255, acc.: 54.30%, KL div.: 0.343617] [G loss: 0.706121, KL div.: 0.706121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6469 [D loss: 0.692699, acc.: 54.30%, KL div.: 0.345271] [G loss: 0.710483, KL div.: 0.710483, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6470 [D loss: 0.692471, acc.: 52.34%, KL div.: 0.344809] [G loss: 0.707886, KL div.: 0.707886, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6471 [D loss: 0.695992, acc.: 49.22%, KL div.: 0.348406] [G loss: 0.707463, KL div.: 0.707463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6472 [D loss: 0.687189, acc.: 55.86%, KL div.: 0.343799] [G loss: 0.711806, KL div.: 0.711806, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6473 [D loss: 0.690579, acc.: 54.69%, KL div.: 0.345709] [G loss: 0.706103, KL div.: 0.706103, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6474 [D loss: 0.690683, acc.: 54.69%, KL div.: 0.345363] [G loss: 0.712327, KL div.: 0.712327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6475 [D loss: 0.693315, acc.: 50.39%, KL div.: 0.347022] [G loss: 0.715143, KL div.: 0.715143, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6476 [D loss: 0.689190, acc.: 52.34%, KL div.: 0.344753] [G loss: 0.708160, KL div.: 0.708160, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6477 [D loss: 0.687177, acc.: 60.16%, KL div.: 0.345116] [G loss: 0.706180, KL div.: 0.706180, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6478 [D loss: 0.692232, acc.: 50.00%, KL div.: 0.345680] [G loss: 0.712148, KL div.: 0.712148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6479 [D loss: 0.689713, acc.: 54.30%, KL div.: 0.344677] [G loss: 0.704890, KL div.: 0.704890, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6480 [D loss: 0.689037, acc.: 53.12%, KL div.: 0.343864] [G loss: 0.709730, KL div.: 0.709730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6481 [D loss: 0.693415, acc.: 51.56%, KL div.: 0.345627] [G loss: 0.709555, KL div.: 0.709555, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6482 [D loss: 0.691907, acc.: 52.34%, KL div.: 0.347241] [G loss: 0.714221, KL div.: 0.714221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6483 [D loss: 0.692598, acc.: 53.12%, KL div.: 0.348385] [G loss: 0.715197, KL div.: 0.715197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6484 [D loss: 0.691322, acc.: 51.56%, KL div.: 0.346151] [G loss: 0.711174, KL div.: 0.711174, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6485 [D loss: 0.689803, acc.: 52.34%, KL div.: 0.347804] [G loss: 0.704138, KL div.: 0.704138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6486 [D loss: 0.695792, acc.: 47.66%, KL div.: 0.351238] [G loss: 0.706063, KL div.: 0.706063, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6487 [D loss: 0.690404, acc.: 52.34%, KL div.: 0.345996] [G loss: 0.707071, KL div.: 0.707071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6488 [D loss: 0.689305, acc.: 54.69%, KL div.: 0.344256] [G loss: 0.704548, KL div.: 0.704548, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6489 [D loss: 0.698206, acc.: 46.09%, KL div.: 0.348610] [G loss: 0.696020, KL div.: 0.696020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6490 [D loss: 0.696957, acc.: 45.31%, KL div.: 0.344017] [G loss: 0.700527, KL div.: 0.700527, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6491 [D loss: 0.695057, acc.: 51.17%, KL div.: 0.343372] [G loss: 0.704583, KL div.: 0.704583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6492 [D loss: 0.692541, acc.: 53.52%, KL div.: 0.343152] [G loss: 0.709336, KL div.: 0.709336, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6493 [D loss: 0.691753, acc.: 49.61%, KL div.: 0.347434] [G loss: 0.716638, KL div.: 0.716638, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6494 [D loss: 0.688547, acc.: 54.30%, KL div.: 0.344342] [G loss: 0.706728, KL div.: 0.706728, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6495 [D loss: 0.693593, acc.: 51.17%, KL div.: 0.345059] [G loss: 0.705907, KL div.: 0.705907, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6496 [D loss: 0.692470, acc.: 49.22%, KL div.: 0.345804] [G loss: 0.704413, KL div.: 0.704413, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6497 [D loss: 0.691504, acc.: 53.52%, KL div.: 0.344956] [G loss: 0.707859, KL div.: 0.707859, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6498 [D loss: 0.694426, acc.: 48.83%, KL div.: 0.344375] [G loss: 0.696811, KL div.: 0.696811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6499 [D loss: 0.694197, acc.: 50.78%, KL div.: 0.341474] [G loss: 0.698392, KL div.: 0.698392, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 68ms/step
4/4 [==============================] - 0s 25ms/step
6500 [D loss: 0.696040, acc.: 49.61%, KL div.: 0.342251] [G loss: 0.691201, KL div.: 0.691201, FID: 34.027211]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 74ms/step
6501 [D loss: 0.693543, acc.: 53.52%, KL div.: 0.341618] [G loss: 0.696360, KL div.: 0.696360, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6502 [D loss: 0.689566, acc.: 51.95%, KL div.: 0.341136] [G loss: 0.712857, KL div.: 0.712857, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6503 [D loss: 0.689968, acc.: 53.52%, KL div.: 0.343211] [G loss: 0.717956, KL div.: 0.717956, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6504 [D loss: 0.694666, acc.: 46.88%, KL div.: 0.348061] [G loss: 0.713889, KL div.: 0.713889, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6505 [D loss: 0.691765, acc.: 54.30%, KL div.: 0.347529] [G loss: 0.703968, KL div.: 0.703968, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6506 [D loss: 0.691783, acc.: 53.91%, KL div.: 0.346711] [G loss: 0.709462, KL div.: 0.709462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6507 [D loss: 0.695984, acc.: 46.48%, KL div.: 0.348192] [G loss: 0.703492, KL div.: 0.703492, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6508 [D loss: 0.693591, acc.: 50.00%, KL div.: 0.345929] [G loss: 0.704063, KL div.: 0.704063, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6509 [D loss: 0.694595, acc.: 49.61%, KL div.: 0.341226] [G loss: 0.705584, KL div.: 0.705584, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6510 [D loss: 0.688390, acc.: 53.12%, KL div.: 0.342268] [G loss: 0.698133, KL div.: 0.698133, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6511 [D loss: 0.693067, acc.: 53.91%, KL div.: 0.341391] [G loss: 0.705832, KL div.: 0.705832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6512 [D loss: 0.690264, acc.: 51.56%, KL div.: 0.341806] [G loss: 0.694072, KL div.: 0.694072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6513 [D loss: 0.692850, acc.: 49.22%, KL div.: 0.340535] [G loss: 0.706736, KL div.: 0.706736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6514 [D loss: 0.692304, acc.: 50.39%, KL div.: 0.344525] [G loss: 0.702489, KL div.: 0.702489, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6515 [D loss: 0.692620, acc.: 48.44%, KL div.: 0.347478] [G loss: 0.707182, KL div.: 0.707182, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6516 [D loss: 0.690127, acc.: 55.08%, KL div.: 0.344891] [G loss: 0.715076, KL div.: 0.715076, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6517 [D loss: 0.689601, acc.: 50.00%, KL div.: 0.345737] [G loss: 0.711801, KL div.: 0.711801, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6518 [D loss: 0.691199, acc.: 51.95%, KL div.: 0.347063] [G loss: 0.712709, KL div.: 0.712709, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6519 [D loss: 0.693334, acc.: 54.69%, KL div.: 0.347011] [G loss: 0.715518, KL div.: 0.715518, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6520 [D loss: 0.692306, acc.: 53.91%, KL div.: 0.344904] [G loss: 0.700629, KL div.: 0.700629, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6521 [D loss: 0.686905, acc.: 57.81%, KL div.: 0.344745] [G loss: 0.704517, KL div.: 0.704517, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6522 [D loss: 0.690944, acc.: 50.78%, KL div.: 0.344903] [G loss: 0.710582, KL div.: 0.710582, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6523 [D loss: 0.689473, acc.: 57.03%, KL div.: 0.340400] [G loss: 0.702639, KL div.: 0.702639, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6524 [D loss: 0.691258, acc.: 51.56%, KL div.: 0.343241] [G loss: 0.705703, KL div.: 0.705703, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6525 [D loss: 0.691701, acc.: 50.78%, KL div.: 0.343776] [G loss: 0.704643, KL div.: 0.704643, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6526 [D loss: 0.690888, acc.: 52.34%, KL div.: 0.340863] [G loss: 0.707987, KL div.: 0.707987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6527 [D loss: 0.692081, acc.: 57.03%, KL div.: 0.342799] [G loss: 0.708713, KL div.: 0.708713, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6528 [D loss: 0.690109, acc.: 50.39%, KL div.: 0.345229] [G loss: 0.715279, KL div.: 0.715279, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6529 [D loss: 0.692731, acc.: 53.52%, KL div.: 0.346130] [G loss: 0.701596, KL div.: 0.701596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6530 [D loss: 0.691884, acc.: 52.73%, KL div.: 0.345434] [G loss: 0.709630, KL div.: 0.709630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6531 [D loss: 0.687913, acc.: 57.42%, KL div.: 0.343667] [G loss: 0.707017, KL div.: 0.707017, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6532 [D loss: 0.686817, acc.: 57.42%, KL div.: 0.343182] [G loss: 0.703898, KL div.: 0.703898, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6533 [D loss: 0.696455, acc.: 51.17%, KL div.: 0.348109] [G loss: 0.706743, KL div.: 0.706743, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6534 [D loss: 0.695175, acc.: 47.66%, KL div.: 0.345595] [G loss: 0.698757, KL div.: 0.698757, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6535 [D loss: 0.694391, acc.: 48.05%, KL div.: 0.345429] [G loss: 0.698727, KL div.: 0.698727, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6536 [D loss: 0.686373, acc.: 59.38%, KL div.: 0.339254] [G loss: 0.704774, KL div.: 0.704774, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6537 [D loss: 0.687332, acc.: 53.91%, KL div.: 0.341284] [G loss: 0.707270, KL div.: 0.707270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6538 [D loss: 0.689588, acc.: 55.47%, KL div.: 0.341722] [G loss: 0.693768, KL div.: 0.693768, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6539 [D loss: 0.692295, acc.: 48.83%, KL div.: 0.343979] [G loss: 0.705383, KL div.: 0.705383, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6540 [D loss: 0.691208, acc.: 50.00%, KL div.: 0.345291] [G loss: 0.707994, KL div.: 0.707994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6541 [D loss: 0.694400, acc.: 51.56%, KL div.: 0.345536] [G loss: 0.711939, KL div.: 0.711939, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6542 [D loss: 0.692929, acc.: 50.00%, KL div.: 0.347841] [G loss: 0.710806, KL div.: 0.710806, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6543 [D loss: 0.694620, acc.: 48.05%, KL div.: 0.349757] [G loss: 0.705707, KL div.: 0.705707, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6544 [D loss: 0.692505, acc.: 52.34%, KL div.: 0.348698] [G loss: 0.707606, KL div.: 0.707606, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6545 [D loss: 0.689305, acc.: 55.47%, KL div.: 0.348109] [G loss: 0.711236, KL div.: 0.711236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6546 [D loss: 0.685258, acc.: 55.47%, KL div.: 0.344863] [G loss: 0.713562, KL div.: 0.713562, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6547 [D loss: 0.694672, acc.: 46.48%, KL div.: 0.349826] [G loss: 0.705048, KL div.: 0.705048, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6548 [D loss: 0.684871, acc.: 60.55%, KL div.: 0.341973] [G loss: 0.700371, KL div.: 0.700371, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6549 [D loss: 0.690076, acc.: 53.12%, KL div.: 0.342521] [G loss: 0.703263, KL div.: 0.703263, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6550 [D loss: 0.683008, acc.: 60.16%, KL div.: 0.339264] [G loss: 0.705488, KL div.: 0.705488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6551 [D loss: 0.691537, acc.: 53.12%, KL div.: 0.344924] [G loss: 0.705724, KL div.: 0.705724, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6552 [D loss: 0.690037, acc.: 52.34%, KL div.: 0.341811] [G loss: 0.704933, KL div.: 0.704933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6553 [D loss: 0.693295, acc.: 50.78%, KL div.: 0.345377] [G loss: 0.704722, KL div.: 0.704722, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6554 [D loss: 0.689977, acc.: 51.56%, KL div.: 0.343434] [G loss: 0.705432, KL div.: 0.705432, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6555 [D loss: 0.695558, acc.: 52.73%, KL div.: 0.350254] [G loss: 0.714409, KL div.: 0.714409, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6556 [D loss: 0.687213, acc.: 57.03%, KL div.: 0.345254] [G loss: 0.710700, KL div.: 0.710700, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6557 [D loss: 0.690174, acc.: 52.73%, KL div.: 0.342886] [G loss: 0.702019, KL div.: 0.702019, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6558 [D loss: 0.691036, acc.: 53.91%, KL div.: 0.349591] [G loss: 0.713976, KL div.: 0.713976, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6559 [D loss: 0.689396, acc.: 53.12%, KL div.: 0.348679] [G loss: 0.716339, KL div.: 0.716339, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6560 [D loss: 0.688795, acc.: 57.03%, KL div.: 0.344124] [G loss: 0.708185, KL div.: 0.708185, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6561 [D loss: 0.689208, acc.: 52.34%, KL div.: 0.343875] [G loss: 0.702194, KL div.: 0.702194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6562 [D loss: 0.690947, acc.: 52.34%, KL div.: 0.343440] [G loss: 0.703248, KL div.: 0.703248, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6563 [D loss: 0.693000, acc.: 52.73%, KL div.: 0.343012] [G loss: 0.706862, KL div.: 0.706862, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6564 [D loss: 0.687762, acc.: 58.20%, KL div.: 0.344347] [G loss: 0.706336, KL div.: 0.706336, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6565 [D loss: 0.690462, acc.: 56.64%, KL div.: 0.343249] [G loss: 0.713978, KL div.: 0.713978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6566 [D loss: 0.692416, acc.: 55.86%, KL div.: 0.349119] [G loss: 0.708854, KL div.: 0.708854, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6567 [D loss: 0.689712, acc.: 52.73%, KL div.: 0.345931] [G loss: 0.706363, KL div.: 0.706363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6568 [D loss: 0.692485, acc.: 52.34%, KL div.: 0.348898] [G loss: 0.706974, KL div.: 0.706974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6569 [D loss: 0.691924, acc.: 47.27%, KL div.: 0.347472] [G loss: 0.712231, KL div.: 0.712231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6570 [D loss: 0.688489, acc.: 53.52%, KL div.: 0.343641] [G loss: 0.712201, KL div.: 0.712201, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6571 [D loss: 0.687494, acc.: 53.91%, KL div.: 0.343891] [G loss: 0.704267, KL div.: 0.704267, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6572 [D loss: 0.685932, acc.: 55.86%, KL div.: 0.340302] [G loss: 0.701496, KL div.: 0.701496, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6573 [D loss: 0.687246, acc.: 55.47%, KL div.: 0.339718] [G loss: 0.704415, KL div.: 0.704415, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6574 [D loss: 0.685530, acc.: 58.20%, KL div.: 0.339599] [G loss: 0.709385, KL div.: 0.709385, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6575 [D loss: 0.690782, acc.: 50.78%, KL div.: 0.342826] [G loss: 0.711525, KL div.: 0.711525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6576 [D loss: 0.686070, acc.: 58.59%, KL div.: 0.341270] [G loss: 0.714650, KL div.: 0.714650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6577 [D loss: 0.687132, acc.: 56.64%, KL div.: 0.345564] [G loss: 0.727210, KL div.: 0.727210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6578 [D loss: 0.688233, acc.: 54.69%, KL div.: 0.345365] [G loss: 0.717556, KL div.: 0.717556, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6579 [D loss: 0.691875, acc.: 50.78%, KL div.: 0.346975] [G loss: 0.714221, KL div.: 0.714221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6580 [D loss: 0.695683, acc.: 51.95%, KL div.: 0.349490] [G loss: 0.708645, KL div.: 0.708645, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6581 [D loss: 0.685854, acc.: 59.38%, KL div.: 0.343655] [G loss: 0.713099, KL div.: 0.713099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6582 [D loss: 0.688228, acc.: 57.03%, KL div.: 0.345796] [G loss: 0.709029, KL div.: 0.709029, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6583 [D loss: 0.690807, acc.: 55.47%, KL div.: 0.343867] [G loss: 0.700821, KL div.: 0.700821, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6584 [D loss: 0.698919, acc.: 42.97%, KL div.: 0.345384] [G loss: 0.708764, KL div.: 0.708764, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6585 [D loss: 0.692793, acc.: 48.83%, KL div.: 0.344263] [G loss: 0.707023, KL div.: 0.707023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6586 [D loss: 0.687145, acc.: 55.86%, KL div.: 0.337036] [G loss: 0.697490, KL div.: 0.697490, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6587 [D loss: 0.698569, acc.: 49.22%, KL div.: 0.342966] [G loss: 0.698093, KL div.: 0.698093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6588 [D loss: 0.691563, acc.: 53.52%, KL div.: 0.340669] [G loss: 0.707422, KL div.: 0.707422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6589 [D loss: 0.692274, acc.: 50.78%, KL div.: 0.343510] [G loss: 0.712125, KL div.: 0.712125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6590 [D loss: 0.689347, acc.: 55.47%, KL div.: 0.344929] [G loss: 0.714215, KL div.: 0.714215, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6591 [D loss: 0.692408, acc.: 53.12%, KL div.: 0.346733] [G loss: 0.716380, KL div.: 0.716380, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6592 [D loss: 0.691757, acc.: 50.00%, KL div.: 0.347428] [G loss: 0.711063, KL div.: 0.711063, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6593 [D loss: 0.694955, acc.: 46.48%, KL div.: 0.347455] [G loss: 0.708711, KL div.: 0.708711, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6594 [D loss: 0.695001, acc.: 50.39%, KL div.: 0.348625] [G loss: 0.709054, KL div.: 0.709054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6595 [D loss: 0.689238, acc.: 54.69%, KL div.: 0.341746] [G loss: 0.702997, KL div.: 0.702997, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6596 [D loss: 0.694630, acc.: 50.39%, KL div.: 0.342757] [G loss: 0.698798, KL div.: 0.698798, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6597 [D loss: 0.688242, acc.: 52.73%, KL div.: 0.339806] [G loss: 0.708156, KL div.: 0.708156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6598 [D loss: 0.695369, acc.: 47.27%, KL div.: 0.344855] [G loss: 0.703883, KL div.: 0.703883, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6599 [D loss: 0.697981, acc.: 46.48%, KL div.: 0.345856] [G loss: 0.699841, KL div.: 0.699841, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 0s 25ms/step
6600 [D loss: 0.690618, acc.: 51.95%, KL div.: 0.344520] [G loss: 0.717943, KL div.: 0.717943, FID: 37.372525]
1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 51ms/step
6601 [D loss: 0.693373, acc.: 48.05%, KL div.: 0.343616] [G loss: 0.714156, KL div.: 0.714156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6602 [D loss: 0.690513, acc.: 53.52%, KL div.: 0.347042] [G loss: 0.710701, KL div.: 0.710701, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6603 [D loss: 0.693613, acc.: 48.83%, KL div.: 0.348770] [G loss: 0.709302, KL div.: 0.709302, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6604 [D loss: 0.694734, acc.: 49.22%, KL div.: 0.349327] [G loss: 0.707031, KL div.: 0.707031, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6605 [D loss: 0.686312, acc.: 57.03%, KL div.: 0.342995] [G loss: 0.710646, KL div.: 0.710646, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6606 [D loss: 0.690856, acc.: 53.52%, KL div.: 0.342186] [G loss: 0.702509, KL div.: 0.702509, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6607 [D loss: 0.694348, acc.: 50.00%, KL div.: 0.348030] [G loss: 0.708216, KL div.: 0.708216, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6608 [D loss: 0.691574, acc.: 50.78%, KL div.: 0.342786] [G loss: 0.702422, KL div.: 0.702422, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6609 [D loss: 0.691325, acc.: 52.73%, KL div.: 0.343859] [G loss: 0.699272, KL div.: 0.699272, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6610 [D loss: 0.691971, acc.: 51.17%, KL div.: 0.344069] [G loss: 0.711060, KL div.: 0.711060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6611 [D loss: 0.690544, acc.: 51.56%, KL div.: 0.342213] [G loss: 0.707834, KL div.: 0.707834, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6612 [D loss: 0.689078, acc.: 55.08%, KL div.: 0.343791] [G loss: 0.710344, KL div.: 0.710344, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6613 [D loss: 0.690229, acc.: 56.64%, KL div.: 0.344464] [G loss: 0.703646, KL div.: 0.703646, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6614 [D loss: 0.688853, acc.: 55.47%, KL div.: 0.343538] [G loss: 0.706051, KL div.: 0.706051, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6615 [D loss: 0.697559, acc.: 44.53%, KL div.: 0.350313] [G loss: 0.702753, KL div.: 0.702753, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6616 [D loss: 0.690684, acc.: 55.47%, KL div.: 0.347016] [G loss: 0.700313, KL div.: 0.700313, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6617 [D loss: 0.687828, acc.: 55.08%, KL div.: 0.340216] [G loss: 0.704523, KL div.: 0.704523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6618 [D loss: 0.689091, acc.: 56.25%, KL div.: 0.342725] [G loss: 0.704139, KL div.: 0.704139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6619 [D loss: 0.695167, acc.: 49.22%, KL div.: 0.343925] [G loss: 0.699328, KL div.: 0.699328, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6620 [D loss: 0.690870, acc.: 53.12%, KL div.: 0.341589] [G loss: 0.703205, KL div.: 0.703205, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6621 [D loss: 0.697582, acc.: 46.88%, KL div.: 0.347560] [G loss: 0.711338, KL div.: 0.711338, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6622 [D loss: 0.695584, acc.: 48.83%, KL div.: 0.346251] [G loss: 0.706741, KL div.: 0.706741, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6623 [D loss: 0.692301, acc.: 48.83%, KL div.: 0.344669] [G loss: 0.698339, KL div.: 0.698339, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6624 [D loss: 0.693380, acc.: 52.73%, KL div.: 0.344687] [G loss: 0.705183, KL div.: 0.705183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6625 [D loss: 0.692225, acc.: 51.95%, KL div.: 0.346173] [G loss: 0.712809, KL div.: 0.712809, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6626 [D loss: 0.693745, acc.: 47.66%, KL div.: 0.345159] [G loss: 0.707852, KL div.: 0.707852, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6627 [D loss: 0.694818, acc.: 48.44%, KL div.: 0.347082] [G loss: 0.709331, KL div.: 0.709331, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6628 [D loss: 0.692527, acc.: 53.91%, KL div.: 0.343622] [G loss: 0.705037, KL div.: 0.705037, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6629 [D loss: 0.690748, acc.: 51.56%, KL div.: 0.344814] [G loss: 0.700645, KL div.: 0.700645, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6630 [D loss: 0.692162, acc.: 53.12%, KL div.: 0.344168] [G loss: 0.701879, KL div.: 0.701879, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6631 [D loss: 0.693517, acc.: 48.83%, KL div.: 0.345459] [G loss: 0.710207, KL div.: 0.710207, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6632 [D loss: 0.691862, acc.: 51.56%, KL div.: 0.347267] [G loss: 0.709222, KL div.: 0.709222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6633 [D loss: 0.695933, acc.: 49.61%, KL div.: 0.349821] [G loss: 0.705368, KL div.: 0.705368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6634 [D loss: 0.691762, acc.: 54.30%, KL div.: 0.344143] [G loss: 0.711187, KL div.: 0.711187, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6635 [D loss: 0.689887, acc.: 52.73%, KL div.: 0.345951] [G loss: 0.704161, KL div.: 0.704161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6636 [D loss: 0.697100, acc.: 49.22%, KL div.: 0.350535] [G loss: 0.706030, KL div.: 0.706030, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6637 [D loss: 0.693409, acc.: 52.73%, KL div.: 0.344163] [G loss: 0.704647, KL div.: 0.704647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6638 [D loss: 0.691275, acc.: 52.73%, KL div.: 0.347651] [G loss: 0.709635, KL div.: 0.709635, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6639 [D loss: 0.692322, acc.: 48.44%, KL div.: 0.344288] [G loss: 0.707723, KL div.: 0.707723, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6640 [D loss: 0.687842, acc.: 55.86%, KL div.: 0.342847] [G loss: 0.706611, KL div.: 0.706611, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6641 [D loss: 0.690937, acc.: 53.12%, KL div.: 0.343012] [G loss: 0.708897, KL div.: 0.708897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6642 [D loss: 0.689239, acc.: 51.17%, KL div.: 0.340163] [G loss: 0.704836, KL div.: 0.704836, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6643 [D loss: 0.683388, acc.: 58.20%, KL div.: 0.338723] [G loss: 0.705134, KL div.: 0.705134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6644 [D loss: 0.692149, acc.: 53.91%, KL div.: 0.343931] [G loss: 0.697035, KL div.: 0.697035, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6645 [D loss: 0.694492, acc.: 49.22%, KL div.: 0.345915] [G loss: 0.701466, KL div.: 0.701466, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6646 [D loss: 0.697051, acc.: 47.66%, KL div.: 0.346681] [G loss: 0.702287, KL div.: 0.702287, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6647 [D loss: 0.691849, acc.: 51.56%, KL div.: 0.345070] [G loss: 0.705352, KL div.: 0.705352, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6648 [D loss: 0.694398, acc.: 48.83%, KL div.: 0.344944] [G loss: 0.703038, KL div.: 0.703038, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6649 [D loss: 0.692524, acc.: 48.83%, KL div.: 0.344707] [G loss: 0.695933, KL div.: 0.695933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6650 [D loss: 0.696130, acc.: 53.12%, KL div.: 0.348108] [G loss: 0.703490, KL div.: 0.703490, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6651 [D loss: 0.686716, acc.: 57.81%, KL div.: 0.341556] [G loss: 0.706396, KL div.: 0.706396, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6652 [D loss: 0.685940, acc.: 53.12%, KL div.: 0.340435] [G loss: 0.708642, KL div.: 0.708642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6653 [D loss: 0.692040, acc.: 53.91%, KL div.: 0.344143] [G loss: 0.708939, KL div.: 0.708939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6654 [D loss: 0.693835, acc.: 50.39%, KL div.: 0.345877] [G loss: 0.708023, KL div.: 0.708023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6655 [D loss: 0.696084, acc.: 44.53%, KL div.: 0.346050] [G loss: 0.711267, KL div.: 0.711267, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6656 [D loss: 0.693956, acc.: 53.91%, KL div.: 0.344997] [G loss: 0.706682, KL div.: 0.706682, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6657 [D loss: 0.695121, acc.: 49.22%, KL div.: 0.348174] [G loss: 0.709019, KL div.: 0.709019, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6658 [D loss: 0.688207, acc.: 57.81%, KL div.: 0.342921] [G loss: 0.712445, KL div.: 0.712445, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6659 [D loss: 0.693416, acc.: 50.00%, KL div.: 0.348473] [G loss: 0.708942, KL div.: 0.708942, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6660 [D loss: 0.691855, acc.: 50.00%, KL div.: 0.348666] [G loss: 0.711594, KL div.: 0.711594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6661 [D loss: 0.693280, acc.: 50.39%, KL div.: 0.348661] [G loss: 0.707007, KL div.: 0.707007, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6662 [D loss: 0.695092, acc.: 48.44%, KL div.: 0.348379] [G loss: 0.704935, KL div.: 0.704935, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6663 [D loss: 0.688967, acc.: 57.81%, KL div.: 0.344178] [G loss: 0.704137, KL div.: 0.704137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6664 [D loss: 0.690290, acc.: 49.22%, KL div.: 0.344598] [G loss: 0.709489, KL div.: 0.709489, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6665 [D loss: 0.692169, acc.: 51.56%, KL div.: 0.343313] [G loss: 0.702816, KL div.: 0.702816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6666 [D loss: 0.691724, acc.: 51.17%, KL div.: 0.340909] [G loss: 0.708272, KL div.: 0.708272, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6667 [D loss: 0.695139, acc.: 47.66%, KL div.: 0.345752] [G loss: 0.710353, KL div.: 0.710353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6668 [D loss: 0.691559, acc.: 53.91%, KL div.: 0.343259] [G loss: 0.701873, KL div.: 0.701873, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6669 [D loss: 0.691302, acc.: 55.08%, KL div.: 0.343388] [G loss: 0.709104, KL div.: 0.709104, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6670 [D loss: 0.690971, acc.: 51.95%, KL div.: 0.341739] [G loss: 0.708399, KL div.: 0.708399, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6671 [D loss: 0.692190, acc.: 53.52%, KL div.: 0.345529] [G loss: 0.713056, KL div.: 0.713056, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6672 [D loss: 0.693279, acc.: 51.17%, KL div.: 0.347714] [G loss: 0.704104, KL div.: 0.704104, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6673 [D loss: 0.689655, acc.: 56.25%, KL div.: 0.345518] [G loss: 0.705745, KL div.: 0.705745, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6674 [D loss: 0.690751, acc.: 49.22%, KL div.: 0.346695] [G loss: 0.706240, KL div.: 0.706240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6675 [D loss: 0.694901, acc.: 50.39%, KL div.: 0.349776] [G loss: 0.713777, KL div.: 0.713777, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6676 [D loss: 0.696307, acc.: 50.00%, KL div.: 0.348307] [G loss: 0.702136, KL div.: 0.702136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6677 [D loss: 0.691852, acc.: 51.95%, KL div.: 0.343560] [G loss: 0.709668, KL div.: 0.709668, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6678 [D loss: 0.694788, acc.: 46.09%, KL div.: 0.345801] [G loss: 0.700523, KL div.: 0.700523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6679 [D loss: 0.687096, acc.: 53.12%, KL div.: 0.344322] [G loss: 0.714471, KL div.: 0.714471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6680 [D loss: 0.689166, acc.: 55.08%, KL div.: 0.345698] [G loss: 0.709456, KL div.: 0.709456, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6681 [D loss: 0.690358, acc.: 52.73%, KL div.: 0.346666] [G loss: 0.719017, KL div.: 0.719017, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6682 [D loss: 0.694068, acc.: 49.61%, KL div.: 0.347011] [G loss: 0.713094, KL div.: 0.713094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6683 [D loss: 0.690559, acc.: 54.30%, KL div.: 0.346511] [G loss: 0.713017, KL div.: 0.713017, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6684 [D loss: 0.692479, acc.: 50.78%, KL div.: 0.346124] [G loss: 0.708246, KL div.: 0.708246, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6685 [D loss: 0.693816, acc.: 54.30%, KL div.: 0.344454] [G loss: 0.707926, KL div.: 0.707926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6686 [D loss: 0.696321, acc.: 48.44%, KL div.: 0.348104] [G loss: 0.710697, KL div.: 0.710697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6687 [D loss: 0.691189, acc.: 53.52%, KL div.: 0.344492] [G loss: 0.704812, KL div.: 0.704812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6688 [D loss: 0.689223, acc.: 52.73%, KL div.: 0.345340] [G loss: 0.703540, KL div.: 0.703540, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6689 [D loss: 0.690855, acc.: 52.34%, KL div.: 0.344171] [G loss: 0.708721, KL div.: 0.708721, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6690 [D loss: 0.688439, acc.: 56.25%, KL div.: 0.342131] [G loss: 0.703446, KL div.: 0.703446, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6691 [D loss: 0.692348, acc.: 51.95%, KL div.: 0.344389] [G loss: 0.716181, KL div.: 0.716181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6692 [D loss: 0.684452, acc.: 59.38%, KL div.: 0.343065] [G loss: 0.715834, KL div.: 0.715834, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6693 [D loss: 0.687817, acc.: 53.52%, KL div.: 0.347723] [G loss: 0.715074, KL div.: 0.715074, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6694 [D loss: 0.694129, acc.: 48.83%, KL div.: 0.349481] [G loss: 0.716942, KL div.: 0.716942, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6695 [D loss: 0.690557, acc.: 53.91%, KL div.: 0.346947] [G loss: 0.720302, KL div.: 0.720302, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6696 [D loss: 0.690340, acc.: 54.69%, KL div.: 0.347421] [G loss: 0.713687, KL div.: 0.713687, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6697 [D loss: 0.689576, acc.: 57.81%, KL div.: 0.348117] [G loss: 0.712208, KL div.: 0.712208, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6698 [D loss: 0.694461, acc.: 48.44%, KL div.: 0.348160] [G loss: 0.708371, KL div.: 0.708371, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6699 [D loss: 0.688083, acc.: 56.64%, KL div.: 0.343832] [G loss: 0.712088, KL div.: 0.712088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 67ms/step
4/4 [==============================] - 0s 25ms/step
6700 [D loss: 0.685679, acc.: 53.12%, KL div.: 0.340321] [G loss: 0.705094, KL div.: 0.705094, FID: 36.044280]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 75ms/step
6701 [D loss: 0.690764, acc.: 55.47%, KL div.: 0.340832] [G loss: 0.708919, KL div.: 0.708919, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6702 [D loss: 0.695723, acc.: 45.70%, KL div.: 0.344702] [G loss: 0.700756, KL div.: 0.700756, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6703 [D loss: 0.698151, acc.: 44.14%, KL div.: 0.347485] [G loss: 0.702326, KL div.: 0.702326, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6704 [D loss: 0.695864, acc.: 48.44%, KL div.: 0.345038] [G loss: 0.711997, KL div.: 0.711997, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6705 [D loss: 0.688655, acc.: 55.47%, KL div.: 0.345972] [G loss: 0.721670, KL div.: 0.721670, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6706 [D loss: 0.689262, acc.: 52.73%, KL div.: 0.350308] [G loss: 0.713509, KL div.: 0.713509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6707 [D loss: 0.696897, acc.: 49.61%, KL div.: 0.350576] [G loss: 0.715110, KL div.: 0.715110, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6708 [D loss: 0.692401, acc.: 52.34%, KL div.: 0.347452] [G loss: 0.709463, KL div.: 0.709463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6709 [D loss: 0.692542, acc.: 54.30%, KL div.: 0.345041] [G loss: 0.699500, KL div.: 0.699500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6710 [D loss: 0.695213, acc.: 46.88%, KL div.: 0.342850] [G loss: 0.710441, KL div.: 0.710441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6711 [D loss: 0.693390, acc.: 52.34%, KL div.: 0.345101] [G loss: 0.700892, KL div.: 0.700892, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6712 [D loss: 0.694834, acc.: 51.95%, KL div.: 0.345458] [G loss: 0.702164, KL div.: 0.702164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6713 [D loss: 0.694727, acc.: 52.73%, KL div.: 0.345639] [G loss: 0.697755, KL div.: 0.697755, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6714 [D loss: 0.691278, acc.: 51.17%, KL div.: 0.342539] [G loss: 0.698163, KL div.: 0.698163, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6715 [D loss: 0.696597, acc.: 46.09%, KL div.: 0.348296] [G loss: 0.713598, KL div.: 0.713598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6716 [D loss: 0.691187, acc.: 53.52%, KL div.: 0.347300] [G loss: 0.712371, KL div.: 0.712371, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6717 [D loss: 0.691798, acc.: 51.17%, KL div.: 0.346815] [G loss: 0.717449, KL div.: 0.717449, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6718 [D loss: 0.690866, acc.: 51.17%, KL div.: 0.345563] [G loss: 0.712584, KL div.: 0.712584, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6719 [D loss: 0.691693, acc.: 53.52%, KL div.: 0.348418] [G loss: 0.708748, KL div.: 0.708748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6720 [D loss: 0.693737, acc.: 51.17%, KL div.: 0.347808] [G loss: 0.700116, KL div.: 0.700116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6721 [D loss: 0.696612, acc.: 48.05%, KL div.: 0.350044] [G loss: 0.706273, KL div.: 0.706273, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6722 [D loss: 0.691857, acc.: 50.78%, KL div.: 0.346624] [G loss: 0.706210, KL div.: 0.706210, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6723 [D loss: 0.690666, acc.: 54.30%, KL div.: 0.345817] [G loss: 0.711375, KL div.: 0.711375, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6724 [D loss: 0.691842, acc.: 52.73%, KL div.: 0.343838] [G loss: 0.696392, KL div.: 0.696392, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6725 [D loss: 0.694821, acc.: 48.83%, KL div.: 0.343378] [G loss: 0.699359, KL div.: 0.699359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6726 [D loss: 0.693258, acc.: 50.78%, KL div.: 0.344548] [G loss: 0.705315, KL div.: 0.705315, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6727 [D loss: 0.694312, acc.: 48.83%, KL div.: 0.344525] [G loss: 0.705446, KL div.: 0.705446, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6728 [D loss: 0.692623, acc.: 50.78%, KL div.: 0.343546] [G loss: 0.704931, KL div.: 0.704931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6729 [D loss: 0.692474, acc.: 53.91%, KL div.: 0.345427] [G loss: 0.708994, KL div.: 0.708994, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6730 [D loss: 0.691560, acc.: 53.12%, KL div.: 0.348063] [G loss: 0.708894, KL div.: 0.708894, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6731 [D loss: 0.691949, acc.: 51.56%, KL div.: 0.347861] [G loss: 0.713504, KL div.: 0.713504, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6732 [D loss: 0.695242, acc.: 50.00%, KL div.: 0.349835] [G loss: 0.715365, KL div.: 0.715365, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6733 [D loss: 0.689483, acc.: 52.73%, KL div.: 0.345616] [G loss: 0.704912, KL div.: 0.704912, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6734 [D loss: 0.690298, acc.: 50.39%, KL div.: 0.348491] [G loss: 0.710487, KL div.: 0.710487, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6735 [D loss: 0.695969, acc.: 48.83%, KL div.: 0.346261] [G loss: 0.705725, KL div.: 0.705725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6736 [D loss: 0.692498, acc.: 51.56%, KL div.: 0.344520] [G loss: 0.699938, KL div.: 0.699938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6737 [D loss: 0.691980, acc.: 52.34%, KL div.: 0.345448] [G loss: 0.700635, KL div.: 0.700634, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6738 [D loss: 0.692889, acc.: 50.39%, KL div.: 0.343170] [G loss: 0.699840, KL div.: 0.699840, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6739 [D loss: 0.696790, acc.: 46.48%, KL div.: 0.347665] [G loss: 0.695480, KL div.: 0.695480, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6740 [D loss: 0.692423, acc.: 48.05%, KL div.: 0.345864] [G loss: 0.708831, KL div.: 0.708831, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6741 [D loss: 0.690691, acc.: 51.95%, KL div.: 0.345930] [G loss: 0.710796, KL div.: 0.710796, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6742 [D loss: 0.686692, acc.: 57.42%, KL div.: 0.347010] [G loss: 0.721359, KL div.: 0.721359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6743 [D loss: 0.686671, acc.: 55.08%, KL div.: 0.346508] [G loss: 0.716604, KL div.: 0.716604, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6744 [D loss: 0.686688, acc.: 55.08%, KL div.: 0.341984] [G loss: 0.699978, KL div.: 0.699978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6745 [D loss: 0.693681, acc.: 51.17%, KL div.: 0.349824] [G loss: 0.712673, KL div.: 0.712673, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6746 [D loss: 0.696213, acc.: 48.44%, KL div.: 0.352734] [G loss: 0.715354, KL div.: 0.715354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6747 [D loss: 0.687013, acc.: 54.69%, KL div.: 0.341808] [G loss: 0.707353, KL div.: 0.707353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6748 [D loss: 0.690128, acc.: 52.34%, KL div.: 0.340607] [G loss: 0.704100, KL div.: 0.704100, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6749 [D loss: 0.694112, acc.: 49.61%, KL div.: 0.341243] [G loss: 0.698220, KL div.: 0.698220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6750 [D loss: 0.691482, acc.: 53.91%, KL div.: 0.342924] [G loss: 0.706582, KL div.: 0.706582, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6751 [D loss: 0.692898, acc.: 54.30%, KL div.: 0.341873] [G loss: 0.701027, KL div.: 0.701027, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6752 [D loss: 0.690053, acc.: 50.00%, KL div.: 0.344793] [G loss: 0.716128, KL div.: 0.716128, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6753 [D loss: 0.688563, acc.: 52.73%, KL div.: 0.344245] [G loss: 0.723766, KL div.: 0.723766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6754 [D loss: 0.691113, acc.: 51.95%, KL div.: 0.350025] [G loss: 0.716952, KL div.: 0.716952, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6755 [D loss: 0.690965, acc.: 51.95%, KL div.: 0.343005] [G loss: 0.708385, KL div.: 0.708385, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6756 [D loss: 0.696906, acc.: 45.70%, KL div.: 0.347672] [G loss: 0.699569, KL div.: 0.699569, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6757 [D loss: 0.694041, acc.: 50.00%, KL div.: 0.347606] [G loss: 0.701649, KL div.: 0.701649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6758 [D loss: 0.689678, acc.: 54.69%, KL div.: 0.342914] [G loss: 0.704139, KL div.: 0.704139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6759 [D loss: 0.693333, acc.: 51.17%, KL div.: 0.344087] [G loss: 0.701700, KL div.: 0.701700, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6760 [D loss: 0.689189, acc.: 53.91%, KL div.: 0.340360] [G loss: 0.707505, KL div.: 0.707505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6761 [D loss: 0.689013, acc.: 55.08%, KL div.: 0.340186] [G loss: 0.702143, KL div.: 0.702143, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6762 [D loss: 0.690198, acc.: 53.52%, KL div.: 0.338774] [G loss: 0.695622, KL div.: 0.695622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6763 [D loss: 0.690437, acc.: 53.52%, KL div.: 0.341204] [G loss: 0.699714, KL div.: 0.699714, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6764 [D loss: 0.687464, acc.: 56.25%, KL div.: 0.338787] [G loss: 0.709048, KL div.: 0.709048, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6765 [D loss: 0.690131, acc.: 55.47%, KL div.: 0.344795] [G loss: 0.713407, KL div.: 0.713407, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6766 [D loss: 0.687941, acc.: 53.12%, KL div.: 0.342954] [G loss: 0.709811, KL div.: 0.709811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6767 [D loss: 0.688945, acc.: 55.86%, KL div.: 0.344161] [G loss: 0.707110, KL div.: 0.707110, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6768 [D loss: 0.692012, acc.: 50.00%, KL div.: 0.347963] [G loss: 0.708668, KL div.: 0.708668, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6769 [D loss: 0.689912, acc.: 57.81%, KL div.: 0.344439] [G loss: 0.699482, KL div.: 0.699482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6770 [D loss: 0.691627, acc.: 51.95%, KL div.: 0.345333] [G loss: 0.709155, KL div.: 0.709155, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6771 [D loss: 0.691610, acc.: 51.56%, KL div.: 0.343273] [G loss: 0.708649, KL div.: 0.708648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6772 [D loss: 0.695329, acc.: 50.39%, KL div.: 0.348982] [G loss: 0.706656, KL div.: 0.706656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6773 [D loss: 0.692483, acc.: 50.78%, KL div.: 0.344739] [G loss: 0.706560, KL div.: 0.706560, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6774 [D loss: 0.690611, acc.: 52.34%, KL div.: 0.345550] [G loss: 0.704874, KL div.: 0.704874, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6775 [D loss: 0.693065, acc.: 51.95%, KL div.: 0.348315] [G loss: 0.708712, KL div.: 0.708712, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6776 [D loss: 0.691672, acc.: 55.08%, KL div.: 0.343103] [G loss: 0.699388, KL div.: 0.699388, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6777 [D loss: 0.688185, acc.: 56.25%, KL div.: 0.345310] [G loss: 0.707373, KL div.: 0.707373, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6778 [D loss: 0.692034, acc.: 51.95%, KL div.: 0.347245] [G loss: 0.703912, KL div.: 0.703912, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6779 [D loss: 0.688962, acc.: 54.30%, KL div.: 0.344812] [G loss: 0.710883, KL div.: 0.710883, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6780 [D loss: 0.691507, acc.: 52.34%, KL div.: 0.345451] [G loss: 0.702009, KL div.: 0.702009, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6781 [D loss: 0.690080, acc.: 53.12%, KL div.: 0.346736] [G loss: 0.701722, KL div.: 0.701722, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6782 [D loss: 0.689341, acc.: 56.25%, KL div.: 0.344512] [G loss: 0.702565, KL div.: 0.702564, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6783 [D loss: 0.694094, acc.: 44.53%, KL div.: 0.344893] [G loss: 0.698620, KL div.: 0.698620, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6784 [D loss: 0.693893, acc.: 49.61%, KL div.: 0.346682] [G loss: 0.699992, KL div.: 0.699992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6785 [D loss: 0.695077, acc.: 51.56%, KL div.: 0.345988] [G loss: 0.700391, KL div.: 0.700391, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6786 [D loss: 0.688279, acc.: 54.30%, KL div.: 0.343206] [G loss: 0.706906, KL div.: 0.706906, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6787 [D loss: 0.688371, acc.: 54.69%, KL div.: 0.344549] [G loss: 0.707624, KL div.: 0.707624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6788 [D loss: 0.687095, acc.: 55.08%, KL div.: 0.343487] [G loss: 0.712864, KL div.: 0.712864, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6789 [D loss: 0.684614, acc.: 57.81%, KL div.: 0.343942] [G loss: 0.701471, KL div.: 0.701470, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6790 [D loss: 0.690050, acc.: 55.86%, KL div.: 0.346448] [G loss: 0.710829, KL div.: 0.710829, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6791 [D loss: 0.693392, acc.: 50.39%, KL div.: 0.347795] [G loss: 0.709023, KL div.: 0.709023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6792 [D loss: 0.697688, acc.: 48.44%, KL div.: 0.347935] [G loss: 0.701777, KL div.: 0.701777, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6793 [D loss: 0.690215, acc.: 53.12%, KL div.: 0.346111] [G loss: 0.706890, KL div.: 0.706890, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6794 [D loss: 0.687602, acc.: 54.69%, KL div.: 0.343474] [G loss: 0.703793, KL div.: 0.703793, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6795 [D loss: 0.694578, acc.: 48.44%, KL div.: 0.345365] [G loss: 0.704745, KL div.: 0.704745, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6796 [D loss: 0.697775, acc.: 47.27%, KL div.: 0.349522] [G loss: 0.704582, KL div.: 0.704582, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6797 [D loss: 0.690936, acc.: 53.52%, KL div.: 0.343635] [G loss: 0.705221, KL div.: 0.705221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6798 [D loss: 0.698977, acc.: 47.66%, KL div.: 0.349349] [G loss: 0.703438, KL div.: 0.703438, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6799 [D loss: 0.693905, acc.: 48.83%, KL div.: 0.346318] [G loss: 0.706030, KL div.: 0.706029, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 0s 27ms/step
6800 [D loss: 0.699055, acc.: 48.83%, KL div.: 0.348233] [G loss: 0.708405, KL div.: 0.708405, FID: 33.915305]
1/1 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 74ms/step
6801 [D loss: 0.689407, acc.: 57.03%, KL div.: 0.343845] [G loss: 0.709626, KL div.: 0.709626, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6802 [D loss: 0.694959, acc.: 50.78%, KL div.: 0.349065] [G loss: 0.712457, KL div.: 0.712457, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6803 [D loss: 0.689852, acc.: 52.73%, KL div.: 0.347089] [G loss: 0.709596, KL div.: 0.709596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6804 [D loss: 0.689715, acc.: 53.91%, KL div.: 0.342009] [G loss: 0.709285, KL div.: 0.709285, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6805 [D loss: 0.695911, acc.: 47.66%, KL div.: 0.348759] [G loss: 0.704694, KL div.: 0.704694, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6806 [D loss: 0.689543, acc.: 52.34%, KL div.: 0.345018] [G loss: 0.710439, KL div.: 0.710439, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6807 [D loss: 0.693070, acc.: 50.39%, KL div.: 0.345096] [G loss: 0.701760, KL div.: 0.701760, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6808 [D loss: 0.690668, acc.: 51.56%, KL div.: 0.343849] [G loss: 0.700228, KL div.: 0.700228, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6809 [D loss: 0.693499, acc.: 50.00%, KL div.: 0.343575] [G loss: 0.703235, KL div.: 0.703235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6810 [D loss: 0.694028, acc.: 50.00%, KL div.: 0.345822] [G loss: 0.702740, KL div.: 0.702740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6811 [D loss: 0.690467, acc.: 54.30%, KL div.: 0.342681] [G loss: 0.703794, KL div.: 0.703794, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6812 [D loss: 0.697741, acc.: 48.44%, KL div.: 0.347548] [G loss: 0.705747, KL div.: 0.705747, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
6813 [D loss: 0.691021, acc.: 53.91%, KL div.: 0.345972] [G loss: 0.706494, KL div.: 0.706494, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6814 [D loss: 0.691383, acc.: 51.56%, KL div.: 0.345258] [G loss: 0.709908, KL div.: 0.709908, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6815 [D loss: 0.689793, acc.: 51.56%, KL div.: 0.343815] [G loss: 0.704468, KL div.: 0.704468, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6816 [D loss: 0.689051, acc.: 53.52%, KL div.: 0.347855] [G loss: 0.714307, KL div.: 0.714307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6817 [D loss: 0.692591, acc.: 48.05%, KL div.: 0.347240] [G loss: 0.706057, KL div.: 0.706057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6818 [D loss: 0.694161, acc.: 52.34%, KL div.: 0.346971] [G loss: 0.703087, KL div.: 0.703087, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6819 [D loss: 0.692995, acc.: 51.17%, KL div.: 0.344811] [G loss: 0.705205, KL div.: 0.705205, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6820 [D loss: 0.690477, acc.: 55.08%, KL div.: 0.342878] [G loss: 0.706338, KL div.: 0.706338, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6821 [D loss: 0.691901, acc.: 53.91%, KL div.: 0.344093] [G loss: 0.705627, KL div.: 0.705627, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
6822 [D loss: 0.694921, acc.: 48.44%, KL div.: 0.345152] [G loss: 0.697916, KL div.: 0.697916, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6823 [D loss: 0.694540, acc.: 47.66%, KL div.: 0.345208] [G loss: 0.698932, KL div.: 0.698932, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6824 [D loss: 0.695384, acc.: 50.78%, KL div.: 0.345255] [G loss: 0.708745, KL div.: 0.708745, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6825 [D loss: 0.690824, acc.: 51.56%, KL div.: 0.342271] [G loss: 0.708325, KL div.: 0.708325, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6826 [D loss: 0.693995, acc.: 46.09%, KL div.: 0.347336] [G loss: 0.700745, KL div.: 0.700745, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6827 [D loss: 0.690069, acc.: 55.47%, KL div.: 0.346161] [G loss: 0.711900, KL div.: 0.711900, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6828 [D loss: 0.683327, acc.: 58.59%, KL div.: 0.343503] [G loss: 0.713735, KL div.: 0.713735, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6829 [D loss: 0.685974, acc.: 58.98%, KL div.: 0.343708] [G loss: 0.712981, KL div.: 0.712981, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6830 [D loss: 0.698497, acc.: 46.88%, KL div.: 0.350689] [G loss: 0.703196, KL div.: 0.703196, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6831 [D loss: 0.689874, acc.: 53.12%, KL div.: 0.348194] [G loss: 0.708899, KL div.: 0.708899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6832 [D loss: 0.691444, acc.: 51.17%, KL div.: 0.346809] [G loss: 0.718646, KL div.: 0.718646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6833 [D loss: 0.694403, acc.: 48.44%, KL div.: 0.348348] [G loss: 0.710288, KL div.: 0.710288, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6834 [D loss: 0.688693, acc.: 55.47%, KL div.: 0.340489] [G loss: 0.704837, KL div.: 0.704837, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6835 [D loss: 0.690776, acc.: 54.30%, KL div.: 0.341418] [G loss: 0.698885, KL div.: 0.698885, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6836 [D loss: 0.690168, acc.: 50.78%, KL div.: 0.342125] [G loss: 0.699644, KL div.: 0.699644, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6837 [D loss: 0.695596, acc.: 48.44%, KL div.: 0.347564] [G loss: 0.702940, KL div.: 0.702940, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
6838 [D loss: 0.694578, acc.: 53.91%, KL div.: 0.344942] [G loss: 0.704516, KL div.: 0.704516, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6839 [D loss: 0.694632, acc.: 47.27%, KL div.: 0.348989] [G loss: 0.706139, KL div.: 0.706139, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6840 [D loss: 0.688681, acc.: 53.91%, KL div.: 0.345809] [G loss: 0.717620, KL div.: 0.717620, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6841 [D loss: 0.693803, acc.: 47.66%, KL div.: 0.346865] [G loss: 0.708389, KL div.: 0.708389, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6842 [D loss: 0.690778, acc.: 54.69%, KL div.: 0.346948] [G loss: 0.707445, KL div.: 0.707445, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6843 [D loss: 0.698303, acc.: 46.09%, KL div.: 0.349631] [G loss: 0.710884, KL div.: 0.710884, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6844 [D loss: 0.691737, acc.: 49.61%, KL div.: 0.346458] [G loss: 0.711824, KL div.: 0.711824, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6845 [D loss: 0.693820, acc.: 49.22%, KL div.: 0.346643] [G loss: 0.706097, KL div.: 0.706097, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6846 [D loss: 0.686421, acc.: 59.38%, KL div.: 0.344711] [G loss: 0.702955, KL div.: 0.702955, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
6847 [D loss: 0.690466, acc.: 50.00%, KL div.: 0.342760] [G loss: 0.703862, KL div.: 0.703862, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6848 [D loss: 0.693413, acc.: 49.22%, KL div.: 0.345695] [G loss: 0.701836, KL div.: 0.701836, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6849 [D loss: 0.691554, acc.: 51.17%, KL div.: 0.343573] [G loss: 0.704567, KL div.: 0.704567, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6850 [D loss: 0.692598, acc.: 49.61%, KL div.: 0.343161] [G loss: 0.702436, KL div.: 0.702436, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6851 [D loss: 0.688985, acc.: 53.12%, KL div.: 0.343500] [G loss: 0.708201, KL div.: 0.708201, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6852 [D loss: 0.695979, acc.: 48.05%, KL div.: 0.347389] [G loss: 0.712647, KL div.: 0.712647, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6853 [D loss: 0.688400, acc.: 54.69%, KL div.: 0.345958] [G loss: 0.715731, KL div.: 0.715731, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6854 [D loss: 0.693651, acc.: 53.52%, KL div.: 0.347570] [G loss: 0.708375, KL div.: 0.708375, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
6855 [D loss: 0.693244, acc.: 49.22%, KL div.: 0.349593] [G loss: 0.701025, KL div.: 0.701025, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6856 [D loss: 0.695745, acc.: 48.05%, KL div.: 0.349591] [G loss: 0.706261, KL div.: 0.706261, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6857 [D loss: 0.686164, acc.: 55.47%, KL div.: 0.338934] [G loss: 0.711630, KL div.: 0.711630, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6858 [D loss: 0.693984, acc.: 51.95%, KL div.: 0.345315] [G loss: 0.699568, KL div.: 0.699568, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6859 [D loss: 0.693495, acc.: 48.44%, KL div.: 0.343953] [G loss: 0.698820, KL div.: 0.698820, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6860 [D loss: 0.692397, acc.: 48.05%, KL div.: 0.342171] [G loss: 0.695492, KL div.: 0.695492, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6861 [D loss: 0.686040, acc.: 59.38%, KL div.: 0.340592] [G loss: 0.699672, KL div.: 0.699672, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6862 [D loss: 0.692134, acc.: 50.39%, KL div.: 0.345964] [G loss: 0.709854, KL div.: 0.709854, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6863 [D loss: 0.692947, acc.: 51.17%, KL div.: 0.347750] [G loss: 0.715765, KL div.: 0.715765, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6864 [D loss: 0.694128, acc.: 48.44%, KL div.: 0.348427] [G loss: 0.716470, KL div.: 0.716470, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6865 [D loss: 0.693750, acc.: 50.39%, KL div.: 0.347618] [G loss: 0.711542, KL div.: 0.711542, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6866 [D loss: 0.695995, acc.: 50.00%, KL div.: 0.349369] [G loss: 0.707629, KL div.: 0.707629, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6867 [D loss: 0.690487, acc.: 54.69%, KL div.: 0.346611] [G loss: 0.708212, KL div.: 0.708212, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6868 [D loss: 0.691806, acc.: 50.78%, KL div.: 0.344168] [G loss: 0.707969, KL div.: 0.707969, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6869 [D loss: 0.686674, acc.: 55.86%, KL div.: 0.340013] [G loss: 0.705217, KL div.: 0.705217, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6870 [D loss: 0.690823, acc.: 52.73%, KL div.: 0.342258] [G loss: 0.695080, KL div.: 0.695080, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6871 [D loss: 0.689418, acc.: 56.25%, KL div.: 0.340777] [G loss: 0.700336, KL div.: 0.700336, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6872 [D loss: 0.696559, acc.: 49.61%, KL div.: 0.343346] [G loss: 0.706053, KL div.: 0.706053, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6873 [D loss: 0.693025, acc.: 52.73%, KL div.: 0.342637] [G loss: 0.698337, KL div.: 0.698337, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6874 [D loss: 0.696123, acc.: 47.27%, KL div.: 0.348224] [G loss: 0.711735, KL div.: 0.711735, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6875 [D loss: 0.695044, acc.: 49.22%, KL div.: 0.347283] [G loss: 0.710106, KL div.: 0.710106, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6876 [D loss: 0.690778, acc.: 54.30%, KL div.: 0.348335] [G loss: 0.712652, KL div.: 0.712652, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6877 [D loss: 0.691259, acc.: 47.66%, KL div.: 0.345253] [G loss: 0.715998, KL div.: 0.715998, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6878 [D loss: 0.693141, acc.: 52.34%, KL div.: 0.350614] [G loss: 0.705489, KL div.: 0.705489, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
6879 [D loss: 0.691930, acc.: 52.73%, KL div.: 0.347796] [G loss: 0.708309, KL div.: 0.708309, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6880 [D loss: 0.694159, acc.: 49.22%, KL div.: 0.345969] [G loss: 0.703627, KL div.: 0.703628, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6881 [D loss: 0.691627, acc.: 51.95%, KL div.: 0.344007] [G loss: 0.697824, KL div.: 0.697824, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6882 [D loss: 0.684718, acc.: 55.86%, KL div.: 0.341285] [G loss: 0.703258, KL div.: 0.703258, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6883 [D loss: 0.690796, acc.: 50.78%, KL div.: 0.344211] [G loss: 0.709873, KL div.: 0.709873, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6884 [D loss: 0.688709, acc.: 54.30%, KL div.: 0.342151] [G loss: 0.710895, KL div.: 0.710895, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6885 [D loss: 0.690802, acc.: 50.39%, KL div.: 0.347819] [G loss: 0.711628, KL div.: 0.711628, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6886 [D loss: 0.690605, acc.: 53.91%, KL div.: 0.345012] [G loss: 0.714013, KL div.: 0.714013, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6887 [D loss: 0.686874, acc.: 54.69%, KL div.: 0.344142] [G loss: 0.709143, KL div.: 0.709143, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6888 [D loss: 0.687669, acc.: 54.69%, KL div.: 0.342689] [G loss: 0.704059, KL div.: 0.704059, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
6889 [D loss: 0.693906, acc.: 48.05%, KL div.: 0.347280] [G loss: 0.697666, KL div.: 0.697666, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6890 [D loss: 0.686653, acc.: 59.77%, KL div.: 0.343813] [G loss: 0.698164, KL div.: 0.698164, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
6891 [D loss: 0.693497, acc.: 50.00%, KL div.: 0.345315] [G loss: 0.700632, KL div.: 0.700632, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6892 [D loss: 0.693743, acc.: 48.44%, KL div.: 0.345683] [G loss: 0.706806, KL div.: 0.706806, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6893 [D loss: 0.687310, acc.: 55.47%, KL div.: 0.346508] [G loss: 0.709953, KL div.: 0.709953, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6894 [D loss: 0.689677, acc.: 54.69%, KL div.: 0.343507] [G loss: 0.695862, KL div.: 0.695862, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6895 [D loss: 0.694954, acc.: 48.05%, KL div.: 0.346438] [G loss: 0.702732, KL div.: 0.702731, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6896 [D loss: 0.692877, acc.: 54.30%, KL div.: 0.343382] [G loss: 0.694437, KL div.: 0.694437, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6897 [D loss: 0.692103, acc.: 52.34%, KL div.: 0.344894] [G loss: 0.699814, KL div.: 0.699814, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6898 [D loss: 0.691364, acc.: 52.34%, KL div.: 0.346074] [G loss: 0.707795, KL div.: 0.707795, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6899 [D loss: 0.690177, acc.: 55.47%, KL div.: 0.343627] [G loss: 0.707050, KL div.: 0.707050, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 3s 94ms/step
4/4 [==============================] - 0s 28ms/step
6900 [D loss: 0.688821, acc.: 55.86%, KL div.: 0.344423] [G loss: 0.710776, KL div.: 0.710776, FID: 34.777626]
1/1 [==============================] - 0s 57ms/step
4/4 [==============================] - 0s 125ms/step
6901 [D loss: 0.693738, acc.: 52.34%, KL div.: 0.348477] [G loss: 0.718093, KL div.: 0.718093, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6902 [D loss: 0.691065, acc.: 51.17%, KL div.: 0.345742] [G loss: 0.713102, KL div.: 0.713102, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6903 [D loss: 0.693392, acc.: 53.52%, KL div.: 0.347074] [G loss: 0.713831, KL div.: 0.713831, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
6904 [D loss: 0.687537, acc.: 54.69%, KL div.: 0.343430] [G loss: 0.708328, KL div.: 0.708328, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6905 [D loss: 0.693606, acc.: 50.00%, KL div.: 0.346987] [G loss: 0.710243, KL div.: 0.710243, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6906 [D loss: 0.689664, acc.: 52.34%, KL div.: 0.347648] [G loss: 0.707014, KL div.: 0.707014, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6907 [D loss: 0.689979, acc.: 55.08%, KL div.: 0.345452] [G loss: 0.710418, KL div.: 0.710418, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6908 [D loss: 0.690057, acc.: 53.52%, KL div.: 0.343604] [G loss: 0.708681, KL div.: 0.708681, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6909 [D loss: 0.693507, acc.: 49.22%, KL div.: 0.343893] [G loss: 0.702312, KL div.: 0.702312, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6910 [D loss: 0.686895, acc.: 57.03%, KL div.: 0.339293] [G loss: 0.704649, KL div.: 0.704649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6911 [D loss: 0.692395, acc.: 46.88%, KL div.: 0.344079] [G loss: 0.699737, KL div.: 0.699737, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6912 [D loss: 0.688145, acc.: 52.34%, KL div.: 0.340056] [G loss: 0.715458, KL div.: 0.715458, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6913 [D loss: 0.695171, acc.: 47.66%, KL div.: 0.347277] [G loss: 0.714344, KL div.: 0.714344, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6914 [D loss: 0.692735, acc.: 51.17%, KL div.: 0.347917] [G loss: 0.710310, KL div.: 0.710310, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6915 [D loss: 0.693397, acc.: 51.17%, KL div.: 0.348844] [G loss: 0.705842, KL div.: 0.705842, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
6916 [D loss: 0.696007, acc.: 50.39%, KL div.: 0.350600] [G loss: 0.709877, KL div.: 0.709877, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6917 [D loss: 0.692860, acc.: 48.83%, KL div.: 0.346963] [G loss: 0.714427, KL div.: 0.714427, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6918 [D loss: 0.691659, acc.: 48.83%, KL div.: 0.346982] [G loss: 0.704342, KL div.: 0.704342, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6919 [D loss: 0.687896, acc.: 55.86%, KL div.: 0.345258] [G loss: 0.710282, KL div.: 0.710282, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6920 [D loss: 0.692227, acc.: 51.95%, KL div.: 0.345265] [G loss: 0.716262, KL div.: 0.716262, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6921 [D loss: 0.693097, acc.: 50.78%, KL div.: 0.344268] [G loss: 0.699893, KL div.: 0.699893, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
6922 [D loss: 0.690204, acc.: 52.34%, KL div.: 0.342233] [G loss: 0.705758, KL div.: 0.705758, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6923 [D loss: 0.689962, acc.: 60.55%, KL div.: 0.345255] [G loss: 0.704445, KL div.: 0.704445, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6924 [D loss: 0.690684, acc.: 48.05%, KL div.: 0.342437] [G loss: 0.711079, KL div.: 0.711079, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6925 [D loss: 0.691447, acc.: 50.39%, KL div.: 0.343617] [G loss: 0.698655, KL div.: 0.698655, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6926 [D loss: 0.694309, acc.: 52.73%, KL div.: 0.346999] [G loss: 0.701005, KL div.: 0.701005, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
6927 [D loss: 0.694109, acc.: 50.78%, KL div.: 0.345395] [G loss: 0.705099, KL div.: 0.705099, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6928 [D loss: 0.687558, acc.: 55.86%, KL div.: 0.346303] [G loss: 0.717661, KL div.: 0.717661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6929 [D loss: 0.692268, acc.: 50.78%, KL div.: 0.347167] [G loss: 0.711531, KL div.: 0.711531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6930 [D loss: 0.693937, acc.: 49.22%, KL div.: 0.347330] [G loss: 0.713915, KL div.: 0.713915, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6931 [D loss: 0.692088, acc.: 50.00%, KL div.: 0.347999] [G loss: 0.709778, KL div.: 0.709778, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6932 [D loss: 0.688275, acc.: 56.25%, KL div.: 0.344694] [G loss: 0.709580, KL div.: 0.709580, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6933 [D loss: 0.694087, acc.: 50.00%, KL div.: 0.346019] [G loss: 0.701037, KL div.: 0.701037, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6934 [D loss: 0.688263, acc.: 55.86%, KL div.: 0.342657] [G loss: 0.700589, KL div.: 0.700589, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
6935 [D loss: 0.692585, acc.: 50.39%, KL div.: 0.343963] [G loss: 0.708046, KL div.: 0.708046, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6936 [D loss: 0.690125, acc.: 54.30%, KL div.: 0.339378] [G loss: 0.707588, KL div.: 0.707588, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
6937 [D loss: 0.686109, acc.: 53.91%, KL div.: 0.339906] [G loss: 0.708116, KL div.: 0.708116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6938 [D loss: 0.693696, acc.: 51.56%, KL div.: 0.346661] [G loss: 0.716671, KL div.: 0.716671, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6939 [D loss: 0.689191, acc.: 50.78%, KL div.: 0.344001] [G loss: 0.714033, KL div.: 0.714033, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6940 [D loss: 0.688947, acc.: 55.47%, KL div.: 0.346617] [G loss: 0.714254, KL div.: 0.714254, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6941 [D loss: 0.696603, acc.: 47.66%, KL div.: 0.351323] [G loss: 0.712341, KL div.: 0.712341, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6942 [D loss: 0.694495, acc.: 51.17%, KL div.: 0.347678] [G loss: 0.708003, KL div.: 0.708003, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6943 [D loss: 0.699596, acc.: 42.97%, KL div.: 0.349268] [G loss: 0.698783, KL div.: 0.698783, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6944 [D loss: 0.694426, acc.: 50.39%, KL div.: 0.347599] [G loss: 0.702692, KL div.: 0.702692, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6945 [D loss: 0.692874, acc.: 52.73%, KL div.: 0.344074] [G loss: 0.701095, KL div.: 0.701095, FID: 0.000000]
4/4 [==============================] - 0s 31ms/step
6946 [D loss: 0.693283, acc.: 49.61%, KL div.: 0.344423] [G loss: 0.704743, KL div.: 0.704743, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6947 [D loss: 0.688034, acc.: 55.08%, KL div.: 0.341362] [G loss: 0.700052, KL div.: 0.700052, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6948 [D loss: 0.692351, acc.: 51.56%, KL div.: 0.340582] [G loss: 0.700796, KL div.: 0.700796, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6949 [D loss: 0.689800, acc.: 51.95%, KL div.: 0.342250] [G loss: 0.705466, KL div.: 0.705466, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6950 [D loss: 0.698920, acc.: 44.92%, KL div.: 0.348211] [G loss: 0.706065, KL div.: 0.706065, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6951 [D loss: 0.695440, acc.: 51.17%, KL div.: 0.347383] [G loss: 0.709120, KL div.: 0.709120, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6952 [D loss: 0.684670, acc.: 59.38%, KL div.: 0.342575] [G loss: 0.709904, KL div.: 0.709904, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6953 [D loss: 0.690460, acc.: 55.08%, KL div.: 0.346060] [G loss: 0.700746, KL div.: 0.700746, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6954 [D loss: 0.691346, acc.: 52.73%, KL div.: 0.345709] [G loss: 0.702902, KL div.: 0.702902, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6955 [D loss: 0.697368, acc.: 45.31%, KL div.: 0.348996] [G loss: 0.706863, KL div.: 0.706863, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6956 [D loss: 0.696470, acc.: 48.83%, KL div.: 0.351682] [G loss: 0.708228, KL div.: 0.708228, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6957 [D loss: 0.688838, acc.: 54.30%, KL div.: 0.344947] [G loss: 0.700054, KL div.: 0.700054, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6958 [D loss: 0.686129, acc.: 53.12%, KL div.: 0.341094] [G loss: 0.704442, KL div.: 0.704442, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6959 [D loss: 0.693949, acc.: 49.61%, KL div.: 0.346458] [G loss: 0.700005, KL div.: 0.700005, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6960 [D loss: 0.691654, acc.: 54.69%, KL div.: 0.341644] [G loss: 0.702215, KL div.: 0.702215, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6961 [D loss: 0.691627, acc.: 50.00%, KL div.: 0.343990] [G loss: 0.702999, KL div.: 0.702999, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6962 [D loss: 0.694602, acc.: 49.61%, KL div.: 0.344956] [G loss: 0.712449, KL div.: 0.712449, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6963 [D loss: 0.698626, acc.: 41.80%, KL div.: 0.347365] [G loss: 0.718921, KL div.: 0.718921, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6964 [D loss: 0.691306, acc.: 55.08%, KL div.: 0.347684] [G loss: 0.723134, KL div.: 0.723134, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6965 [D loss: 0.691483, acc.: 51.17%, KL div.: 0.347709] [G loss: 0.712496, KL div.: 0.712496, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6966 [D loss: 0.693297, acc.: 51.95%, KL div.: 0.350223] [G loss: 0.708724, KL div.: 0.708725, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
6967 [D loss: 0.694574, acc.: 50.39%, KL div.: 0.347990] [G loss: 0.703612, KL div.: 0.703612, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6968 [D loss: 0.686539, acc.: 55.86%, KL div.: 0.342434] [G loss: 0.711340, KL div.: 0.711340, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6969 [D loss: 0.694178, acc.: 50.39%, KL div.: 0.344308] [G loss: 0.703937, KL div.: 0.703937, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6970 [D loss: 0.691738, acc.: 50.78%, KL div.: 0.342882] [G loss: 0.700221, KL div.: 0.700221, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6971 [D loss: 0.694046, acc.: 51.17%, KL div.: 0.343351] [G loss: 0.697960, KL div.: 0.697960, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6972 [D loss: 0.690273, acc.: 53.52%, KL div.: 0.342375] [G loss: 0.701685, KL div.: 0.701685, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
6973 [D loss: 0.691062, acc.: 51.17%, KL div.: 0.339426] [G loss: 0.693923, KL div.: 0.693923, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6974 [D loss: 0.697783, acc.: 47.66%, KL div.: 0.344494] [G loss: 0.697040, KL div.: 0.697040, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6975 [D loss: 0.687582, acc.: 54.30%, KL div.: 0.340662] [G loss: 0.700706, KL div.: 0.700706, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6976 [D loss: 0.694751, acc.: 50.00%, KL div.: 0.347720] [G loss: 0.717374, KL div.: 0.717374, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
6977 [D loss: 0.692028, acc.: 50.00%, KL div.: 0.345940] [G loss: 0.715585, KL div.: 0.715585, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6978 [D loss: 0.691168, acc.: 53.52%, KL div.: 0.346106] [G loss: 0.713604, KL div.: 0.713604, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6979 [D loss: 0.689237, acc.: 53.52%, KL div.: 0.346906] [G loss: 0.716454, KL div.: 0.716454, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
6980 [D loss: 0.693007, acc.: 48.05%, KL div.: 0.348700] [G loss: 0.707700, KL div.: 0.707700, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6981 [D loss: 0.693794, acc.: 50.78%, KL div.: 0.346973] [G loss: 0.703314, KL div.: 0.703314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6982 [D loss: 0.693103, acc.: 50.39%, KL div.: 0.346039] [G loss: 0.698772, KL div.: 0.698772, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6983 [D loss: 0.687215, acc.: 57.81%, KL div.: 0.342733] [G loss: 0.699380, KL div.: 0.699380, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6984 [D loss: 0.691335, acc.: 50.78%, KL div.: 0.343849] [G loss: 0.703744, KL div.: 0.703744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6985 [D loss: 0.697062, acc.: 49.61%, KL div.: 0.347135] [G loss: 0.702563, KL div.: 0.702563, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6986 [D loss: 0.692912, acc.: 55.86%, KL div.: 0.344157] [G loss: 0.707290, KL div.: 0.707290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6987 [D loss: 0.693600, acc.: 48.44%, KL div.: 0.344605] [G loss: 0.706647, KL div.: 0.706647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6988 [D loss: 0.691319, acc.: 55.47%, KL div.: 0.342611] [G loss: 0.708691, KL div.: 0.708691, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6989 [D loss: 0.693073, acc.: 51.56%, KL div.: 0.345179] [G loss: 0.711650, KL div.: 0.711650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6990 [D loss: 0.693189, acc.: 51.56%, KL div.: 0.344486] [G loss: 0.709048, KL div.: 0.709048, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
6991 [D loss: 0.694778, acc.: 46.09%, KL div.: 0.350275] [G loss: 0.707227, KL div.: 0.707227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6992 [D loss: 0.695370, acc.: 46.88%, KL div.: 0.349524] [G loss: 0.714940, KL div.: 0.714940, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6993 [D loss: 0.692146, acc.: 49.61%, KL div.: 0.346565] [G loss: 0.707030, KL div.: 0.707030, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6994 [D loss: 0.687339, acc.: 57.42%, KL div.: 0.345648] [G loss: 0.711973, KL div.: 0.711973, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6995 [D loss: 0.692899, acc.: 50.39%, KL div.: 0.347585] [G loss: 0.708179, KL div.: 0.708179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6996 [D loss: 0.687691, acc.: 58.20%, KL div.: 0.344552] [G loss: 0.710931, KL div.: 0.710931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6997 [D loss: 0.691694, acc.: 51.95%, KL div.: 0.344724] [G loss: 0.714787, KL div.: 0.714787, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6998 [D loss: 0.689760, acc.: 53.52%, KL div.: 0.342603] [G loss: 0.694192, KL div.: 0.694192, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6999 [D loss: 0.690684, acc.: 56.25%, KL div.: 0.343341] [G loss: 0.699893, KL div.: 0.699893, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 65ms/step
4/4 [==============================] - 0s 27ms/step
7000 [D loss: 0.687551, acc.: 52.34%, KL div.: 0.341081] [G loss: 0.704413, KL div.: 0.704413, FID: 34.439257]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 57ms/step
7001 [D loss: 0.693050, acc.: 51.17%, KL div.: 0.344268] [G loss: 0.700789, KL div.: 0.700789, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7002 [D loss: 0.687470, acc.: 56.25%, KL div.: 0.340815] [G loss: 0.699683, KL div.: 0.699683, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7003 [D loss: 0.691147, acc.: 54.69%, KL div.: 0.343165] [G loss: 0.709564, KL div.: 0.709564, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7004 [D loss: 0.694022, acc.: 48.05%, KL div.: 0.346234] [G loss: 0.703178, KL div.: 0.703178, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7005 [D loss: 0.686705, acc.: 55.08%, KL div.: 0.344905] [G loss: 0.707190, KL div.: 0.707190, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7006 [D loss: 0.693225, acc.: 52.34%, KL div.: 0.349244] [G loss: 0.714995, KL div.: 0.714995, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7007 [D loss: 0.695803, acc.: 49.61%, KL div.: 0.351580] [G loss: 0.713581, KL div.: 0.713581, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7008 [D loss: 0.688443, acc.: 56.25%, KL div.: 0.348042] [G loss: 0.709979, KL div.: 0.709979, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7009 [D loss: 0.689842, acc.: 50.78%, KL div.: 0.345752] [G loss: 0.710282, KL div.: 0.710282, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7010 [D loss: 0.696549, acc.: 48.44%, KL div.: 0.351513] [G loss: 0.709673, KL div.: 0.709673, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7011 [D loss: 0.686594, acc.: 56.64%, KL div.: 0.343278] [G loss: 0.705776, KL div.: 0.705776, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7012 [D loss: 0.690680, acc.: 54.30%, KL div.: 0.344000] [G loss: 0.709156, KL div.: 0.709156, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7013 [D loss: 0.686947, acc.: 56.25%, KL div.: 0.341615] [G loss: 0.708530, KL div.: 0.708530, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
7014 [D loss: 0.691551, acc.: 52.34%, KL div.: 0.342788] [G loss: 0.701721, KL div.: 0.701721, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7015 [D loss: 0.700114, acc.: 48.05%, KL div.: 0.347802] [G loss: 0.702582, KL div.: 0.702582, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7016 [D loss: 0.695235, acc.: 48.83%, KL div.: 0.344454] [G loss: 0.704366, KL div.: 0.704366, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7017 [D loss: 0.691074, acc.: 56.25%, KL div.: 0.345809] [G loss: 0.703799, KL div.: 0.703799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7018 [D loss: 0.691387, acc.: 51.56%, KL div.: 0.344935] [G loss: 0.709948, KL div.: 0.709948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7019 [D loss: 0.695061, acc.: 47.66%, KL div.: 0.346251] [G loss: 0.710020, KL div.: 0.710020, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7020 [D loss: 0.693328, acc.: 52.34%, KL div.: 0.347481] [G loss: 0.713082, KL div.: 0.713082, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7021 [D loss: 0.690383, acc.: 53.12%, KL div.: 0.346101] [G loss: 0.708597, KL div.: 0.708597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7022 [D loss: 0.689957, acc.: 51.17%, KL div.: 0.344383] [G loss: 0.709940, KL div.: 0.709940, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7023 [D loss: 0.692296, acc.: 51.95%, KL div.: 0.345856] [G loss: 0.705451, KL div.: 0.705451, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7024 [D loss: 0.693934, acc.: 49.22%, KL div.: 0.349286] [G loss: 0.704896, KL div.: 0.704896, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7025 [D loss: 0.691999, acc.: 51.56%, KL div.: 0.346057] [G loss: 0.708231, KL div.: 0.708231, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7026 [D loss: 0.689128, acc.: 53.91%, KL div.: 0.340723] [G loss: 0.704417, KL div.: 0.704417, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7027 [D loss: 0.692392, acc.: 51.95%, KL div.: 0.344230] [G loss: 0.696625, KL div.: 0.696625, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7028 [D loss: 0.694193, acc.: 51.17%, KL div.: 0.346788] [G loss: 0.708475, KL div.: 0.708475, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7029 [D loss: 0.688283, acc.: 55.86%, KL div.: 0.343077] [G loss: 0.712327, KL div.: 0.712327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7030 [D loss: 0.693833, acc.: 49.22%, KL div.: 0.344410] [G loss: 0.703845, KL div.: 0.703845, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7031 [D loss: 0.693764, acc.: 51.17%, KL div.: 0.346924] [G loss: 0.701361, KL div.: 0.701361, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7032 [D loss: 0.696656, acc.: 50.78%, KL div.: 0.346251] [G loss: 0.703428, KL div.: 0.703428, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7033 [D loss: 0.692751, acc.: 49.61%, KL div.: 0.349101] [G loss: 0.705876, KL div.: 0.705876, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7034 [D loss: 0.693654, acc.: 49.22%, KL div.: 0.346315] [G loss: 0.700260, KL div.: 0.700260, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7035 [D loss: 0.695898, acc.: 46.09%, KL div.: 0.349481] [G loss: 0.702486, KL div.: 0.702486, FID: 0.000000]
4/4 [==============================] - 0s 17ms/step
7036 [D loss: 0.695001, acc.: 51.17%, KL div.: 0.348203] [G loss: 0.704951, KL div.: 0.704951, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7037 [D loss: 0.692746, acc.: 50.39%, KL div.: 0.346678] [G loss: 0.704367, KL div.: 0.704367, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7038 [D loss: 0.692250, acc.: 50.39%, KL div.: 0.347454] [G loss: 0.704676, KL div.: 0.704676, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7039 [D loss: 0.687393, acc.: 53.52%, KL div.: 0.345177] [G loss: 0.706074, KL div.: 0.706074, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
7040 [D loss: 0.691269, acc.: 54.30%, KL div.: 0.342542] [G loss: 0.706476, KL div.: 0.706476, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7041 [D loss: 0.692419, acc.: 44.53%, KL div.: 0.342284] [G loss: 0.701945, KL div.: 0.701945, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7042 [D loss: 0.696268, acc.: 48.05%, KL div.: 0.344605] [G loss: 0.699523, KL div.: 0.699523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7043 [D loss: 0.693174, acc.: 51.56%, KL div.: 0.342567] [G loss: 0.698611, KL div.: 0.698611, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7044 [D loss: 0.694376, acc.: 51.95%, KL div.: 0.344974] [G loss: 0.711070, KL div.: 0.711070, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7045 [D loss: 0.691588, acc.: 50.00%, KL div.: 0.346790] [G loss: 0.717938, KL div.: 0.717938, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7046 [D loss: 0.689726, acc.: 53.91%, KL div.: 0.344181] [G loss: 0.710113, KL div.: 0.710113, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7047 [D loss: 0.691796, acc.: 55.08%, KL div.: 0.346640] [G loss: 0.705075, KL div.: 0.705075, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7048 [D loss: 0.693338, acc.: 54.69%, KL div.: 0.347697] [G loss: 0.707938, KL div.: 0.707938, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7049 [D loss: 0.693671, acc.: 50.39%, KL div.: 0.346780] [G loss: 0.707256, KL div.: 0.707256, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7050 [D loss: 0.688895, acc.: 55.47%, KL div.: 0.343178] [G loss: 0.705551, KL div.: 0.705551, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7051 [D loss: 0.691436, acc.: 51.56%, KL div.: 0.347008] [G loss: 0.712047, KL div.: 0.712047, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7052 [D loss: 0.691942, acc.: 53.91%, KL div.: 0.349130] [G loss: 0.707270, KL div.: 0.707270, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7053 [D loss: 0.684180, acc.: 60.16%, KL div.: 0.340257] [G loss: 0.699803, KL div.: 0.699803, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7054 [D loss: 0.690187, acc.: 50.00%, KL div.: 0.342559] [G loss: 0.707549, KL div.: 0.707549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7055 [D loss: 0.695376, acc.: 46.88%, KL div.: 0.345193] [G loss: 0.696611, KL div.: 0.696611, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7056 [D loss: 0.696740, acc.: 50.00%, KL div.: 0.349891] [G loss: 0.710141, KL div.: 0.710141, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7057 [D loss: 0.690354, acc.: 53.91%, KL div.: 0.346382] [G loss: 0.716054, KL div.: 0.716054, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7058 [D loss: 0.690013, acc.: 52.73%, KL div.: 0.347076] [G loss: 0.717183, KL div.: 0.717183, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7059 [D loss: 0.692782, acc.: 54.30%, KL div.: 0.347703] [G loss: 0.714625, KL div.: 0.714625, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7060 [D loss: 0.691430, acc.: 51.95%, KL div.: 0.348446] [G loss: 0.706661, KL div.: 0.706661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7061 [D loss: 0.696959, acc.: 48.83%, KL div.: 0.350230] [G loss: 0.707567, KL div.: 0.707567, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7062 [D loss: 0.689817, acc.: 55.86%, KL div.: 0.343232] [G loss: 0.709593, KL div.: 0.709593, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
7063 [D loss: 0.691027, acc.: 51.17%, KL div.: 0.345434] [G loss: 0.707926, KL div.: 0.707926, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7064 [D loss: 0.694211, acc.: 51.56%, KL div.: 0.343961] [G loss: 0.703603, KL div.: 0.703603, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7065 [D loss: 0.692407, acc.: 48.83%, KL div.: 0.343368] [G loss: 0.702863, KL div.: 0.702863, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
7066 [D loss: 0.687232, acc.: 59.77%, KL div.: 0.342851] [G loss: 0.700262, KL div.: 0.700262, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
7067 [D loss: 0.695772, acc.: 48.83%, KL div.: 0.345442] [G loss: 0.708558, KL div.: 0.708558, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
7068 [D loss: 0.695444, acc.: 47.27%, KL div.: 0.347473] [G loss: 0.709443, KL div.: 0.709443, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7069 [D loss: 0.694045, acc.: 47.66%, KL div.: 0.348718] [G loss: 0.710842, KL div.: 0.710842, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7070 [D loss: 0.690324, acc.: 53.52%, KL div.: 0.345272] [G loss: 0.709025, KL div.: 0.709025, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7071 [D loss: 0.690937, acc.: 51.95%, KL div.: 0.346856] [G loss: 0.711872, KL div.: 0.711872, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7072 [D loss: 0.693443, acc.: 51.17%, KL div.: 0.348006] [G loss: 0.703853, KL div.: 0.703853, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7073 [D loss: 0.693634, acc.: 51.56%, KL div.: 0.350233] [G loss: 0.716090, KL div.: 0.716090, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7074 [D loss: 0.702015, acc.: 43.36%, KL div.: 0.351482] [G loss: 0.708484, KL div.: 0.708484, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7075 [D loss: 0.694268, acc.: 49.61%, KL div.: 0.347257] [G loss: 0.712925, KL div.: 0.712925, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
7076 [D loss: 0.691335, acc.: 53.91%, KL div.: 0.342883] [G loss: 0.703741, KL div.: 0.703741, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7077 [D loss: 0.688183, acc.: 54.30%, KL div.: 0.341047] [G loss: 0.704640, KL div.: 0.704640, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7078 [D loss: 0.688326, acc.: 55.47%, KL div.: 0.339693] [G loss: 0.702303, KL div.: 0.702303, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
7079 [D loss: 0.690297, acc.: 57.03%, KL div.: 0.342407] [G loss: 0.707273, KL div.: 0.707273, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7080 [D loss: 0.690035, acc.: 52.73%, KL div.: 0.343730] [G loss: 0.708723, KL div.: 0.708723, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7081 [D loss: 0.694966, acc.: 48.83%, KL div.: 0.345672] [G loss: 0.710931, KL div.: 0.710931, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7082 [D loss: 0.690282, acc.: 52.73%, KL div.: 0.347417] [G loss: 0.712054, KL div.: 0.712054, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7083 [D loss: 0.690234, acc.: 49.61%, KL div.: 0.345033] [G loss: 0.707974, KL div.: 0.707974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7084 [D loss: 0.691339, acc.: 50.78%, KL div.: 0.346020] [G loss: 0.709897, KL div.: 0.709897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7085 [D loss: 0.694727, acc.: 47.66%, KL div.: 0.349436] [G loss: 0.706807, KL div.: 0.706807, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7086 [D loss: 0.694664, acc.: 51.95%, KL div.: 0.349195] [G loss: 0.713297, KL div.: 0.713297, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7087 [D loss: 0.689451, acc.: 58.98%, KL div.: 0.344088] [G loss: 0.703432, KL div.: 0.703432, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7088 [D loss: 0.693948, acc.: 50.39%, KL div.: 0.344907] [G loss: 0.707795, KL div.: 0.707795, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7089 [D loss: 0.690587, acc.: 51.56%, KL div.: 0.342639] [G loss: 0.704423, KL div.: 0.704423, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7090 [D loss: 0.692322, acc.: 50.78%, KL div.: 0.346657] [G loss: 0.710956, KL div.: 0.710955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7091 [D loss: 0.695515, acc.: 47.66%, KL div.: 0.346263] [G loss: 0.712384, KL div.: 0.712384, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7092 [D loss: 0.693878, acc.: 52.73%, KL div.: 0.346826] [G loss: 0.705181, KL div.: 0.705181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7093 [D loss: 0.690703, acc.: 52.73%, KL div.: 0.346292] [G loss: 0.710402, KL div.: 0.710402, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7094 [D loss: 0.692399, acc.: 46.48%, KL div.: 0.345720] [G loss: 0.706861, KL div.: 0.706861, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7095 [D loss: 0.691127, acc.: 45.70%, KL div.: 0.347730] [G loss: 0.716644, KL div.: 0.716644, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7096 [D loss: 0.686442, acc.: 53.91%, KL div.: 0.343689] [G loss: 0.709339, KL div.: 0.709339, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7097 [D loss: 0.690862, acc.: 52.73%, KL div.: 0.346384] [G loss: 0.711802, KL div.: 0.711802, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7098 [D loss: 0.698062, acc.: 48.05%, KL div.: 0.348812] [G loss: 0.708031, KL div.: 0.708031, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7099 [D loss: 0.694508, acc.: 51.17%, KL div.: 0.345736] [G loss: 0.709680, KL div.: 0.709680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 2s 102ms/step
4/4 [==============================] - 0s 32ms/step
7100 [D loss: 0.688757, acc.: 53.12%, KL div.: 0.343580] [G loss: 0.705023, KL div.: 0.705023, FID: 39.351148]
1/1 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 74ms/step
7101 [D loss: 0.692262, acc.: 53.12%, KL div.: 0.343441] [G loss: 0.703037, KL div.: 0.703037, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7102 [D loss: 0.694552, acc.: 48.44%, KL div.: 0.346194] [G loss: 0.705466, KL div.: 0.705466, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7103 [D loss: 0.697695, acc.: 45.70%, KL div.: 0.346671] [G loss: 0.696621, KL div.: 0.696621, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7104 [D loss: 0.693946, acc.: 51.17%, KL div.: 0.342288] [G loss: 0.711614, KL div.: 0.711614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7105 [D loss: 0.690547, acc.: 52.73%, KL div.: 0.345725] [G loss: 0.711471, KL div.: 0.711471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7106 [D loss: 0.685269, acc.: 58.59%, KL div.: 0.346600] [G loss: 0.727031, KL div.: 0.727031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7107 [D loss: 0.690170, acc.: 53.52%, KL div.: 0.346030] [G loss: 0.713948, KL div.: 0.713948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7108 [D loss: 0.690406, acc.: 53.12%, KL div.: 0.346892] [G loss: 0.703756, KL div.: 0.703756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7109 [D loss: 0.696522, acc.: 49.61%, KL div.: 0.350487] [G loss: 0.701037, KL div.: 0.701037, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7110 [D loss: 0.693534, acc.: 53.91%, KL div.: 0.348899] [G loss: 0.702457, KL div.: 0.702457, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7111 [D loss: 0.691541, acc.: 54.30%, KL div.: 0.347216] [G loss: 0.707486, KL div.: 0.707486, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7112 [D loss: 0.690563, acc.: 53.52%, KL div.: 0.343511] [G loss: 0.706366, KL div.: 0.706366, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7113 [D loss: 0.691365, acc.: 50.78%, KL div.: 0.343575] [G loss: 0.700002, KL div.: 0.700002, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7114 [D loss: 0.694389, acc.: 50.39%, KL div.: 0.344360] [G loss: 0.699761, KL div.: 0.699761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7115 [D loss: 0.691562, acc.: 53.12%, KL div.: 0.338169] [G loss: 0.689131, KL div.: 0.689131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7116 [D loss: 0.690559, acc.: 53.52%, KL div.: 0.340711] [G loss: 0.704764, KL div.: 0.704764, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7117 [D loss: 0.696954, acc.: 46.09%, KL div.: 0.346965] [G loss: 0.707709, KL div.: 0.707709, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7118 [D loss: 0.690060, acc.: 54.30%, KL div.: 0.346723] [G loss: 0.715142, KL div.: 0.715142, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7119 [D loss: 0.686612, acc.: 57.81%, KL div.: 0.344187] [G loss: 0.708689, KL div.: 0.708689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7120 [D loss: 0.691860, acc.: 50.39%, KL div.: 0.348056] [G loss: 0.711098, KL div.: 0.711098, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7121 [D loss: 0.692263, acc.: 53.12%, KL div.: 0.346217] [G loss: 0.701967, KL div.: 0.701967, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7122 [D loss: 0.692755, acc.: 51.95%, KL div.: 0.348383] [G loss: 0.705976, KL div.: 0.705976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7123 [D loss: 0.687729, acc.: 53.91%, KL div.: 0.344863] [G loss: 0.713360, KL div.: 0.713360, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7124 [D loss: 0.690448, acc.: 53.91%, KL div.: 0.343393] [G loss: 0.695322, KL div.: 0.695322, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7125 [D loss: 0.689186, acc.: 56.25%, KL div.: 0.341393] [G loss: 0.706189, KL div.: 0.706189, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7126 [D loss: 0.690229, acc.: 55.08%, KL div.: 0.341286] [G loss: 0.694786, KL div.: 0.694786, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7127 [D loss: 0.688500, acc.: 56.25%, KL div.: 0.340450] [G loss: 0.702651, KL div.: 0.702651, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7128 [D loss: 0.689955, acc.: 55.47%, KL div.: 0.341231] [G loss: 0.702246, KL div.: 0.702246, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7129 [D loss: 0.690658, acc.: 52.34%, KL div.: 0.340630] [G loss: 0.693095, KL div.: 0.693095, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7130 [D loss: 0.688160, acc.: 54.30%, KL div.: 0.341363] [G loss: 0.706678, KL div.: 0.706678, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7131 [D loss: 0.693327, acc.: 51.95%, KL div.: 0.347172] [G loss: 0.714651, KL div.: 0.714651, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7132 [D loss: 0.691165, acc.: 54.30%, KL div.: 0.347204] [G loss: 0.710639, KL div.: 0.710639, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7133 [D loss: 0.691348, acc.: 50.00%, KL div.: 0.345138] [G loss: 0.709086, KL div.: 0.709086, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7134 [D loss: 0.692677, acc.: 49.61%, KL div.: 0.347219] [G loss: 0.705419, KL div.: 0.705419, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7135 [D loss: 0.694435, acc.: 48.83%, KL div.: 0.346807] [G loss: 0.703938, KL div.: 0.703938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7136 [D loss: 0.694205, acc.: 48.05%, KL div.: 0.348188] [G loss: 0.710880, KL div.: 0.710880, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7137 [D loss: 0.690223, acc.: 55.08%, KL div.: 0.344588] [G loss: 0.705613, KL div.: 0.705613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7138 [D loss: 0.690070, acc.: 51.95%, KL div.: 0.342373] [G loss: 0.699270, KL div.: 0.699270, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7139 [D loss: 0.692594, acc.: 51.56%, KL div.: 0.343217] [G loss: 0.696237, KL div.: 0.696237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7140 [D loss: 0.692246, acc.: 50.00%, KL div.: 0.341223] [G loss: 0.701203, KL div.: 0.701203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7141 [D loss: 0.691932, acc.: 53.91%, KL div.: 0.344267] [G loss: 0.698491, KL div.: 0.698491, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7142 [D loss: 0.694956, acc.: 49.61%, KL div.: 0.346637] [G loss: 0.703857, KL div.: 0.703857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7143 [D loss: 0.694322, acc.: 46.88%, KL div.: 0.343270] [G loss: 0.711774, KL div.: 0.711774, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7144 [D loss: 0.690528, acc.: 55.86%, KL div.: 0.347910] [G loss: 0.714443, KL div.: 0.714443, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7145 [D loss: 0.689098, acc.: 50.78%, KL div.: 0.345880] [G loss: 0.709789, KL div.: 0.709789, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7146 [D loss: 0.691126, acc.: 53.12%, KL div.: 0.344823] [G loss: 0.714523, KL div.: 0.714523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7147 [D loss: 0.690891, acc.: 52.34%, KL div.: 0.345595] [G loss: 0.706433, KL div.: 0.706433, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7148 [D loss: 0.691007, acc.: 51.56%, KL div.: 0.348009] [G loss: 0.704796, KL div.: 0.704796, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7149 [D loss: 0.694118, acc.: 49.61%, KL div.: 0.348679] [G loss: 0.706531, KL div.: 0.706531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7150 [D loss: 0.687856, acc.: 55.86%, KL div.: 0.342428] [G loss: 0.698192, KL div.: 0.698192, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7151 [D loss: 0.687981, acc.: 56.25%, KL div.: 0.339078] [G loss: 0.699235, KL div.: 0.699235, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7152 [D loss: 0.688510, acc.: 57.03%, KL div.: 0.341317] [G loss: 0.701899, KL div.: 0.701899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7153 [D loss: 0.692609, acc.: 50.78%, KL div.: 0.344567] [G loss: 0.697035, KL div.: 0.697035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7154 [D loss: 0.686926, acc.: 54.69%, KL div.: 0.341840] [G loss: 0.705805, KL div.: 0.705805, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7155 [D loss: 0.696412, acc.: 47.27%, KL div.: 0.343072] [G loss: 0.698009, KL div.: 0.698009, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7156 [D loss: 0.692385, acc.: 53.12%, KL div.: 0.343400] [G loss: 0.699688, KL div.: 0.699688, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7157 [D loss: 0.697929, acc.: 46.88%, KL div.: 0.347585] [G loss: 0.705287, KL div.: 0.705287, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7158 [D loss: 0.691930, acc.: 51.95%, KL div.: 0.343670] [G loss: 0.705189, KL div.: 0.705189, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7159 [D loss: 0.689808, acc.: 53.52%, KL div.: 0.348836] [G loss: 0.716874, KL div.: 0.716874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7160 [D loss: 0.691889, acc.: 52.34%, KL div.: 0.348685] [G loss: 0.710196, KL div.: 0.710196, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7161 [D loss: 0.692069, acc.: 47.66%, KL div.: 0.348329] [G loss: 0.712425, KL div.: 0.712425, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7162 [D loss: 0.695554, acc.: 44.53%, KL div.: 0.348978] [G loss: 0.706769, KL div.: 0.706769, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7163 [D loss: 0.691022, acc.: 52.73%, KL div.: 0.345793] [G loss: 0.708642, KL div.: 0.708642, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7164 [D loss: 0.694078, acc.: 47.27%, KL div.: 0.348126] [G loss: 0.704331, KL div.: 0.704331, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7165 [D loss: 0.690925, acc.: 55.47%, KL div.: 0.340816] [G loss: 0.703303, KL div.: 0.703303, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7166 [D loss: 0.693813, acc.: 53.12%, KL div.: 0.346214] [G loss: 0.704614, KL div.: 0.704614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7167 [D loss: 0.690951, acc.: 54.69%, KL div.: 0.346055] [G loss: 0.702550, KL div.: 0.702550, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7168 [D loss: 0.693175, acc.: 51.17%, KL div.: 0.341696] [G loss: 0.694889, KL div.: 0.694889, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7169 [D loss: 0.690880, acc.: 49.61%, KL div.: 0.344827] [G loss: 0.702594, KL div.: 0.702594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7170 [D loss: 0.692243, acc.: 52.73%, KL div.: 0.342923] [G loss: 0.699883, KL div.: 0.699883, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7171 [D loss: 0.694192, acc.: 52.34%, KL div.: 0.344663] [G loss: 0.702660, KL div.: 0.702660, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7172 [D loss: 0.694454, acc.: 48.83%, KL div.: 0.346282] [G loss: 0.700179, KL div.: 0.700179, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7173 [D loss: 0.689420, acc.: 49.22%, KL div.: 0.345626] [G loss: 0.716804, KL div.: 0.716804, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7174 [D loss: 0.688905, acc.: 55.08%, KL div.: 0.342808] [G loss: 0.711066, KL div.: 0.711066, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7175 [D loss: 0.691078, acc.: 51.17%, KL div.: 0.345550] [G loss: 0.711125, KL div.: 0.711125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7176 [D loss: 0.694670, acc.: 47.66%, KL div.: 0.348828] [G loss: 0.706446, KL div.: 0.706447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7177 [D loss: 0.692344, acc.: 53.91%, KL div.: 0.349483] [G loss: 0.711820, KL div.: 0.711820, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7178 [D loss: 0.689845, acc.: 54.30%, KL div.: 0.346832] [G loss: 0.712282, KL div.: 0.712282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7179 [D loss: 0.692443, acc.: 50.78%, KL div.: 0.343335] [G loss: 0.707617, KL div.: 0.707617, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7180 [D loss: 0.690960, acc.: 49.22%, KL div.: 0.345980] [G loss: 0.699993, KL div.: 0.699993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7181 [D loss: 0.687889, acc.: 57.81%, KL div.: 0.343398] [G loss: 0.703642, KL div.: 0.703642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7182 [D loss: 0.691519, acc.: 54.69%, KL div.: 0.343284] [G loss: 0.705998, KL div.: 0.705998, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7183 [D loss: 0.693007, acc.: 47.66%, KL div.: 0.348074] [G loss: 0.707640, KL div.: 0.707640, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7184 [D loss: 0.692259, acc.: 47.27%, KL div.: 0.346468] [G loss: 0.717629, KL div.: 0.717629, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7185 [D loss: 0.692037, acc.: 51.56%, KL div.: 0.348301] [G loss: 0.718460, KL div.: 0.718460, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7186 [D loss: 0.693427, acc.: 48.83%, KL div.: 0.348754] [G loss: 0.707520, KL div.: 0.707521, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7187 [D loss: 0.691522, acc.: 52.73%, KL div.: 0.346482] [G loss: 0.708166, KL div.: 0.708166, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7188 [D loss: 0.691762, acc.: 52.34%, KL div.: 0.348439] [G loss: 0.707950, KL div.: 0.707950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7189 [D loss: 0.688815, acc.: 51.17%, KL div.: 0.345407] [G loss: 0.706075, KL div.: 0.706075, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7190 [D loss: 0.689493, acc.: 58.20%, KL div.: 0.343568] [G loss: 0.699550, KL div.: 0.699550, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7191 [D loss: 0.695231, acc.: 49.61%, KL div.: 0.346138] [G loss: 0.707552, KL div.: 0.707552, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7192 [D loss: 0.692179, acc.: 54.69%, KL div.: 0.345864] [G loss: 0.704148, KL div.: 0.704148, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7193 [D loss: 0.689876, acc.: 53.52%, KL div.: 0.345535] [G loss: 0.714130, KL div.: 0.714130, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7194 [D loss: 0.693802, acc.: 51.56%, KL div.: 0.346253] [G loss: 0.707830, KL div.: 0.707830, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7195 [D loss: 0.690343, acc.: 51.56%, KL div.: 0.346804] [G loss: 0.708040, KL div.: 0.708040, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7196 [D loss: 0.691460, acc.: 51.95%, KL div.: 0.345785] [G loss: 0.706450, KL div.: 0.706450, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7197 [D loss: 0.689487, acc.: 53.52%, KL div.: 0.346124] [G loss: 0.707277, KL div.: 0.707277, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7198 [D loss: 0.689878, acc.: 54.69%, KL div.: 0.344661] [G loss: 0.706035, KL div.: 0.706035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7199 [D loss: 0.695529, acc.: 50.00%, KL div.: 0.348583] [G loss: 0.703200, KL div.: 0.703200, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 64ms/step
4/4 [==============================] - 0s 21ms/step
7200 [D loss: 0.690020, acc.: 51.17%, KL div.: 0.347176] [G loss: 0.707041, KL div.: 0.707041, FID: 38.234296]
1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 70ms/step
7201 [D loss: 0.694620, acc.: 51.56%, KL div.: 0.347599] [G loss: 0.705542, KL div.: 0.705542, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7202 [D loss: 0.691453, acc.: 50.78%, KL div.: 0.343527] [G loss: 0.703414, KL div.: 0.703414, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7203 [D loss: 0.690286, acc.: 51.56%, KL div.: 0.345126] [G loss: 0.717418, KL div.: 0.717418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7204 [D loss: 0.691720, acc.: 52.73%, KL div.: 0.346261] [G loss: 0.714146, KL div.: 0.714146, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7205 [D loss: 0.693769, acc.: 50.00%, KL div.: 0.348620] [G loss: 0.715735, KL div.: 0.715735, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7206 [D loss: 0.693508, acc.: 52.34%, KL div.: 0.349182] [G loss: 0.706929, KL div.: 0.706929, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7207 [D loss: 0.694180, acc.: 52.34%, KL div.: 0.345992] [G loss: 0.710723, KL div.: 0.710723, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7208 [D loss: 0.695612, acc.: 48.44%, KL div.: 0.347569] [G loss: 0.713066, KL div.: 0.713066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7209 [D loss: 0.688265, acc.: 52.34%, KL div.: 0.346234] [G loss: 0.708342, KL div.: 0.708342, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7210 [D loss: 0.700184, acc.: 42.19%, KL div.: 0.350128] [G loss: 0.707431, KL div.: 0.707431, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7211 [D loss: 0.690215, acc.: 55.47%, KL div.: 0.343852] [G loss: 0.706717, KL div.: 0.706717, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7212 [D loss: 0.687200, acc.: 55.47%, KL div.: 0.343109] [G loss: 0.706584, KL div.: 0.706584, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7213 [D loss: 0.690968, acc.: 53.91%, KL div.: 0.344333] [G loss: 0.697920, KL div.: 0.697920, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7214 [D loss: 0.694063, acc.: 48.44%, KL div.: 0.344821] [G loss: 0.705330, KL div.: 0.705330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7215 [D loss: 0.694959, acc.: 46.48%, KL div.: 0.345281] [G loss: 0.706888, KL div.: 0.706888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7216 [D loss: 0.692499, acc.: 52.34%, KL div.: 0.345994] [G loss: 0.708661, KL div.: 0.708661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7217 [D loss: 0.695939, acc.: 46.88%, KL div.: 0.348758] [G loss: 0.712819, KL div.: 0.712819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7218 [D loss: 0.684067, acc.: 57.81%, KL div.: 0.342679] [G loss: 0.713769, KL div.: 0.713769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7219 [D loss: 0.686067, acc.: 56.25%, KL div.: 0.346291] [G loss: 0.718351, KL div.: 0.718351, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
7220 [D loss: 0.693317, acc.: 51.17%, KL div.: 0.347739] [G loss: 0.713450, KL div.: 0.713450, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7221 [D loss: 0.691317, acc.: 55.47%, KL div.: 0.345740] [G loss: 0.702829, KL div.: 0.702829, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7222 [D loss: 0.694870, acc.: 45.31%, KL div.: 0.347038] [G loss: 0.700410, KL div.: 0.700410, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7223 [D loss: 0.694957, acc.: 53.12%, KL div.: 0.345951] [G loss: 0.705099, KL div.: 0.705099, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7224 [D loss: 0.687951, acc.: 54.69%, KL div.: 0.339189] [G loss: 0.707173, KL div.: 0.707173, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7225 [D loss: 0.692169, acc.: 48.83%, KL div.: 0.345139] [G loss: 0.705118, KL div.: 0.705118, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7226 [D loss: 0.692777, acc.: 51.95%, KL div.: 0.342486] [G loss: 0.696374, KL div.: 0.696374, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7227 [D loss: 0.691289, acc.: 49.61%, KL div.: 0.343323] [G loss: 0.700670, KL div.: 0.700670, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7228 [D loss: 0.694858, acc.: 50.00%, KL div.: 0.343011] [G loss: 0.703256, KL div.: 0.703256, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7229 [D loss: 0.689252, acc.: 52.73%, KL div.: 0.342785] [G loss: 0.708581, KL div.: 0.708581, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7230 [D loss: 0.692200, acc.: 52.73%, KL div.: 0.344789] [G loss: 0.712120, KL div.: 0.712120, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7231 [D loss: 0.689928, acc.: 54.69%, KL div.: 0.347332] [G loss: 0.722177, KL div.: 0.722177, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7232 [D loss: 0.687526, acc.: 60.16%, KL div.: 0.343783] [G loss: 0.713051, KL div.: 0.713051, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7233 [D loss: 0.694189, acc.: 50.78%, KL div.: 0.349114] [G loss: 0.709806, KL div.: 0.709806, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7234 [D loss: 0.694940, acc.: 48.83%, KL div.: 0.349142] [G loss: 0.706421, KL div.: 0.706421, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7235 [D loss: 0.690021, acc.: 53.52%, KL div.: 0.340494] [G loss: 0.700806, KL div.: 0.700806, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7236 [D loss: 0.689177, acc.: 57.03%, KL div.: 0.342768] [G loss: 0.708280, KL div.: 0.708280, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7237 [D loss: 0.695263, acc.: 46.48%, KL div.: 0.344356] [G loss: 0.698059, KL div.: 0.698059, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7238 [D loss: 0.693597, acc.: 48.83%, KL div.: 0.345275] [G loss: 0.708976, KL div.: 0.708976, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7239 [D loss: 0.692689, acc.: 50.78%, KL div.: 0.344186] [G loss: 0.696270, KL div.: 0.696270, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7240 [D loss: 0.694095, acc.: 48.44%, KL div.: 0.344865] [G loss: 0.708279, KL div.: 0.708279, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7241 [D loss: 0.691481, acc.: 53.52%, KL div.: 0.343614] [G loss: 0.700429, KL div.: 0.700429, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7242 [D loss: 0.695958, acc.: 50.39%, KL div.: 0.345752] [G loss: 0.705592, KL div.: 0.705592, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7243 [D loss: 0.689280, acc.: 54.69%, KL div.: 0.344261] [G loss: 0.710299, KL div.: 0.710299, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7244 [D loss: 0.690157, acc.: 53.12%, KL div.: 0.343941] [G loss: 0.710351, KL div.: 0.710351, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7245 [D loss: 0.686407, acc.: 57.42%, KL div.: 0.343464] [G loss: 0.715119, KL div.: 0.715119, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7246 [D loss: 0.693038, acc.: 53.52%, KL div.: 0.346592] [G loss: 0.705663, KL div.: 0.705663, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7247 [D loss: 0.695599, acc.: 51.17%, KL div.: 0.346714] [G loss: 0.698671, KL div.: 0.698671, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7248 [D loss: 0.688565, acc.: 57.42%, KL div.: 0.344578] [G loss: 0.708626, KL div.: 0.708626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7249 [D loss: 0.690306, acc.: 53.52%, KL div.: 0.345567] [G loss: 0.704702, KL div.: 0.704702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7250 [D loss: 0.695895, acc.: 46.09%, KL div.: 0.347452] [G loss: 0.706376, KL div.: 0.706376, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7251 [D loss: 0.691236, acc.: 55.86%, KL div.: 0.344572] [G loss: 0.709508, KL div.: 0.709508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7252 [D loss: 0.690476, acc.: 51.56%, KL div.: 0.341093] [G loss: 0.700017, KL div.: 0.700017, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7253 [D loss: 0.691575, acc.: 56.64%, KL div.: 0.343130] [G loss: 0.703349, KL div.: 0.703349, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7254 [D loss: 0.694444, acc.: 48.05%, KL div.: 0.346105] [G loss: 0.704988, KL div.: 0.704988, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7255 [D loss: 0.694760, acc.: 51.17%, KL div.: 0.345582] [G loss: 0.705600, KL div.: 0.705600, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7256 [D loss: 0.691565, acc.: 51.95%, KL div.: 0.346476] [G loss: 0.714331, KL div.: 0.714331, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7257 [D loss: 0.693355, acc.: 50.39%, KL div.: 0.347587] [G loss: 0.708496, KL div.: 0.708495, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7258 [D loss: 0.692874, acc.: 50.78%, KL div.: 0.348978] [G loss: 0.706533, KL div.: 0.706533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7259 [D loss: 0.693883, acc.: 52.34%, KL div.: 0.348181] [G loss: 0.706674, KL div.: 0.706674, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7260 [D loss: 0.695501, acc.: 46.09%, KL div.: 0.348412] [G loss: 0.709850, KL div.: 0.709850, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7261 [D loss: 0.689137, acc.: 51.56%, KL div.: 0.344407] [G loss: 0.706233, KL div.: 0.706233, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7262 [D loss: 0.688345, acc.: 55.08%, KL div.: 0.344277] [G loss: 0.706649, KL div.: 0.706649, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7263 [D loss: 0.691319, acc.: 50.39%, KL div.: 0.346191] [G loss: 0.700352, KL div.: 0.700352, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7264 [D loss: 0.690815, acc.: 52.73%, KL div.: 0.345263] [G loss: 0.704540, KL div.: 0.704540, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7265 [D loss: 0.693933, acc.: 50.78%, KL div.: 0.344678] [G loss: 0.706753, KL div.: 0.706753, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7266 [D loss: 0.689174, acc.: 54.69%, KL div.: 0.342317] [G loss: 0.705926, KL div.: 0.705926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7267 [D loss: 0.691922, acc.: 52.73%, KL div.: 0.348201] [G loss: 0.709310, KL div.: 0.709310, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7268 [D loss: 0.692334, acc.: 46.88%, KL div.: 0.346879] [G loss: 0.715069, KL div.: 0.715069, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7269 [D loss: 0.687396, acc.: 54.69%, KL div.: 0.345008] [G loss: 0.711870, KL div.: 0.711870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7270 [D loss: 0.690545, acc.: 53.12%, KL div.: 0.345547] [G loss: 0.708846, KL div.: 0.708846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7271 [D loss: 0.693673, acc.: 49.61%, KL div.: 0.346483] [G loss: 0.704438, KL div.: 0.704438, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7272 [D loss: 0.692946, acc.: 50.78%, KL div.: 0.349492] [G loss: 0.711331, KL div.: 0.711331, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7273 [D loss: 0.691733, acc.: 54.30%, KL div.: 0.345862] [G loss: 0.705712, KL div.: 0.705712, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7274 [D loss: 0.691229, acc.: 50.39%, KL div.: 0.343819] [G loss: 0.700921, KL div.: 0.700921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7275 [D loss: 0.696934, acc.: 47.66%, KL div.: 0.346458] [G loss: 0.704451, KL div.: 0.704451, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7276 [D loss: 0.691941, acc.: 53.91%, KL div.: 0.346802] [G loss: 0.703325, KL div.: 0.703325, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7277 [D loss: 0.689619, acc.: 53.52%, KL div.: 0.344357] [G loss: 0.709924, KL div.: 0.709924, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7278 [D loss: 0.690943, acc.: 53.52%, KL div.: 0.345394] [G loss: 0.710944, KL div.: 0.710944, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7279 [D loss: 0.691567, acc.: 53.52%, KL div.: 0.347099] [G loss: 0.708908, KL div.: 0.708908, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7280 [D loss: 0.692457, acc.: 53.12%, KL div.: 0.347468] [G loss: 0.708702, KL div.: 0.708702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7281 [D loss: 0.692959, acc.: 50.00%, KL div.: 0.347630] [G loss: 0.705009, KL div.: 0.705009, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7282 [D loss: 0.687330, acc.: 60.94%, KL div.: 0.345754] [G loss: 0.710261, KL div.: 0.710261, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7283 [D loss: 0.690782, acc.: 55.47%, KL div.: 0.346266] [G loss: 0.709967, KL div.: 0.709967, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7284 [D loss: 0.692163, acc.: 51.56%, KL div.: 0.344828] [G loss: 0.704129, KL div.: 0.704129, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7285 [D loss: 0.689839, acc.: 50.39%, KL div.: 0.343050] [G loss: 0.701865, KL div.: 0.701865, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7286 [D loss: 0.694678, acc.: 49.22%, KL div.: 0.344150] [G loss: 0.700493, KL div.: 0.700493, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7287 [D loss: 0.692481, acc.: 53.12%, KL div.: 0.341194] [G loss: 0.694271, KL div.: 0.694271, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7288 [D loss: 0.689195, acc.: 56.64%, KL div.: 0.341483] [G loss: 0.710418, KL div.: 0.710418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7289 [D loss: 0.689526, acc.: 53.91%, KL div.: 0.343445] [G loss: 0.705460, KL div.: 0.705460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7290 [D loss: 0.693947, acc.: 48.83%, KL div.: 0.347264] [G loss: 0.709722, KL div.: 0.709722, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7291 [D loss: 0.689631, acc.: 54.30%, KL div.: 0.345044] [G loss: 0.713808, KL div.: 0.713808, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7292 [D loss: 0.692047, acc.: 50.78%, KL div.: 0.345022] [G loss: 0.700802, KL div.: 0.700802, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7293 [D loss: 0.695039, acc.: 48.05%, KL div.: 0.346801] [G loss: 0.705626, KL div.: 0.705626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7294 [D loss: 0.694811, acc.: 45.31%, KL div.: 0.348682] [G loss: 0.712515, KL div.: 0.712515, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7295 [D loss: 0.688151, acc.: 53.12%, KL div.: 0.343608] [G loss: 0.704276, KL div.: 0.704276, FID: 0.000000]
4/4 [==============================] - 0s 19ms/step
7296 [D loss: 0.694372, acc.: 47.27%, KL div.: 0.345005] [G loss: 0.702112, KL div.: 0.702112, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7297 [D loss: 0.690399, acc.: 52.34%, KL div.: 0.344324] [G loss: 0.699488, KL div.: 0.699488, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7298 [D loss: 0.692565, acc.: 52.73%, KL div.: 0.342363] [G loss: 0.703183, KL div.: 0.703183, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7299 [D loss: 0.694887, acc.: 49.22%, KL div.: 0.344232] [G loss: 0.707210, KL div.: 0.707210, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 3s 109ms/step
4/4 [==============================] - 0s 39ms/step
7300 [D loss: 0.696345, acc.: 44.92%, KL div.: 0.345570] [G loss: 0.705559, KL div.: 0.705559, FID: 31.541607]
1/1 [==============================] - 0s 39ms/step
4/4 [==============================] - 0s 71ms/step
7301 [D loss: 0.687951, acc.: 55.86%, KL div.: 0.344053] [G loss: 0.706739, KL div.: 0.706738, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7302 [D loss: 0.685684, acc.: 57.03%, KL div.: 0.341883] [G loss: 0.711070, KL div.: 0.711070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7303 [D loss: 0.695765, acc.: 52.34%, KL div.: 0.346166] [G loss: 0.708325, KL div.: 0.708325, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7304 [D loss: 0.690194, acc.: 53.12%, KL div.: 0.345016] [G loss: 0.708236, KL div.: 0.708236, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7305 [D loss: 0.695717, acc.: 46.48%, KL div.: 0.345277] [G loss: 0.705052, KL div.: 0.705052, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7306 [D loss: 0.693581, acc.: 49.61%, KL div.: 0.349924] [G loss: 0.709496, KL div.: 0.709496, FID: 0.000000]
4/4 [==============================] - 0s 19ms/step
7307 [D loss: 0.693375, acc.: 49.61%, KL div.: 0.346128] [G loss: 0.700929, KL div.: 0.700929, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7308 [D loss: 0.690532, acc.: 54.69%, KL div.: 0.345779] [G loss: 0.700691, KL div.: 0.700691, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7309 [D loss: 0.690714, acc.: 48.05%, KL div.: 0.344387] [G loss: 0.698209, KL div.: 0.698209, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7310 [D loss: 0.691724, acc.: 51.56%, KL div.: 0.343013] [G loss: 0.701966, KL div.: 0.701966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7311 [D loss: 0.699215, acc.: 44.14%, KL div.: 0.346338] [G loss: 0.701905, KL div.: 0.701905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7312 [D loss: 0.695769, acc.: 50.78%, KL div.: 0.344190] [G loss: 0.697649, KL div.: 0.697649, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7313 [D loss: 0.694928, acc.: 47.27%, KL div.: 0.342422] [G loss: 0.708491, KL div.: 0.708491, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7314 [D loss: 0.692038, acc.: 46.88%, KL div.: 0.342710] [G loss: 0.701258, KL div.: 0.701258, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7315 [D loss: 0.688026, acc.: 55.08%, KL div.: 0.346520] [G loss: 0.719883, KL div.: 0.719883, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7316 [D loss: 0.687953, acc.: 57.42%, KL div.: 0.345069] [G loss: 0.723686, KL div.: 0.723686, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7317 [D loss: 0.691500, acc.: 50.39%, KL div.: 0.348507] [G loss: 0.715480, KL div.: 0.715480, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7318 [D loss: 0.695874, acc.: 50.00%, KL div.: 0.349737] [G loss: 0.708114, KL div.: 0.708114, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7319 [D loss: 0.693781, acc.: 49.61%, KL div.: 0.347101] [G loss: 0.708516, KL div.: 0.708516, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7320 [D loss: 0.693049, acc.: 54.30%, KL div.: 0.345891] [G loss: 0.707653, KL div.: 0.707653, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7321 [D loss: 0.698741, acc.: 43.75%, KL div.: 0.351235] [G loss: 0.710521, KL div.: 0.710521, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7322 [D loss: 0.692048, acc.: 49.22%, KL div.: 0.345313] [G loss: 0.700629, KL div.: 0.700629, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7323 [D loss: 0.689592, acc.: 53.52%, KL div.: 0.341134] [G loss: 0.703175, KL div.: 0.703175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7324 [D loss: 0.688562, acc.: 54.69%, KL div.: 0.342268] [G loss: 0.705831, KL div.: 0.705831, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7325 [D loss: 0.693570, acc.: 45.31%, KL div.: 0.343609] [G loss: 0.690978, KL div.: 0.690978, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7326 [D loss: 0.691514, acc.: 53.91%, KL div.: 0.340687] [G loss: 0.686973, KL div.: 0.686973, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7327 [D loss: 0.694431, acc.: 51.17%, KL div.: 0.343898] [G loss: 0.702834, KL div.: 0.702834, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7328 [D loss: 0.693424, acc.: 51.17%, KL div.: 0.343716] [G loss: 0.706979, KL div.: 0.706979, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7329 [D loss: 0.690133, acc.: 51.56%, KL div.: 0.343392] [G loss: 0.710354, KL div.: 0.710354, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7330 [D loss: 0.692428, acc.: 53.91%, KL div.: 0.346391] [G loss: 0.706532, KL div.: 0.706532, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7331 [D loss: 0.695533, acc.: 49.61%, KL div.: 0.348603] [G loss: 0.708277, KL div.: 0.708277, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7332 [D loss: 0.688325, acc.: 54.69%, KL div.: 0.343931] [G loss: 0.701291, KL div.: 0.701291, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7333 [D loss: 0.692387, acc.: 50.00%, KL div.: 0.345963] [G loss: 0.694731, KL div.: 0.694731, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7334 [D loss: 0.688360, acc.: 55.86%, KL div.: 0.345029] [G loss: 0.704998, KL div.: 0.704998, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7335 [D loss: 0.696661, acc.: 47.27%, KL div.: 0.346933] [G loss: 0.702869, KL div.: 0.702869, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7336 [D loss: 0.688239, acc.: 55.47%, KL div.: 0.342314] [G loss: 0.694504, KL div.: 0.694504, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7337 [D loss: 0.691100, acc.: 55.08%, KL div.: 0.343370] [G loss: 0.702677, KL div.: 0.702677, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7338 [D loss: 0.688126, acc.: 55.47%, KL div.: 0.343184] [G loss: 0.707853, KL div.: 0.707853, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7339 [D loss: 0.695492, acc.: 47.27%, KL div.: 0.345996] [G loss: 0.693478, KL div.: 0.693478, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7340 [D loss: 0.691468, acc.: 50.00%, KL div.: 0.343830] [G loss: 0.700837, KL div.: 0.700837, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7341 [D loss: 0.689875, acc.: 55.08%, KL div.: 0.345086] [G loss: 0.699693, KL div.: 0.699693, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7342 [D loss: 0.692684, acc.: 53.91%, KL div.: 0.347828] [G loss: 0.708205, KL div.: 0.708205, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7343 [D loss: 0.691439, acc.: 49.22%, KL div.: 0.346193] [G loss: 0.716339, KL div.: 0.716339, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7344 [D loss: 0.688703, acc.: 54.30%, KL div.: 0.343778] [G loss: 0.710122, KL div.: 0.710122, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7345 [D loss: 0.690247, acc.: 53.12%, KL div.: 0.346697] [G loss: 0.710057, KL div.: 0.710057, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7346 [D loss: 0.690081, acc.: 53.91%, KL div.: 0.344102] [G loss: 0.702234, KL div.: 0.702234, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7347 [D loss: 0.695440, acc.: 47.27%, KL div.: 0.347380] [G loss: 0.704285, KL div.: 0.704285, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7348 [D loss: 0.693816, acc.: 51.17%, KL div.: 0.349220] [G loss: 0.713033, KL div.: 0.713033, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7349 [D loss: 0.691679, acc.: 51.56%, KL div.: 0.345568] [G loss: 0.702979, KL div.: 0.702979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7350 [D loss: 0.687753, acc.: 57.03%, KL div.: 0.342602] [G loss: 0.707980, KL div.: 0.707980, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7351 [D loss: 0.692904, acc.: 52.73%, KL div.: 0.343919] [G loss: 0.705567, KL div.: 0.705567, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7352 [D loss: 0.692170, acc.: 53.91%, KL div.: 0.344823] [G loss: 0.708389, KL div.: 0.708389, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7353 [D loss: 0.693569, acc.: 50.78%, KL div.: 0.344724] [G loss: 0.706278, KL div.: 0.706278, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7354 [D loss: 0.691044, acc.: 52.73%, KL div.: 0.344772] [G loss: 0.709172, KL div.: 0.709172, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7355 [D loss: 0.687315, acc.: 56.64%, KL div.: 0.346317] [G loss: 0.713905, KL div.: 0.713905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7356 [D loss: 0.688729, acc.: 55.86%, KL div.: 0.346164] [G loss: 0.712501, KL div.: 0.712501, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7357 [D loss: 0.688975, acc.: 51.95%, KL div.: 0.344189] [G loss: 0.715139, KL div.: 0.715139, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7358 [D loss: 0.689115, acc.: 53.12%, KL div.: 0.346238] [G loss: 0.713807, KL div.: 0.713807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7359 [D loss: 0.689485, acc.: 52.73%, KL div.: 0.345874] [G loss: 0.709406, KL div.: 0.709406, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7360 [D loss: 0.694199, acc.: 51.95%, KL div.: 0.348642] [G loss: 0.700344, KL div.: 0.700344, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7361 [D loss: 0.690739, acc.: 55.08%, KL div.: 0.345957] [G loss: 0.702520, KL div.: 0.702520, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7362 [D loss: 0.692363, acc.: 53.91%, KL div.: 0.345352] [G loss: 0.705988, KL div.: 0.705988, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
7363 [D loss: 0.695239, acc.: 48.44%, KL div.: 0.346761] [G loss: 0.706084, KL div.: 0.706084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7364 [D loss: 0.690350, acc.: 51.95%, KL div.: 0.342123] [G loss: 0.696773, KL div.: 0.696773, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7365 [D loss: 0.695337, acc.: 49.22%, KL div.: 0.343560] [G loss: 0.712339, KL div.: 0.712339, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
7366 [D loss: 0.695264, acc.: 45.31%, KL div.: 0.345639] [G loss: 0.701899, KL div.: 0.701899, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7367 [D loss: 0.693757, acc.: 51.56%, KL div.: 0.346018] [G loss: 0.717103, KL div.: 0.717103, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7368 [D loss: 0.693708, acc.: 49.61%, KL div.: 0.349092] [G loss: 0.711990, KL div.: 0.711990, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7369 [D loss: 0.687920, acc.: 53.52%, KL div.: 0.344532] [G loss: 0.712243, KL div.: 0.712243, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7370 [D loss: 0.686313, acc.: 58.20%, KL div.: 0.346155] [G loss: 0.709907, KL div.: 0.709907, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7371 [D loss: 0.692843, acc.: 52.34%, KL div.: 0.347788] [G loss: 0.706169, KL div.: 0.706169, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7372 [D loss: 0.688872, acc.: 55.08%, KL div.: 0.344676] [G loss: 0.705314, KL div.: 0.705314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7373 [D loss: 0.689733, acc.: 53.52%, KL div.: 0.346002] [G loss: 0.706193, KL div.: 0.706193, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7374 [D loss: 0.691727, acc.: 51.17%, KL div.: 0.345976] [G loss: 0.703880, KL div.: 0.703880, FID: 0.000000]
4/4 [==============================] - 0s 27ms/step
7375 [D loss: 0.693888, acc.: 55.47%, KL div.: 0.345257] [G loss: 0.697846, KL div.: 0.697846, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7376 [D loss: 0.692224, acc.: 51.95%, KL div.: 0.345665] [G loss: 0.694070, KL div.: 0.694070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7377 [D loss: 0.690362, acc.: 52.34%, KL div.: 0.342515] [G loss: 0.701427, KL div.: 0.701427, FID: 0.000000]
4/4 [==============================] - 0s 28ms/step
7378 [D loss: 0.693485, acc.: 48.05%, KL div.: 0.345715] [G loss: 0.697564, KL div.: 0.697564, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7379 [D loss: 0.687567, acc.: 60.16%, KL div.: 0.340612] [G loss: 0.706661, KL div.: 0.706661, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7380 [D loss: 0.692393, acc.: 51.95%, KL div.: 0.344252] [G loss: 0.716903, KL div.: 0.716903, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7381 [D loss: 0.688813, acc.: 56.25%, KL div.: 0.347292] [G loss: 0.721917, KL div.: 0.721917, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7382 [D loss: 0.689943, acc.: 56.25%, KL div.: 0.346367] [G loss: 0.716475, KL div.: 0.716475, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7383 [D loss: 0.693934, acc.: 51.95%, KL div.: 0.348124] [G loss: 0.708663, KL div.: 0.708663, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7384 [D loss: 0.691308, acc.: 53.12%, KL div.: 0.348351] [G loss: 0.712129, KL div.: 0.712129, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7385 [D loss: 0.695266, acc.: 49.61%, KL div.: 0.348067] [G loss: 0.706633, KL div.: 0.706633, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7386 [D loss: 0.691835, acc.: 52.73%, KL div.: 0.344065] [G loss: 0.700824, KL div.: 0.700824, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7387 [D loss: 0.689805, acc.: 50.39%, KL div.: 0.345943] [G loss: 0.704898, KL div.: 0.704898, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7388 [D loss: 0.695410, acc.: 49.61%, KL div.: 0.342420] [G loss: 0.699162, KL div.: 0.699162, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7389 [D loss: 0.687788, acc.: 58.20%, KL div.: 0.343696] [G loss: 0.700918, KL div.: 0.700918, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7390 [D loss: 0.695369, acc.: 47.66%, KL div.: 0.346675] [G loss: 0.709774, KL div.: 0.709774, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7391 [D loss: 0.692849, acc.: 50.39%, KL div.: 0.347413] [G loss: 0.704331, KL div.: 0.704331, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7392 [D loss: 0.693884, acc.: 48.83%, KL div.: 0.347482] [G loss: 0.705501, KL div.: 0.705501, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7393 [D loss: 0.692021, acc.: 51.95%, KL div.: 0.350659] [G loss: 0.713126, KL div.: 0.713126, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7394 [D loss: 0.689060, acc.: 53.12%, KL div.: 0.345909] [G loss: 0.710128, KL div.: 0.710128, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
7395 [D loss: 0.687702, acc.: 55.08%, KL div.: 0.343527] [G loss: 0.704772, KL div.: 0.704772, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7396 [D loss: 0.688819, acc.: 54.69%, KL div.: 0.347095] [G loss: 0.710305, KL div.: 0.710305, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7397 [D loss: 0.689789, acc.: 53.12%, KL div.: 0.344959] [G loss: 0.702825, KL div.: 0.702825, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
7398 [D loss: 0.693076, acc.: 49.61%, KL div.: 0.347900] [G loss: 0.702394, KL div.: 0.702394, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
7399 [D loss: 0.691242, acc.: 51.17%, KL div.: 0.344366] [G loss: 0.700958, KL div.: 0.700958, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 3s 111ms/step
4/4 [==============================] - 0s 26ms/step
7400 [D loss: 0.692291, acc.: 51.17%, KL div.: 0.345339] [G loss: 0.705523, KL div.: 0.705523, FID: 40.313368]
1/1 [==============================] - 0s 47ms/step
4/4 [==============================] - 0s 94ms/step
7401 [D loss: 0.691446, acc.: 54.69%, KL div.: 0.344490] [G loss: 0.711314, KL div.: 0.711314, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7402 [D loss: 0.694113, acc.: 45.31%, KL div.: 0.346791] [G loss: 0.711018, KL div.: 0.711018, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7403 [D loss: 0.693175, acc.: 52.34%, KL div.: 0.349464] [G loss: 0.717719, KL div.: 0.717719, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7404 [D loss: 0.688134, acc.: 53.91%, KL div.: 0.341882] [G loss: 0.705795, KL div.: 0.705795, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7405 [D loss: 0.696331, acc.: 49.61%, KL div.: 0.348840] [G loss: 0.711242, KL div.: 0.711242, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7406 [D loss: 0.688114, acc.: 58.98%, KL div.: 0.344821] [G loss: 0.706367, KL div.: 0.706367, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
7407 [D loss: 0.694128, acc.: 48.44%, KL div.: 0.345666] [G loss: 0.710072, KL div.: 0.710072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7408 [D loss: 0.691803, acc.: 51.17%, KL div.: 0.347706] [G loss: 0.711341, KL div.: 0.711340, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7409 [D loss: 0.692618, acc.: 51.56%, KL div.: 0.346915] [G loss: 0.703729, KL div.: 0.703729, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7410 [D loss: 0.688208, acc.: 55.08%, KL div.: 0.345786] [G loss: 0.696651, KL div.: 0.696651, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
7411 [D loss: 0.692709, acc.: 50.78%, KL div.: 0.346583] [G loss: 0.712002, KL div.: 0.712002, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7412 [D loss: 0.691639, acc.: 52.34%, KL div.: 0.347285] [G loss: 0.705767, KL div.: 0.705767, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7413 [D loss: 0.693475, acc.: 50.00%, KL div.: 0.347895] [G loss: 0.716917, KL div.: 0.716917, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7414 [D loss: 0.693457, acc.: 49.22%, KL div.: 0.345682] [G loss: 0.705262, KL div.: 0.705262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7415 [D loss: 0.693498, acc.: 48.83%, KL div.: 0.350257] [G loss: 0.710879, KL div.: 0.710879, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7416 [D loss: 0.689080, acc.: 55.86%, KL div.: 0.346982] [G loss: 0.707356, KL div.: 0.707356, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7417 [D loss: 0.693494, acc.: 51.17%, KL div.: 0.346709] [G loss: 0.705163, KL div.: 0.705163, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7418 [D loss: 0.695200, acc.: 52.34%, KL div.: 0.346778] [G loss: 0.712852, KL div.: 0.712852, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7419 [D loss: 0.696070, acc.: 50.00%, KL div.: 0.348770] [G loss: 0.706329, KL div.: 0.706329, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7420 [D loss: 0.686684, acc.: 58.98%, KL div.: 0.344776] [G loss: 0.701914, KL div.: 0.701914, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7421 [D loss: 0.690441, acc.: 55.86%, KL div.: 0.346005] [G loss: 0.712172, KL div.: 0.712172, FID: 0.000000]
4/4 [==============================] - 0s 25ms/step
7422 [D loss: 0.691471, acc.: 53.52%, KL div.: 0.347226] [G loss: 0.705685, KL div.: 0.705685, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7423 [D loss: 0.689243, acc.: 56.64%, KL div.: 0.344260] [G loss: 0.705554, KL div.: 0.705554, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7424 [D loss: 0.692413, acc.: 50.78%, KL div.: 0.345554] [G loss: 0.706853, KL div.: 0.706853, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7425 [D loss: 0.689747, acc.: 51.56%, KL div.: 0.344204] [G loss: 0.708853, KL div.: 0.708853, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7426 [D loss: 0.689634, acc.: 51.95%, KL div.: 0.345078] [G loss: 0.707715, KL div.: 0.707715, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7427 [D loss: 0.693704, acc.: 50.00%, KL div.: 0.347798] [G loss: 0.705966, KL div.: 0.705966, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7428 [D loss: 0.693132, acc.: 50.00%, KL div.: 0.346976] [G loss: 0.713339, KL div.: 0.713339, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7429 [D loss: 0.690067, acc.: 55.47%, KL div.: 0.344911] [G loss: 0.705994, KL div.: 0.705994, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7430 [D loss: 0.688730, acc.: 53.12%, KL div.: 0.345948] [G loss: 0.709623, KL div.: 0.709623, FID: 0.000000]
4/4 [==============================] - 0s 33ms/step
7431 [D loss: 0.691951, acc.: 51.56%, KL div.: 0.347326] [G loss: 0.700101, KL div.: 0.700101, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7432 [D loss: 0.691800, acc.: 53.12%, KL div.: 0.344978] [G loss: 0.706042, KL div.: 0.706042, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7433 [D loss: 0.692695, acc.: 52.34%, KL div.: 0.347057] [G loss: 0.711796, KL div.: 0.711796, FID: 0.000000]
4/4 [==============================] - 0s 17ms/step
7434 [D loss: 0.691388, acc.: 51.17%, KL div.: 0.345717] [G loss: 0.706887, KL div.: 0.706887, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7435 [D loss: 0.695653, acc.: 45.31%, KL div.: 0.347323] [G loss: 0.707505, KL div.: 0.707505, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7436 [D loss: 0.691931, acc.: 51.56%, KL div.: 0.344853] [G loss: 0.701542, KL div.: 0.701542, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
7437 [D loss: 0.690917, acc.: 52.73%, KL div.: 0.344209] [G loss: 0.707728, KL div.: 0.707728, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7438 [D loss: 0.690854, acc.: 52.34%, KL div.: 0.343146] [G loss: 0.703499, KL div.: 0.703499, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7439 [D loss: 0.693325, acc.: 52.73%, KL div.: 0.343642] [G loss: 0.702106, KL div.: 0.702106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7440 [D loss: 0.691237, acc.: 55.08%, KL div.: 0.346572] [G loss: 0.706074, KL div.: 0.706074, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7441 [D loss: 0.689152, acc.: 55.86%, KL div.: 0.345750] [G loss: 0.710099, KL div.: 0.710099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7442 [D loss: 0.687638, acc.: 52.73%, KL div.: 0.344694] [G loss: 0.714690, KL div.: 0.714690, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7443 [D loss: 0.691813, acc.: 50.78%, KL div.: 0.346408] [G loss: 0.709291, KL div.: 0.709291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7444 [D loss: 0.692875, acc.: 50.78%, KL div.: 0.347292] [G loss: 0.704111, KL div.: 0.704111, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7445 [D loss: 0.688343, acc.: 54.69%, KL div.: 0.346172] [G loss: 0.708882, KL div.: 0.708882, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7446 [D loss: 0.690361, acc.: 53.12%, KL div.: 0.344514] [G loss: 0.706268, KL div.: 0.706267, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7447 [D loss: 0.693038, acc.: 49.22%, KL div.: 0.342628] [G loss: 0.707202, KL div.: 0.707203, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7448 [D loss: 0.690900, acc.: 55.47%, KL div.: 0.342690] [G loss: 0.706836, KL div.: 0.706836, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7449 [D loss: 0.692176, acc.: 54.30%, KL div.: 0.346552] [G loss: 0.708340, KL div.: 0.708340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7450 [D loss: 0.692586, acc.: 51.95%, KL div.: 0.345069] [G loss: 0.700840, KL div.: 0.700840, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7451 [D loss: 0.697992, acc.: 51.17%, KL div.: 0.345628] [G loss: 0.695944, KL div.: 0.695944, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7452 [D loss: 0.695897, acc.: 48.83%, KL div.: 0.342736] [G loss: 0.702380, KL div.: 0.702380, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7453 [D loss: 0.690640, acc.: 53.52%, KL div.: 0.341388] [G loss: 0.703134, KL div.: 0.703134, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7454 [D loss: 0.690004, acc.: 55.08%, KL div.: 0.344146] [G loss: 0.711862, KL div.: 0.711862, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7455 [D loss: 0.693095, acc.: 54.69%, KL div.: 0.350108] [G loss: 0.720846, KL div.: 0.720846, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7456 [D loss: 0.694797, acc.: 50.00%, KL div.: 0.346485] [G loss: 0.711622, KL div.: 0.711622, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7457 [D loss: 0.692024, acc.: 49.22%, KL div.: 0.346899] [G loss: 0.700368, KL div.: 0.700368, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7458 [D loss: 0.696797, acc.: 48.83%, KL div.: 0.346591] [G loss: 0.703958, KL div.: 0.703958, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7459 [D loss: 0.694694, acc.: 51.95%, KL div.: 0.346950] [G loss: 0.703903, KL div.: 0.703903, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7460 [D loss: 0.693397, acc.: 51.17%, KL div.: 0.343666] [G loss: 0.703463, KL div.: 0.703463, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7461 [D loss: 0.686133, acc.: 56.64%, KL div.: 0.338811] [G loss: 0.709089, KL div.: 0.709089, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7462 [D loss: 0.691187, acc.: 54.30%, KL div.: 0.342046] [G loss: 0.701390, KL div.: 0.701390, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7463 [D loss: 0.694312, acc.: 50.78%, KL div.: 0.341527] [G loss: 0.697927, KL div.: 0.697927, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7464 [D loss: 0.695293, acc.: 46.48%, KL div.: 0.341875] [G loss: 0.698529, KL div.: 0.698529, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7465 [D loss: 0.687192, acc.: 57.03%, KL div.: 0.338162] [G loss: 0.706424, KL div.: 0.706424, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7466 [D loss: 0.689507, acc.: 53.91%, KL div.: 0.343389] [G loss: 0.710751, KL div.: 0.710751, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7467 [D loss: 0.690910, acc.: 53.52%, KL div.: 0.347889] [G loss: 0.715415, KL div.: 0.715415, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7468 [D loss: 0.693974, acc.: 48.44%, KL div.: 0.346479] [G loss: 0.711699, KL div.: 0.711699, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7469 [D loss: 0.695508, acc.: 49.61%, KL div.: 0.348219] [G loss: 0.708590, KL div.: 0.708590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7470 [D loss: 0.694970, acc.: 48.05%, KL div.: 0.350421] [G loss: 0.703187, KL div.: 0.703187, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7471 [D loss: 0.691238, acc.: 53.91%, KL div.: 0.345712] [G loss: 0.701929, KL div.: 0.701929, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7472 [D loss: 0.691077, acc.: 54.30%, KL div.: 0.346672] [G loss: 0.714264, KL div.: 0.714264, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7473 [D loss: 0.694696, acc.: 51.17%, KL div.: 0.348354] [G loss: 0.704913, KL div.: 0.704913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7474 [D loss: 0.691782, acc.: 50.39%, KL div.: 0.343823] [G loss: 0.700584, KL div.: 0.700584, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7475 [D loss: 0.689897, acc.: 53.91%, KL div.: 0.343194] [G loss: 0.708010, KL div.: 0.708010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7476 [D loss: 0.692448, acc.: 54.69%, KL div.: 0.343129] [G loss: 0.701342, KL div.: 0.701342, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7477 [D loss: 0.690677, acc.: 53.91%, KL div.: 0.343673] [G loss: 0.701452, KL div.: 0.701452, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7478 [D loss: 0.693189, acc.: 53.91%, KL div.: 0.343230] [G loss: 0.698222, KL div.: 0.698222, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7479 [D loss: 0.689465, acc.: 52.34%, KL div.: 0.340612] [G loss: 0.703718, KL div.: 0.703718, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7480 [D loss: 0.690813, acc.: 53.12%, KL div.: 0.345487] [G loss: 0.712922, KL div.: 0.712922, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7481 [D loss: 0.686655, acc.: 58.98%, KL div.: 0.343419] [G loss: 0.704528, KL div.: 0.704528, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7482 [D loss: 0.685981, acc.: 57.42%, KL div.: 0.344236] [G loss: 0.715705, KL div.: 0.715705, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7483 [D loss: 0.694347, acc.: 46.88%, KL div.: 0.345034] [G loss: 0.704102, KL div.: 0.704102, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7484 [D loss: 0.693209, acc.: 52.34%, KL div.: 0.347619] [G loss: 0.700946, KL div.: 0.700946, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7485 [D loss: 0.692321, acc.: 53.12%, KL div.: 0.345463] [G loss: 0.702856, KL div.: 0.702856, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7486 [D loss: 0.694185, acc.: 48.05%, KL div.: 0.344639] [G loss: 0.699891, KL div.: 0.699891, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7487 [D loss: 0.693714, acc.: 51.95%, KL div.: 0.341978] [G loss: 0.701579, KL div.: 0.701579, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7488 [D loss: 0.692341, acc.: 51.95%, KL div.: 0.343246] [G loss: 0.698692, KL div.: 0.698692, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7489 [D loss: 0.688214, acc.: 57.03%, KL div.: 0.341866] [G loss: 0.699612, KL div.: 0.699612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7490 [D loss: 0.691402, acc.: 53.12%, KL div.: 0.342056] [G loss: 0.694545, KL div.: 0.694545, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7491 [D loss: 0.693198, acc.: 50.00%, KL div.: 0.345469] [G loss: 0.706322, KL div.: 0.706322, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7492 [D loss: 0.687346, acc.: 58.20%, KL div.: 0.340911] [G loss: 0.705850, KL div.: 0.705850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7493 [D loss: 0.690858, acc.: 55.86%, KL div.: 0.343180] [G loss: 0.706702, KL div.: 0.706702, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7494 [D loss: 0.692620, acc.: 50.00%, KL div.: 0.348411] [G loss: 0.710498, KL div.: 0.710498, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7495 [D loss: 0.692463, acc.: 55.47%, KL div.: 0.347977] [G loss: 0.708294, KL div.: 0.708294, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7496 [D loss: 0.693322, acc.: 47.27%, KL div.: 0.348379] [G loss: 0.710466, KL div.: 0.710466, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7497 [D loss: 0.694645, acc.: 50.78%, KL div.: 0.346086] [G loss: 0.698726, KL div.: 0.698726, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7498 [D loss: 0.689790, acc.: 53.91%, KL div.: 0.344544] [G loss: 0.707901, KL div.: 0.707901, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7499 [D loss: 0.694241, acc.: 50.39%, KL div.: 0.344379] [G loss: 0.701699, KL div.: 0.701699, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 68ms/step
4/4 [==============================] - 0s 38ms/step
7500 [D loss: 0.691479, acc.: 49.61%, KL div.: 0.345697] [G loss: 0.695185, KL div.: 0.695185, FID: 35.055361]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 60ms/step
7501 [D loss: 0.691495, acc.: 54.30%, KL div.: 0.341549] [G loss: 0.698760, KL div.: 0.698760, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7502 [D loss: 0.692521, acc.: 51.95%, KL div.: 0.345309] [G loss: 0.698545, KL div.: 0.698545, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7503 [D loss: 0.687510, acc.: 55.86%, KL div.: 0.339508] [G loss: 0.705482, KL div.: 0.705482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7504 [D loss: 0.691388, acc.: 50.39%, KL div.: 0.344324] [G loss: 0.715200, KL div.: 0.715200, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7505 [D loss: 0.684825, acc.: 57.81%, KL div.: 0.341660] [G loss: 0.714696, KL div.: 0.714696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7506 [D loss: 0.685405, acc.: 57.03%, KL div.: 0.343812] [G loss: 0.713554, KL div.: 0.713554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7507 [D loss: 0.688839, acc.: 55.08%, KL div.: 0.345532] [G loss: 0.718778, KL div.: 0.718778, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7508 [D loss: 0.693536, acc.: 50.39%, KL div.: 0.347953] [G loss: 0.708406, KL div.: 0.708406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7509 [D loss: 0.692275, acc.: 53.52%, KL div.: 0.348312] [G loss: 0.705407, KL div.: 0.705407, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7510 [D loss: 0.696707, acc.: 46.09%, KL div.: 0.347330] [G loss: 0.698231, KL div.: 0.698231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7511 [D loss: 0.697810, acc.: 48.83%, KL div.: 0.349094] [G loss: 0.698312, KL div.: 0.698312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7512 [D loss: 0.691932, acc.: 52.73%, KL div.: 0.343988] [G loss: 0.704113, KL div.: 0.704113, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7513 [D loss: 0.688201, acc.: 56.64%, KL div.: 0.343302] [G loss: 0.710649, KL div.: 0.710649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7514 [D loss: 0.694337, acc.: 51.95%, KL div.: 0.342729] [G loss: 0.709885, KL div.: 0.709885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7515 [D loss: 0.689579, acc.: 54.30%, KL div.: 0.341909] [G loss: 0.700082, KL div.: 0.700082, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7516 [D loss: 0.692536, acc.: 51.56%, KL div.: 0.346957] [G loss: 0.702615, KL div.: 0.702615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7517 [D loss: 0.688395, acc.: 56.64%, KL div.: 0.342496] [G loss: 0.704076, KL div.: 0.704076, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7518 [D loss: 0.696508, acc.: 47.66%, KL div.: 0.345702] [G loss: 0.703655, KL div.: 0.703655, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7519 [D loss: 0.690521, acc.: 53.52%, KL div.: 0.340558] [G loss: 0.702066, KL div.: 0.702066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7520 [D loss: 0.685605, acc.: 56.25%, KL div.: 0.341492] [G loss: 0.712488, KL div.: 0.712488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7521 [D loss: 0.692706, acc.: 54.30%, KL div.: 0.350221] [G loss: 0.716635, KL div.: 0.716635, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7522 [D loss: 0.687755, acc.: 55.08%, KL div.: 0.345647] [G loss: 0.706922, KL div.: 0.706922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7523 [D loss: 0.685759, acc.: 54.69%, KL div.: 0.345996] [G loss: 0.706808, KL div.: 0.706808, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7524 [D loss: 0.691817, acc.: 53.52%, KL div.: 0.346691] [G loss: 0.712581, KL div.: 0.712581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7525 [D loss: 0.693895, acc.: 52.34%, KL div.: 0.349234] [G loss: 0.710549, KL div.: 0.710549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7526 [D loss: 0.691905, acc.: 52.73%, KL div.: 0.346234] [G loss: 0.707940, KL div.: 0.707940, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7527 [D loss: 0.694898, acc.: 53.52%, KL div.: 0.348691] [G loss: 0.711058, KL div.: 0.711058, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7528 [D loss: 0.691402, acc.: 55.86%, KL div.: 0.344556] [G loss: 0.707047, KL div.: 0.707047, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7529 [D loss: 0.697322, acc.: 47.66%, KL div.: 0.346542] [G loss: 0.705204, KL div.: 0.705204, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7530 [D loss: 0.691426, acc.: 51.17%, KL div.: 0.343905] [G loss: 0.707319, KL div.: 0.707319, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7531 [D loss: 0.694744, acc.: 48.83%, KL div.: 0.344721] [G loss: 0.707020, KL div.: 0.707020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7532 [D loss: 0.694186, acc.: 52.34%, KL div.: 0.347509] [G loss: 0.702763, KL div.: 0.702763, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7533 [D loss: 0.693166, acc.: 50.39%, KL div.: 0.346116] [G loss: 0.706733, KL div.: 0.706733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7534 [D loss: 0.689814, acc.: 54.30%, KL div.: 0.346004] [G loss: 0.706182, KL div.: 0.706182, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7535 [D loss: 0.691417, acc.: 52.73%, KL div.: 0.346302] [G loss: 0.713857, KL div.: 0.713857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7536 [D loss: 0.690261, acc.: 55.08%, KL div.: 0.347712] [G loss: 0.712615, KL div.: 0.712615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7537 [D loss: 0.691722, acc.: 54.30%, KL div.: 0.349920] [G loss: 0.713506, KL div.: 0.713506, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7538 [D loss: 0.688944, acc.: 53.91%, KL div.: 0.349995] [G loss: 0.711044, KL div.: 0.711044, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7539 [D loss: 0.689741, acc.: 52.73%, KL div.: 0.345987] [G loss: 0.706377, KL div.: 0.706377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7540 [D loss: 0.686020, acc.: 57.81%, KL div.: 0.345160] [G loss: 0.717507, KL div.: 0.717507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7541 [D loss: 0.700101, acc.: 45.70%, KL div.: 0.351567] [G loss: 0.702185, KL div.: 0.702185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7542 [D loss: 0.693954, acc.: 48.83%, KL div.: 0.343671] [G loss: 0.707879, KL div.: 0.707879, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7543 [D loss: 0.692633, acc.: 51.17%, KL div.: 0.345170] [G loss: 0.710152, KL div.: 0.710152, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7544 [D loss: 0.694021, acc.: 48.44%, KL div.: 0.347048] [G loss: 0.701529, KL div.: 0.701529, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7545 [D loss: 0.696608, acc.: 47.66%, KL div.: 0.345172] [G loss: 0.697416, KL div.: 0.697416, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7546 [D loss: 0.695175, acc.: 48.44%, KL div.: 0.347339] [G loss: 0.708731, KL div.: 0.708731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7547 [D loss: 0.689545, acc.: 56.25%, KL div.: 0.341140] [G loss: 0.701736, KL div.: 0.701736, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7548 [D loss: 0.694847, acc.: 50.00%, KL div.: 0.346942] [G loss: 0.706125, KL div.: 0.706125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7549 [D loss: 0.696213, acc.: 47.27%, KL div.: 0.349294] [G loss: 0.705604, KL div.: 0.705604, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7550 [D loss: 0.694398, acc.: 53.91%, KL div.: 0.346774] [G loss: 0.708364, KL div.: 0.708364, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7551 [D loss: 0.688553, acc.: 55.86%, KL div.: 0.342634] [G loss: 0.703137, KL div.: 0.703137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7552 [D loss: 0.690007, acc.: 50.00%, KL div.: 0.345127] [G loss: 0.707634, KL div.: 0.707634, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7553 [D loss: 0.692264, acc.: 50.39%, KL div.: 0.347252] [G loss: 0.709320, KL div.: 0.709320, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7554 [D loss: 0.693626, acc.: 50.00%, KL div.: 0.348680] [G loss: 0.700650, KL div.: 0.700650, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7555 [D loss: 0.692475, acc.: 54.30%, KL div.: 0.345623] [G loss: 0.707682, KL div.: 0.707682, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7556 [D loss: 0.694650, acc.: 49.61%, KL div.: 0.348211] [G loss: 0.711007, KL div.: 0.711007, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7557 [D loss: 0.694213, acc.: 52.73%, KL div.: 0.347497] [G loss: 0.705263, KL div.: 0.705263, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7558 [D loss: 0.689786, acc.: 56.64%, KL div.: 0.345734] [G loss: 0.703071, KL div.: 0.703071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7559 [D loss: 0.691238, acc.: 54.69%, KL div.: 0.345382] [G loss: 0.706318, KL div.: 0.706318, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7560 [D loss: 0.690900, acc.: 52.73%, KL div.: 0.344209] [G loss: 0.699082, KL div.: 0.699082, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7561 [D loss: 0.689170, acc.: 52.34%, KL div.: 0.345995] [G loss: 0.704968, KL div.: 0.704968, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7562 [D loss: 0.692609, acc.: 48.44%, KL div.: 0.348506] [G loss: 0.710122, KL div.: 0.710122, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7563 [D loss: 0.696492, acc.: 48.44%, KL div.: 0.349050] [G loss: 0.712929, KL div.: 0.712929, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7564 [D loss: 0.690365, acc.: 53.91%, KL div.: 0.345275] [G loss: 0.696894, KL div.: 0.696894, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7565 [D loss: 0.694269, acc.: 48.05%, KL div.: 0.348425] [G loss: 0.704683, KL div.: 0.704683, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7566 [D loss: 0.688097, acc.: 52.73%, KL div.: 0.343229] [G loss: 0.706407, KL div.: 0.706407, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7567 [D loss: 0.689275, acc.: 57.81%, KL div.: 0.344482] [G loss: 0.707562, KL div.: 0.707562, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7568 [D loss: 0.690680, acc.: 51.56%, KL div.: 0.346529] [G loss: 0.717327, KL div.: 0.717327, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7569 [D loss: 0.691507, acc.: 52.34%, KL div.: 0.349368] [G loss: 0.712539, KL div.: 0.712539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7570 [D loss: 0.694164, acc.: 43.75%, KL div.: 0.346420] [G loss: 0.710451, KL div.: 0.710451, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7571 [D loss: 0.692968, acc.: 51.56%, KL div.: 0.348868] [G loss: 0.709047, KL div.: 0.709047, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7572 [D loss: 0.693697, acc.: 50.78%, KL div.: 0.348218] [G loss: 0.710924, KL div.: 0.710924, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7573 [D loss: 0.693526, acc.: 48.83%, KL div.: 0.347489] [G loss: 0.708836, KL div.: 0.708836, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7574 [D loss: 0.696051, acc.: 46.09%, KL div.: 0.346957] [G loss: 0.710855, KL div.: 0.710855, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7575 [D loss: 0.689559, acc.: 51.17%, KL div.: 0.344873] [G loss: 0.702626, KL div.: 0.702626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7576 [D loss: 0.690189, acc.: 52.34%, KL div.: 0.347086] [G loss: 0.705160, KL div.: 0.705160, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7577 [D loss: 0.694661, acc.: 49.22%, KL div.: 0.348276] [G loss: 0.709533, KL div.: 0.709533, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7578 [D loss: 0.688496, acc.: 52.73%, KL div.: 0.344372] [G loss: 0.703159, KL div.: 0.703159, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7579 [D loss: 0.690219, acc.: 53.91%, KL div.: 0.343347] [G loss: 0.705084, KL div.: 0.705084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7580 [D loss: 0.691580, acc.: 51.17%, KL div.: 0.347825] [G loss: 0.716488, KL div.: 0.716488, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7581 [D loss: 0.687404, acc.: 55.08%, KL div.: 0.345124] [G loss: 0.712703, KL div.: 0.712703, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7582 [D loss: 0.692393, acc.: 50.39%, KL div.: 0.349821] [G loss: 0.704807, KL div.: 0.704807, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7583 [D loss: 0.690483, acc.: 53.12%, KL div.: 0.348074] [G loss: 0.715586, KL div.: 0.715586, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7584 [D loss: 0.692186, acc.: 53.12%, KL div.: 0.348269] [G loss: 0.714668, KL div.: 0.714668, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7585 [D loss: 0.682726, acc.: 60.94%, KL div.: 0.340848] [G loss: 0.716085, KL div.: 0.716085, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7586 [D loss: 0.687690, acc.: 53.12%, KL div.: 0.345612] [G loss: 0.712511, KL div.: 0.712511, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7587 [D loss: 0.691018, acc.: 55.47%, KL div.: 0.344520] [G loss: 0.709386, KL div.: 0.709386, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7588 [D loss: 0.687910, acc.: 55.47%, KL div.: 0.341684] [G loss: 0.706287, KL div.: 0.706287, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7589 [D loss: 0.697412, acc.: 44.53%, KL div.: 0.343566] [G loss: 0.700367, KL div.: 0.700367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7590 [D loss: 0.694116, acc.: 47.27%, KL div.: 0.345130] [G loss: 0.695736, KL div.: 0.695736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7591 [D loss: 0.689828, acc.: 53.52%, KL div.: 0.344782] [G loss: 0.703058, KL div.: 0.703058, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7592 [D loss: 0.689667, acc.: 55.47%, KL div.: 0.344282] [G loss: 0.714447, KL div.: 0.714447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7593 [D loss: 0.690636, acc.: 53.91%, KL div.: 0.346032] [G loss: 0.717062, KL div.: 0.717062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7594 [D loss: 0.687177, acc.: 54.30%, KL div.: 0.346600] [G loss: 0.721773, KL div.: 0.721773, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7595 [D loss: 0.693583, acc.: 43.75%, KL div.: 0.349611] [G loss: 0.715236, KL div.: 0.715236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7596 [D loss: 0.690484, acc.: 52.73%, KL div.: 0.348704] [G loss: 0.705484, KL div.: 0.705484, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7597 [D loss: 0.697019, acc.: 51.56%, KL div.: 0.349818] [G loss: 0.706931, KL div.: 0.706931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7598 [D loss: 0.691644, acc.: 51.95%, KL div.: 0.346708] [G loss: 0.703965, KL div.: 0.703965, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7599 [D loss: 0.689360, acc.: 53.12%, KL div.: 0.342811] [G loss: 0.696623, KL div.: 0.696623, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 3s 129ms/step
4/4 [==============================] - 0s 32ms/step
7600 [D loss: 0.689295, acc.: 54.30%, KL div.: 0.341527] [G loss: 0.707736, KL div.: 0.707736, FID: 57.558017]
1/1 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 70ms/step
7601 [D loss: 0.691450, acc.: 53.12%, KL div.: 0.342217] [G loss: 0.703213, KL div.: 0.703213, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7602 [D loss: 0.694683, acc.: 50.39%, KL div.: 0.344789] [G loss: 0.692283, KL div.: 0.692282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7603 [D loss: 0.689488, acc.: 54.30%, KL div.: 0.338514] [G loss: 0.685965, KL div.: 0.685965, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7604 [D loss: 0.689091, acc.: 54.30%, KL div.: 0.338273] [G loss: 0.690295, KL div.: 0.690295, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7605 [D loss: 0.692193, acc.: 53.12%, KL div.: 0.342461] [G loss: 0.703518, KL div.: 0.703518, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7606 [D loss: 0.694143, acc.: 51.17%, KL div.: 0.341244] [G loss: 0.712016, KL div.: 0.712016, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7607 [D loss: 0.691378, acc.: 52.34%, KL div.: 0.345209] [G loss: 0.716664, KL div.: 0.716664, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7608 [D loss: 0.684965, acc.: 56.25%, KL div.: 0.346855] [G loss: 0.725788, KL div.: 0.725788, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7609 [D loss: 0.688477, acc.: 56.64%, KL div.: 0.344451] [G loss: 0.721865, KL div.: 0.721865, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7610 [D loss: 0.692886, acc.: 52.73%, KL div.: 0.346034] [G loss: 0.701917, KL div.: 0.701917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7611 [D loss: 0.691929, acc.: 51.56%, KL div.: 0.346335] [G loss: 0.699407, KL div.: 0.699407, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7612 [D loss: 0.691967, acc.: 52.73%, KL div.: 0.348697] [G loss: 0.701238, KL div.: 0.701238, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7613 [D loss: 0.692732, acc.: 51.56%, KL div.: 0.346571] [G loss: 0.705008, KL div.: 0.705008, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7614 [D loss: 0.689528, acc.: 53.91%, KL div.: 0.342917] [G loss: 0.708550, KL div.: 0.708550, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7615 [D loss: 0.692048, acc.: 49.61%, KL div.: 0.345992] [G loss: 0.709729, KL div.: 0.709729, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7616 [D loss: 0.688925, acc.: 57.81%, KL div.: 0.341187] [G loss: 0.711943, KL div.: 0.711943, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7617 [D loss: 0.688194, acc.: 56.25%, KL div.: 0.341422] [G loss: 0.699992, KL div.: 0.699992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7618 [D loss: 0.692929, acc.: 53.91%, KL div.: 0.344579] [G loss: 0.701917, KL div.: 0.701917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7619 [D loss: 0.693600, acc.: 52.34%, KL div.: 0.340741] [G loss: 0.698888, KL div.: 0.698888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7620 [D loss: 0.692395, acc.: 51.56%, KL div.: 0.342395] [G loss: 0.705025, KL div.: 0.705025, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7621 [D loss: 0.689849, acc.: 53.12%, KL div.: 0.344813] [G loss: 0.711111, KL div.: 0.711111, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7622 [D loss: 0.686511, acc.: 57.03%, KL div.: 0.344175] [G loss: 0.715877, KL div.: 0.715877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7623 [D loss: 0.689808, acc.: 50.00%, KL div.: 0.345737] [G loss: 0.708214, KL div.: 0.708214, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7624 [D loss: 0.690616, acc.: 53.52%, KL div.: 0.346427] [G loss: 0.708928, KL div.: 0.708928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7625 [D loss: 0.690787, acc.: 51.56%, KL div.: 0.344713] [G loss: 0.707054, KL div.: 0.707054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7626 [D loss: 0.692008, acc.: 51.17%, KL div.: 0.345615] [G loss: 0.700957, KL div.: 0.700957, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7627 [D loss: 0.691320, acc.: 53.12%, KL div.: 0.346884] [G loss: 0.706731, KL div.: 0.706731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7628 [D loss: 0.695608, acc.: 53.12%, KL div.: 0.351705] [G loss: 0.712196, KL div.: 0.712196, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7629 [D loss: 0.694437, acc.: 49.22%, KL div.: 0.347420] [G loss: 0.706630, KL div.: 0.706630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7630 [D loss: 0.692256, acc.: 50.78%, KL div.: 0.344186] [G loss: 0.708929, KL div.: 0.708929, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7631 [D loss: 0.695056, acc.: 48.83%, KL div.: 0.344011] [G loss: 0.696486, KL div.: 0.696486, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7632 [D loss: 0.691839, acc.: 53.52%, KL div.: 0.341880] [G loss: 0.704166, KL div.: 0.704166, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7633 [D loss: 0.692878, acc.: 48.05%, KL div.: 0.344739] [G loss: 0.694833, KL div.: 0.694833, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7634 [D loss: 0.696355, acc.: 49.61%, KL div.: 0.346862] [G loss: 0.708113, KL div.: 0.708113, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7635 [D loss: 0.696538, acc.: 50.78%, KL div.: 0.345993] [G loss: 0.703649, KL div.: 0.703649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7636 [D loss: 0.692656, acc.: 48.44%, KL div.: 0.345708] [G loss: 0.710417, KL div.: 0.710417, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7637 [D loss: 0.687931, acc.: 61.33%, KL div.: 0.343826] [G loss: 0.713125, KL div.: 0.713125, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7638 [D loss: 0.687824, acc.: 52.73%, KL div.: 0.345394] [G loss: 0.716960, KL div.: 0.716960, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7639 [D loss: 0.692409, acc.: 52.34%, KL div.: 0.347682] [G loss: 0.709253, KL div.: 0.709253, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7640 [D loss: 0.691065, acc.: 54.30%, KL div.: 0.346327] [G loss: 0.702684, KL div.: 0.702684, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7641 [D loss: 0.692899, acc.: 53.12%, KL div.: 0.348411] [G loss: 0.703343, KL div.: 0.703343, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7642 [D loss: 0.691859, acc.: 52.34%, KL div.: 0.345937] [G loss: 0.708655, KL div.: 0.708655, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7643 [D loss: 0.692464, acc.: 52.34%, KL div.: 0.346102] [G loss: 0.707942, KL div.: 0.707942, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
7644 [D loss: 0.688752, acc.: 55.86%, KL div.: 0.343433] [G loss: 0.706149, KL div.: 0.706149, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7645 [D loss: 0.691243, acc.: 54.69%, KL div.: 0.345706] [G loss: 0.701405, KL div.: 0.701405, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7646 [D loss: 0.694665, acc.: 49.61%, KL div.: 0.346792] [G loss: 0.704692, KL div.: 0.704692, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
7647 [D loss: 0.694477, acc.: 48.83%, KL div.: 0.344628] [G loss: 0.704885, KL div.: 0.704885, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
7648 [D loss: 0.694013, acc.: 48.05%, KL div.: 0.343806] [G loss: 0.695838, KL div.: 0.695838, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7649 [D loss: 0.691690, acc.: 51.95%, KL div.: 0.342984] [G loss: 0.705959, KL div.: 0.705959, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7650 [D loss: 0.694179, acc.: 46.88%, KL div.: 0.343097] [G loss: 0.705877, KL div.: 0.705877, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7651 [D loss: 0.689462, acc.: 54.30%, KL div.: 0.345925] [G loss: 0.711796, KL div.: 0.711796, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7652 [D loss: 0.690331, acc.: 51.95%, KL div.: 0.347150] [G loss: 0.709133, KL div.: 0.709133, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7653 [D loss: 0.689618, acc.: 56.64%, KL div.: 0.342764] [G loss: 0.707970, KL div.: 0.707970, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7654 [D loss: 0.692148, acc.: 49.61%, KL div.: 0.345671] [G loss: 0.708544, KL div.: 0.708544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7655 [D loss: 0.688915, acc.: 54.69%, KL div.: 0.343255] [G loss: 0.705590, KL div.: 0.705590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7656 [D loss: 0.694327, acc.: 50.78%, KL div.: 0.347154] [G loss: 0.698645, KL div.: 0.698645, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7657 [D loss: 0.688195, acc.: 57.03%, KL div.: 0.342662] [G loss: 0.701489, KL div.: 0.701489, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7658 [D loss: 0.691203, acc.: 48.44%, KL div.: 0.341451] [G loss: 0.704209, KL div.: 0.704209, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7659 [D loss: 0.694591, acc.: 53.12%, KL div.: 0.345169] [G loss: 0.702226, KL div.: 0.702226, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7660 [D loss: 0.690135, acc.: 55.86%, KL div.: 0.341838] [G loss: 0.701660, KL div.: 0.701660, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7661 [D loss: 0.694981, acc.: 51.56%, KL div.: 0.344695] [G loss: 0.698129, KL div.: 0.698129, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7662 [D loss: 0.689675, acc.: 50.78%, KL div.: 0.342804] [G loss: 0.701309, KL div.: 0.701309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7663 [D loss: 0.693058, acc.: 46.88%, KL div.: 0.344646] [G loss: 0.701353, KL div.: 0.701353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7664 [D loss: 0.692599, acc.: 54.30%, KL div.: 0.346998] [G loss: 0.699219, KL div.: 0.699219, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7665 [D loss: 0.694577, acc.: 48.44%, KL div.: 0.346232] [G loss: 0.703023, KL div.: 0.703023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7666 [D loss: 0.690907, acc.: 53.52%, KL div.: 0.345131] [G loss: 0.710036, KL div.: 0.710036, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7667 [D loss: 0.693061, acc.: 49.61%, KL div.: 0.346951] [G loss: 0.705796, KL div.: 0.705796, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7668 [D loss: 0.695421, acc.: 47.27%, KL div.: 0.348858] [G loss: 0.714535, KL div.: 0.714535, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7669 [D loss: 0.693802, acc.: 50.39%, KL div.: 0.348052] [G loss: 0.703614, KL div.: 0.703614, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7670 [D loss: 0.695076, acc.: 51.95%, KL div.: 0.347218] [G loss: 0.707840, KL div.: 0.707840, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7671 [D loss: 0.694176, acc.: 48.83%, KL div.: 0.346954] [G loss: 0.710419, KL div.: 0.710419, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7672 [D loss: 0.692097, acc.: 50.39%, KL div.: 0.347519] [G loss: 0.712832, KL div.: 0.712832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7673 [D loss: 0.691831, acc.: 52.73%, KL div.: 0.345455] [G loss: 0.705131, KL div.: 0.705131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7674 [D loss: 0.690021, acc.: 55.08%, KL div.: 0.343659] [G loss: 0.709436, KL div.: 0.709436, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7675 [D loss: 0.698956, acc.: 46.88%, KL div.: 0.347511] [G loss: 0.707210, KL div.: 0.707210, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7676 [D loss: 0.691596, acc.: 49.22%, KL div.: 0.344599] [G loss: 0.709098, KL div.: 0.709098, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7677 [D loss: 0.690641, acc.: 51.95%, KL div.: 0.344502] [G loss: 0.711627, KL div.: 0.711627, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7678 [D loss: 0.691911, acc.: 52.73%, KL div.: 0.345764] [G loss: 0.706041, KL div.: 0.706041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7679 [D loss: 0.692033, acc.: 51.56%, KL div.: 0.347280] [G loss: 0.707340, KL div.: 0.707340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7680 [D loss: 0.692479, acc.: 50.78%, KL div.: 0.348301] [G loss: 0.712653, KL div.: 0.712653, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7681 [D loss: 0.688917, acc.: 57.81%, KL div.: 0.345588] [G loss: 0.716662, KL div.: 0.716662, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7682 [D loss: 0.694555, acc.: 50.00%, KL div.: 0.348832] [G loss: 0.712512, KL div.: 0.712512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7683 [D loss: 0.689063, acc.: 57.03%, KL div.: 0.343167] [G loss: 0.707769, KL div.: 0.707769, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7684 [D loss: 0.694937, acc.: 46.88%, KL div.: 0.348632] [G loss: 0.708858, KL div.: 0.708858, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7685 [D loss: 0.688219, acc.: 56.25%, KL div.: 0.342617] [G loss: 0.709249, KL div.: 0.709249, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7686 [D loss: 0.691657, acc.: 53.91%, KL div.: 0.347482] [G loss: 0.711829, KL div.: 0.711829, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7687 [D loss: 0.687308, acc.: 56.64%, KL div.: 0.341743] [G loss: 0.703199, KL div.: 0.703199, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7688 [D loss: 0.685178, acc.: 60.55%, KL div.: 0.341670] [G loss: 0.706725, KL div.: 0.706725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7689 [D loss: 0.689845, acc.: 55.08%, KL div.: 0.342625] [G loss: 0.697747, KL div.: 0.697747, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7690 [D loss: 0.697119, acc.: 45.31%, KL div.: 0.345708] [G loss: 0.692978, KL div.: 0.692978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7691 [D loss: 0.693323, acc.: 48.44%, KL div.: 0.343427] [G loss: 0.704173, KL div.: 0.704173, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7692 [D loss: 0.697825, acc.: 46.48%, KL div.: 0.346723] [G loss: 0.702765, KL div.: 0.702765, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7693 [D loss: 0.686095, acc.: 58.98%, KL div.: 0.343739] [G loss: 0.714944, KL div.: 0.714944, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7694 [D loss: 0.691755, acc.: 49.22%, KL div.: 0.347953] [G loss: 0.725897, KL div.: 0.725897, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7695 [D loss: 0.687306, acc.: 58.20%, KL div.: 0.344798] [G loss: 0.720069, KL div.: 0.720069, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7696 [D loss: 0.686312, acc.: 57.42%, KL div.: 0.344489] [G loss: 0.718708, KL div.: 0.718708, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7697 [D loss: 0.694261, acc.: 48.83%, KL div.: 0.347279] [G loss: 0.705846, KL div.: 0.705846, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7698 [D loss: 0.694590, acc.: 46.09%, KL div.: 0.344451] [G loss: 0.705339, KL div.: 0.705339, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7699 [D loss: 0.694145, acc.: 50.78%, KL div.: 0.347175] [G loss: 0.704903, KL div.: 0.704903, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 59ms/step
4/4 [==============================] - 0s 29ms/step
7700 [D loss: 0.698350, acc.: 44.53%, KL div.: 0.349325] [G loss: 0.708106, KL div.: 0.708106, FID: 43.569923]
1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 82ms/step
7701 [D loss: 0.695926, acc.: 47.66%, KL div.: 0.348355] [G loss: 0.699953, KL div.: 0.699953, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7702 [D loss: 0.690580, acc.: 53.52%, KL div.: 0.345345] [G loss: 0.709018, KL div.: 0.709018, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7703 [D loss: 0.688864, acc.: 55.47%, KL div.: 0.344465] [G loss: 0.706425, KL div.: 0.706425, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7704 [D loss: 0.690306, acc.: 55.47%, KL div.: 0.344087] [G loss: 0.704411, KL div.: 0.704411, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7705 [D loss: 0.691583, acc.: 47.27%, KL div.: 0.343884] [G loss: 0.703605, KL div.: 0.703605, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7706 [D loss: 0.693057, acc.: 54.69%, KL div.: 0.343226] [G loss: 0.697417, KL div.: 0.697417, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
7707 [D loss: 0.691754, acc.: 52.34%, KL div.: 0.341321] [G loss: 0.700993, KL div.: 0.700993, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7708 [D loss: 0.692173, acc.: 48.44%, KL div.: 0.342471] [G loss: 0.710283, KL div.: 0.710283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7709 [D loss: 0.691083, acc.: 50.00%, KL div.: 0.346959] [G loss: 0.714370, KL div.: 0.714370, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7710 [D loss: 0.689858, acc.: 51.17%, KL div.: 0.348705] [G loss: 0.716737, KL div.: 0.716737, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7711 [D loss: 0.685145, acc.: 55.08%, KL div.: 0.344207] [G loss: 0.711133, KL div.: 0.711133, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7712 [D loss: 0.689930, acc.: 51.95%, KL div.: 0.345527] [G loss: 0.703207, KL div.: 0.703207, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7713 [D loss: 0.694838, acc.: 50.00%, KL div.: 0.346209] [G loss: 0.702462, KL div.: 0.702462, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7714 [D loss: 0.694341, acc.: 50.39%, KL div.: 0.347959] [G loss: 0.705231, KL div.: 0.705231, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7715 [D loss: 0.699777, acc.: 49.61%, KL div.: 0.348786] [G loss: 0.712291, KL div.: 0.712291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7716 [D loss: 0.689791, acc.: 53.52%, KL div.: 0.346477] [G loss: 0.710789, KL div.: 0.710789, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7717 [D loss: 0.696739, acc.: 51.56%, KL div.: 0.347095] [G loss: 0.706199, KL div.: 0.706199, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7718 [D loss: 0.692306, acc.: 56.25%, KL div.: 0.347045] [G loss: 0.705104, KL div.: 0.705104, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7719 [D loss: 0.691312, acc.: 51.17%, KL div.: 0.345565] [G loss: 0.699265, KL div.: 0.699265, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7720 [D loss: 0.689178, acc.: 52.34%, KL div.: 0.343272] [G loss: 0.706153, KL div.: 0.706153, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7721 [D loss: 0.690168, acc.: 54.69%, KL div.: 0.343247] [G loss: 0.709237, KL div.: 0.709237, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7722 [D loss: 0.689811, acc.: 55.08%, KL div.: 0.344120] [G loss: 0.711369, KL div.: 0.711369, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7723 [D loss: 0.689668, acc.: 55.08%, KL div.: 0.346709] [G loss: 0.714636, KL div.: 0.714636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7724 [D loss: 0.687493, acc.: 55.86%, KL div.: 0.342833] [G loss: 0.709377, KL div.: 0.709377, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7725 [D loss: 0.692528, acc.: 53.12%, KL div.: 0.346076] [G loss: 0.707864, KL div.: 0.707864, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7726 [D loss: 0.686872, acc.: 56.25%, KL div.: 0.344708] [G loss: 0.709875, KL div.: 0.709875, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7727 [D loss: 0.695970, acc.: 49.61%, KL div.: 0.348946] [G loss: 0.700702, KL div.: 0.700702, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7728 [D loss: 0.694303, acc.: 50.00%, KL div.: 0.345549] [G loss: 0.698307, KL div.: 0.698307, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7729 [D loss: 0.693768, acc.: 55.08%, KL div.: 0.346915] [G loss: 0.707561, KL div.: 0.707561, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7730 [D loss: 0.699060, acc.: 43.36%, KL div.: 0.348051] [G loss: 0.698704, KL div.: 0.698704, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7731 [D loss: 0.695260, acc.: 45.70%, KL div.: 0.346042] [G loss: 0.706265, KL div.: 0.706265, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7732 [D loss: 0.692926, acc.: 52.73%, KL div.: 0.344262] [G loss: 0.703027, KL div.: 0.703027, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
7733 [D loss: 0.687155, acc.: 57.81%, KL div.: 0.344917] [G loss: 0.706617, KL div.: 0.706617, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7734 [D loss: 0.695345, acc.: 45.70%, KL div.: 0.347105] [G loss: 0.704314, KL div.: 0.704314, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7735 [D loss: 0.690095, acc.: 52.73%, KL div.: 0.345541] [G loss: 0.710162, KL div.: 0.710162, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7736 [D loss: 0.691535, acc.: 50.39%, KL div.: 0.345939] [G loss: 0.705116, KL div.: 0.705116, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
7737 [D loss: 0.695930, acc.: 44.92%, KL div.: 0.351034] [G loss: 0.710245, KL div.: 0.710245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7738 [D loss: 0.688470, acc.: 53.52%, KL div.: 0.341820] [G loss: 0.705234, KL div.: 0.705234, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7739 [D loss: 0.689339, acc.: 54.69%, KL div.: 0.344901] [G loss: 0.708283, KL div.: 0.708283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7740 [D loss: 0.690342, acc.: 53.52%, KL div.: 0.346317] [G loss: 0.710350, KL div.: 0.710350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7741 [D loss: 0.695261, acc.: 51.56%, KL div.: 0.349854] [G loss: 0.714460, KL div.: 0.714460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7742 [D loss: 0.692702, acc.: 52.73%, KL div.: 0.346309] [G loss: 0.710331, KL div.: 0.710331, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7743 [D loss: 0.688762, acc.: 55.08%, KL div.: 0.346626] [G loss: 0.711740, KL div.: 0.711740, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7744 [D loss: 0.694510, acc.: 49.61%, KL div.: 0.345889] [G loss: 0.703836, KL div.: 0.703836, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7745 [D loss: 0.690586, acc.: 56.25%, KL div.: 0.343599] [G loss: 0.709876, KL div.: 0.709876, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7746 [D loss: 0.691351, acc.: 51.95%, KL div.: 0.345504] [G loss: 0.696335, KL div.: 0.696335, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7747 [D loss: 0.693063, acc.: 50.78%, KL div.: 0.348123] [G loss: 0.704340, KL div.: 0.704340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7748 [D loss: 0.688707, acc.: 53.12%, KL div.: 0.345741] [G loss: 0.709451, KL div.: 0.709451, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7749 [D loss: 0.691999, acc.: 51.17%, KL div.: 0.347097] [G loss: 0.704185, KL div.: 0.704185, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7750 [D loss: 0.692322, acc.: 50.00%, KL div.: 0.348349] [G loss: 0.706696, KL div.: 0.706696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7751 [D loss: 0.692012, acc.: 51.17%, KL div.: 0.349251] [G loss: 0.707456, KL div.: 0.707456, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7752 [D loss: 0.690702, acc.: 53.91%, KL div.: 0.348521] [G loss: 0.712665, KL div.: 0.712665, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7753 [D loss: 0.692914, acc.: 51.56%, KL div.: 0.347591] [G loss: 0.717072, KL div.: 0.717072, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
7754 [D loss: 0.696835, acc.: 44.14%, KL div.: 0.346883] [G loss: 0.709077, KL div.: 0.709077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7755 [D loss: 0.688000, acc.: 53.91%, KL div.: 0.345717] [G loss: 0.704964, KL div.: 0.704964, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7756 [D loss: 0.690547, acc.: 50.39%, KL div.: 0.344811] [G loss: 0.706364, KL div.: 0.706364, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
7757 [D loss: 0.691310, acc.: 54.69%, KL div.: 0.343149] [G loss: 0.704586, KL div.: 0.704586, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7758 [D loss: 0.692388, acc.: 48.83%, KL div.: 0.345874] [G loss: 0.704403, KL div.: 0.704403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7759 [D loss: 0.689954, acc.: 53.91%, KL div.: 0.344041] [G loss: 0.699699, KL div.: 0.699699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7760 [D loss: 0.693205, acc.: 51.95%, KL div.: 0.346796] [G loss: 0.704162, KL div.: 0.704162, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7761 [D loss: 0.691614, acc.: 52.34%, KL div.: 0.345409] [G loss: 0.707349, KL div.: 0.707349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7762 [D loss: 0.689650, acc.: 55.08%, KL div.: 0.348342] [G loss: 0.709236, KL div.: 0.709236, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7763 [D loss: 0.688595, acc.: 55.86%, KL div.: 0.343751] [G loss: 0.706942, KL div.: 0.706942, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7764 [D loss: 0.697605, acc.: 48.44%, KL div.: 0.347271] [G loss: 0.706270, KL div.: 0.706270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7765 [D loss: 0.693485, acc.: 47.66%, KL div.: 0.346922] [G loss: 0.709241, KL div.: 0.709241, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7766 [D loss: 0.691043, acc.: 52.34%, KL div.: 0.346092] [G loss: 0.708059, KL div.: 0.708059, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7767 [D loss: 0.687341, acc.: 54.69%, KL div.: 0.342401] [G loss: 0.706696, KL div.: 0.706696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7768 [D loss: 0.690545, acc.: 54.69%, KL div.: 0.346410] [G loss: 0.707345, KL div.: 0.707345, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7769 [D loss: 0.693636, acc.: 54.30%, KL div.: 0.348922] [G loss: 0.708406, KL div.: 0.708406, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7770 [D loss: 0.693611, acc.: 53.91%, KL div.: 0.345879] [G loss: 0.705133, KL div.: 0.705133, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7771 [D loss: 0.689764, acc.: 53.52%, KL div.: 0.344172] [G loss: 0.714312, KL div.: 0.714312, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
7772 [D loss: 0.693057, acc.: 52.73%, KL div.: 0.347546] [G loss: 0.713870, KL div.: 0.713870, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
7773 [D loss: 0.687441, acc.: 54.69%, KL div.: 0.346687] [G loss: 0.718595, KL div.: 0.718595, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7774 [D loss: 0.693286, acc.: 50.78%, KL div.: 0.348850] [G loss: 0.706652, KL div.: 0.706652, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7775 [D loss: 0.690308, acc.: 53.91%, KL div.: 0.346617] [G loss: 0.704874, KL div.: 0.704874, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7776 [D loss: 0.690973, acc.: 56.64%, KL div.: 0.344139] [G loss: 0.709380, KL div.: 0.709380, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7777 [D loss: 0.693065, acc.: 47.27%, KL div.: 0.347703] [G loss: 0.705432, KL div.: 0.705432, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7778 [D loss: 0.691783, acc.: 50.78%, KL div.: 0.344839] [G loss: 0.702133, KL div.: 0.702133, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7779 [D loss: 0.689469, acc.: 55.47%, KL div.: 0.345486] [G loss: 0.704898, KL div.: 0.704898, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7780 [D loss: 0.688887, acc.: 54.30%, KL div.: 0.342351] [G loss: 0.709239, KL div.: 0.709239, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7781 [D loss: 0.695134, acc.: 48.05%, KL div.: 0.344946] [G loss: 0.702569, KL div.: 0.702569, FID: 0.000000]
4/4 [==============================] - 0s 36ms/step
7782 [D loss: 0.690063, acc.: 56.64%, KL div.: 0.343636] [G loss: 0.711106, KL div.: 0.711106, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7783 [D loss: 0.696362, acc.: 48.44%, KL div.: 0.348511] [G loss: 0.704724, KL div.: 0.704725, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7784 [D loss: 0.694139, acc.: 46.88%, KL div.: 0.347394] [G loss: 0.704907, KL div.: 0.704907, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7785 [D loss: 0.694884, acc.: 48.05%, KL div.: 0.349501] [G loss: 0.709783, KL div.: 0.709783, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7786 [D loss: 0.694000, acc.: 46.88%, KL div.: 0.347752] [G loss: 0.714647, KL div.: 0.714647, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7787 [D loss: 0.690822, acc.: 52.73%, KL div.: 0.348437] [G loss: 0.710158, KL div.: 0.710158, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7788 [D loss: 0.695485, acc.: 48.05%, KL div.: 0.349338] [G loss: 0.708365, KL div.: 0.708365, FID: 0.000000]
4/4 [==============================] - 0s 17ms/step
7789 [D loss: 0.687153, acc.: 54.69%, KL div.: 0.348398] [G loss: 0.708335, KL div.: 0.708335, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7790 [D loss: 0.693125, acc.: 52.34%, KL div.: 0.348509] [G loss: 0.707809, KL div.: 0.707809, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7791 [D loss: 0.691895, acc.: 55.08%, KL div.: 0.343199] [G loss: 0.705026, KL div.: 0.705026, FID: 0.000000]
4/4 [==============================] - 0s 36ms/step
7792 [D loss: 0.693187, acc.: 49.22%, KL div.: 0.346975] [G loss: 0.702573, KL div.: 0.702572, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7793 [D loss: 0.692101, acc.: 50.78%, KL div.: 0.346549] [G loss: 0.706455, KL div.: 0.706455, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
7794 [D loss: 0.689901, acc.: 54.69%, KL div.: 0.343079] [G loss: 0.702131, KL div.: 0.702131, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7795 [D loss: 0.688007, acc.: 57.03%, KL div.: 0.337821] [G loss: 0.702251, KL div.: 0.702251, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7796 [D loss: 0.693411, acc.: 47.66%, KL div.: 0.346519] [G loss: 0.692503, KL div.: 0.692503, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7797 [D loss: 0.694147, acc.: 49.61%, KL div.: 0.345854] [G loss: 0.701795, KL div.: 0.701795, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7798 [D loss: 0.691044, acc.: 50.78%, KL div.: 0.341920] [G loss: 0.703654, KL div.: 0.703654, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7799 [D loss: 0.693203, acc.: 53.12%, KL div.: 0.347920] [G loss: 0.711260, KL div.: 0.711260, FID: 0.000000]
4/4 [==============================] - 0s 19ms/step
4/4 [==============================] - 3s 107ms/step
4/4 [==============================] - 0s 37ms/step
7800 [D loss: 0.694275, acc.: 49.22%, KL div.: 0.347407] [G loss: 0.707884, KL div.: 0.707884, FID: 33.006872]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 74ms/step
7801 [D loss: 0.694044, acc.: 51.17%, KL div.: 0.348505] [G loss: 0.707764, KL div.: 0.707764, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7802 [D loss: 0.687419, acc.: 55.86%, KL div.: 0.345627] [G loss: 0.712496, KL div.: 0.712496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7803 [D loss: 0.690276, acc.: 53.12%, KL div.: 0.344430] [G loss: 0.711881, KL div.: 0.711881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7804 [D loss: 0.688528, acc.: 57.81%, KL div.: 0.345277] [G loss: 0.708355, KL div.: 0.708355, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7805 [D loss: 0.692479, acc.: 52.34%, KL div.: 0.344676] [G loss: 0.697755, KL div.: 0.697755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7806 [D loss: 0.693716, acc.: 49.22%, KL div.: 0.345373] [G loss: 0.704974, KL div.: 0.704974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7807 [D loss: 0.694534, acc.: 46.88%, KL div.: 0.348281] [G loss: 0.710903, KL div.: 0.710903, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7808 [D loss: 0.689124, acc.: 56.64%, KL div.: 0.340867] [G loss: 0.707156, KL div.: 0.707156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7809 [D loss: 0.693604, acc.: 50.00%, KL div.: 0.345104] [G loss: 0.701701, KL div.: 0.701701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7810 [D loss: 0.693368, acc.: 50.39%, KL div.: 0.342764] [G loss: 0.704767, KL div.: 0.704767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7811 [D loss: 0.688875, acc.: 56.64%, KL div.: 0.346641] [G loss: 0.712299, KL div.: 0.712299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7812 [D loss: 0.691431, acc.: 47.27%, KL div.: 0.346196] [G loss: 0.714834, KL div.: 0.714834, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7813 [D loss: 0.685694, acc.: 57.03%, KL div.: 0.343015] [G loss: 0.716911, KL div.: 0.716911, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7814 [D loss: 0.688308, acc.: 55.86%, KL div.: 0.345207] [G loss: 0.711161, KL div.: 0.711161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7815 [D loss: 0.696891, acc.: 45.70%, KL div.: 0.352441] [G loss: 0.707574, KL div.: 0.707574, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7816 [D loss: 0.698735, acc.: 44.14%, KL div.: 0.350720] [G loss: 0.706374, KL div.: 0.706374, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7817 [D loss: 0.694813, acc.: 50.00%, KL div.: 0.350000] [G loss: 0.699193, KL div.: 0.699193, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7818 [D loss: 0.690028, acc.: 53.52%, KL div.: 0.345988] [G loss: 0.713587, KL div.: 0.713587, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7819 [D loss: 0.693227, acc.: 52.34%, KL div.: 0.343339] [G loss: 0.702206, KL div.: 0.702206, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7820 [D loss: 0.691342, acc.: 51.17%, KL div.: 0.341706] [G loss: 0.699958, KL div.: 0.699958, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7821 [D loss: 0.692823, acc.: 48.44%, KL div.: 0.340449] [G loss: 0.698268, KL div.: 0.698268, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7822 [D loss: 0.690372, acc.: 53.12%, KL div.: 0.339188] [G loss: 0.697341, KL div.: 0.697341, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7823 [D loss: 0.691220, acc.: 53.52%, KL div.: 0.339649] [G loss: 0.702360, KL div.: 0.702360, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7824 [D loss: 0.695162, acc.: 50.00%, KL div.: 0.348279] [G loss: 0.701762, KL div.: 0.701762, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7825 [D loss: 0.685894, acc.: 56.25%, KL div.: 0.338577] [G loss: 0.716227, KL div.: 0.716227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7826 [D loss: 0.688586, acc.: 55.86%, KL div.: 0.344775] [G loss: 0.717477, KL div.: 0.717477, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7827 [D loss: 0.691333, acc.: 52.73%, KL div.: 0.349935] [G loss: 0.711601, KL div.: 0.711600, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7828 [D loss: 0.692849, acc.: 50.78%, KL div.: 0.346386] [G loss: 0.709935, KL div.: 0.709935, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7829 [D loss: 0.697468, acc.: 47.27%, KL div.: 0.347442] [G loss: 0.705711, KL div.: 0.705711, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7830 [D loss: 0.691510, acc.: 52.73%, KL div.: 0.344214] [G loss: 0.703926, KL div.: 0.703926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7831 [D loss: 0.693272, acc.: 49.61%, KL div.: 0.345655] [G loss: 0.705734, KL div.: 0.705734, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7832 [D loss: 0.690798, acc.: 51.17%, KL div.: 0.344713] [G loss: 0.697435, KL div.: 0.697435, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7833 [D loss: 0.694975, acc.: 50.39%, KL div.: 0.345703] [G loss: 0.706712, KL div.: 0.706712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7834 [D loss: 0.687798, acc.: 52.34%, KL div.: 0.342192] [G loss: 0.702207, KL div.: 0.702207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7835 [D loss: 0.694067, acc.: 50.00%, KL div.: 0.347542] [G loss: 0.705831, KL div.: 0.705831, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7836 [D loss: 0.689607, acc.: 51.56%, KL div.: 0.341143] [G loss: 0.699690, KL div.: 0.699690, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7837 [D loss: 0.690911, acc.: 50.00%, KL div.: 0.341703] [G loss: 0.710072, KL div.: 0.710072, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7838 [D loss: 0.687209, acc.: 56.25%, KL div.: 0.342039] [G loss: 0.709537, KL div.: 0.709536, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7839 [D loss: 0.690404, acc.: 51.56%, KL div.: 0.345792] [G loss: 0.702725, KL div.: 0.702725, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7840 [D loss: 0.687381, acc.: 57.42%, KL div.: 0.344567] [G loss: 0.716004, KL div.: 0.716004, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7841 [D loss: 0.687262, acc.: 56.64%, KL div.: 0.346409] [G loss: 0.717214, KL div.: 0.717214, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7842 [D loss: 0.684231, acc.: 58.59%, KL div.: 0.344913] [G loss: 0.720489, KL div.: 0.720489, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7843 [D loss: 0.690369, acc.: 53.52%, KL div.: 0.345826] [G loss: 0.703421, KL div.: 0.703421, FID: 0.000000]
4/4 [==============================] - 0s 17ms/step
7844 [D loss: 0.696111, acc.: 50.78%, KL div.: 0.350539] [G loss: 0.711749, KL div.: 0.711749, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7845 [D loss: 0.695037, acc.: 48.05%, KL div.: 0.349272] [G loss: 0.703688, KL div.: 0.703688, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7846 [D loss: 0.695352, acc.: 49.61%, KL div.: 0.347831] [G loss: 0.703146, KL div.: 0.703146, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7847 [D loss: 0.691393, acc.: 53.91%, KL div.: 0.342463] [G loss: 0.704998, KL div.: 0.704998, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7848 [D loss: 0.691016, acc.: 50.39%, KL div.: 0.344166] [G loss: 0.706045, KL div.: 0.706045, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7849 [D loss: 0.693256, acc.: 53.91%, KL div.: 0.345835] [G loss: 0.699991, KL div.: 0.699991, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7850 [D loss: 0.687415, acc.: 53.91%, KL div.: 0.341312] [G loss: 0.702032, KL div.: 0.702032, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7851 [D loss: 0.690788, acc.: 50.00%, KL div.: 0.344300] [G loss: 0.712041, KL div.: 0.712041, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7852 [D loss: 0.689305, acc.: 55.47%, KL div.: 0.343939] [G loss: 0.701620, KL div.: 0.701620, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7853 [D loss: 0.694085, acc.: 52.34%, KL div.: 0.344367] [G loss: 0.703883, KL div.: 0.703883, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7854 [D loss: 0.686532, acc.: 58.20%, KL div.: 0.339724] [G loss: 0.714342, KL div.: 0.714342, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7855 [D loss: 0.690097, acc.: 55.47%, KL div.: 0.343993] [G loss: 0.708799, KL div.: 0.708799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7856 [D loss: 0.696668, acc.: 49.61%, KL div.: 0.348761] [G loss: 0.710067, KL div.: 0.710067, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7857 [D loss: 0.687611, acc.: 57.81%, KL div.: 0.340876] [G loss: 0.706121, KL div.: 0.706121, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7858 [D loss: 0.693863, acc.: 54.30%, KL div.: 0.348349] [G loss: 0.705552, KL div.: 0.705552, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
7859 [D loss: 0.694565, acc.: 46.48%, KL div.: 0.347528] [G loss: 0.708129, KL div.: 0.708129, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7860 [D loss: 0.696482, acc.: 43.75%, KL div.: 0.347941] [G loss: 0.706883, KL div.: 0.706883, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7861 [D loss: 0.690620, acc.: 53.52%, KL div.: 0.346940] [G loss: 0.704712, KL div.: 0.704712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7862 [D loss: 0.693008, acc.: 50.78%, KL div.: 0.345902] [G loss: 0.711845, KL div.: 0.711845, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7863 [D loss: 0.693290, acc.: 52.73%, KL div.: 0.347053] [G loss: 0.706676, KL div.: 0.706676, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7864 [D loss: 0.694816, acc.: 48.05%, KL div.: 0.346662] [G loss: 0.711403, KL div.: 0.711403, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7865 [D loss: 0.689120, acc.: 50.39%, KL div.: 0.346617] [G loss: 0.711374, KL div.: 0.711374, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7866 [D loss: 0.689683, acc.: 56.25%, KL div.: 0.348374] [G loss: 0.703415, KL div.: 0.703415, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7867 [D loss: 0.692791, acc.: 51.95%, KL div.: 0.348231] [G loss: 0.715633, KL div.: 0.715633, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7868 [D loss: 0.687400, acc.: 56.64%, KL div.: 0.342980] [G loss: 0.707977, KL div.: 0.707977, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7869 [D loss: 0.687732, acc.: 57.42%, KL div.: 0.344878] [G loss: 0.704718, KL div.: 0.704718, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7870 [D loss: 0.693085, acc.: 51.56%, KL div.: 0.347445] [G loss: 0.707211, KL div.: 0.707211, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7871 [D loss: 0.688773, acc.: 51.95%, KL div.: 0.346354] [G loss: 0.708579, KL div.: 0.708579, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7872 [D loss: 0.685690, acc.: 54.69%, KL div.: 0.347358] [G loss: 0.716972, KL div.: 0.716972, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7873 [D loss: 0.686726, acc.: 58.20%, KL div.: 0.344432] [G loss: 0.712463, KL div.: 0.712463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7874 [D loss: 0.691468, acc.: 51.56%, KL div.: 0.347421] [G loss: 0.705319, KL div.: 0.705319, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7875 [D loss: 0.691466, acc.: 51.56%, KL div.: 0.347243] [G loss: 0.708780, KL div.: 0.708780, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7876 [D loss: 0.695199, acc.: 46.09%, KL div.: 0.349686] [G loss: 0.707046, KL div.: 0.707046, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7877 [D loss: 0.695509, acc.: 51.95%, KL div.: 0.345069] [G loss: 0.700859, KL div.: 0.700859, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7878 [D loss: 0.695910, acc.: 50.00%, KL div.: 0.346507] [G loss: 0.702790, KL div.: 0.702790, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7879 [D loss: 0.696931, acc.: 47.27%, KL div.: 0.348239] [G loss: 0.701418, KL div.: 0.701418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7880 [D loss: 0.694573, acc.: 48.44%, KL div.: 0.345790] [G loss: 0.700398, KL div.: 0.700398, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7881 [D loss: 0.691268, acc.: 51.56%, KL div.: 0.343830] [G loss: 0.710550, KL div.: 0.710550, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7882 [D loss: 0.688373, acc.: 56.25%, KL div.: 0.344897] [G loss: 0.710093, KL div.: 0.710093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7883 [D loss: 0.695022, acc.: 49.22%, KL div.: 0.348106] [G loss: 0.701876, KL div.: 0.701876, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7884 [D loss: 0.695056, acc.: 47.66%, KL div.: 0.346666] [G loss: 0.714376, KL div.: 0.714376, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7885 [D loss: 0.693582, acc.: 48.44%, KL div.: 0.348443] [G loss: 0.712107, KL div.: 0.712107, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7886 [D loss: 0.692200, acc.: 52.34%, KL div.: 0.347364] [G loss: 0.714128, KL div.: 0.714128, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7887 [D loss: 0.690642, acc.: 53.12%, KL div.: 0.345349] [G loss: 0.716581, KL div.: 0.716581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7888 [D loss: 0.691939, acc.: 52.34%, KL div.: 0.348428] [G loss: 0.705877, KL div.: 0.705877, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7889 [D loss: 0.689882, acc.: 54.69%, KL div.: 0.346618] [G loss: 0.711273, KL div.: 0.711273, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7890 [D loss: 0.693826, acc.: 53.91%, KL div.: 0.346693] [G loss: 0.707314, KL div.: 0.707314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7891 [D loss: 0.699066, acc.: 46.48%, KL div.: 0.352372] [G loss: 0.703959, KL div.: 0.703959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7892 [D loss: 0.692753, acc.: 51.56%, KL div.: 0.344159] [G loss: 0.701518, KL div.: 0.701518, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7893 [D loss: 0.692074, acc.: 50.78%, KL div.: 0.342991] [G loss: 0.704976, KL div.: 0.704976, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7894 [D loss: 0.691978, acc.: 55.86%, KL div.: 0.346713] [G loss: 0.703346, KL div.: 0.703346, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7895 [D loss: 0.691062, acc.: 50.00%, KL div.: 0.346500] [G loss: 0.699078, KL div.: 0.699078, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7896 [D loss: 0.694030, acc.: 53.12%, KL div.: 0.346640] [G loss: 0.706954, KL div.: 0.706954, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7897 [D loss: 0.691136, acc.: 55.47%, KL div.: 0.347587] [G loss: 0.712430, KL div.: 0.712430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7898 [D loss: 0.688730, acc.: 54.30%, KL div.: 0.343319] [G loss: 0.707527, KL div.: 0.707527, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7899 [D loss: 0.686886, acc.: 54.30%, KL div.: 0.341992] [G loss: 0.704131, KL div.: 0.704131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 0s 24ms/step
7900 [D loss: 0.693599, acc.: 50.00%, KL div.: 0.345597] [G loss: 0.703521, KL div.: 0.703521, FID: 33.749120]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 75ms/step
7901 [D loss: 0.693389, acc.: 49.61%, KL div.: 0.344463] [G loss: 0.709253, KL div.: 0.709253, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7902 [D loss: 0.694229, acc.: 48.05%, KL div.: 0.343284] [G loss: 0.706994, KL div.: 0.706994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7903 [D loss: 0.690794, acc.: 53.91%, KL div.: 0.343709] [G loss: 0.707917, KL div.: 0.707917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7904 [D loss: 0.691727, acc.: 51.95%, KL div.: 0.347622] [G loss: 0.709131, KL div.: 0.709131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7905 [D loss: 0.687458, acc.: 54.69%, KL div.: 0.340549] [G loss: 0.708330, KL div.: 0.708330, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7906 [D loss: 0.690863, acc.: 56.64%, KL div.: 0.342620] [G loss: 0.703976, KL div.: 0.703976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7907 [D loss: 0.686692, acc.: 57.03%, KL div.: 0.342111] [G loss: 0.705709, KL div.: 0.705709, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7908 [D loss: 0.691076, acc.: 54.30%, KL div.: 0.345522] [G loss: 0.705118, KL div.: 0.705118, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7909 [D loss: 0.688801, acc.: 53.91%, KL div.: 0.341718] [G loss: 0.707483, KL div.: 0.707483, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7910 [D loss: 0.692389, acc.: 53.12%, KL div.: 0.344724] [G loss: 0.704473, KL div.: 0.704473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7911 [D loss: 0.689801, acc.: 53.91%, KL div.: 0.343197] [G loss: 0.698172, KL div.: 0.698172, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7912 [D loss: 0.693625, acc.: 49.22%, KL div.: 0.344811] [G loss: 0.708874, KL div.: 0.708874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7913 [D loss: 0.693019, acc.: 50.39%, KL div.: 0.346308] [G loss: 0.713491, KL div.: 0.713491, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7914 [D loss: 0.692781, acc.: 51.17%, KL div.: 0.344958] [G loss: 0.705694, KL div.: 0.705694, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7915 [D loss: 0.691663, acc.: 51.17%, KL div.: 0.344926] [G loss: 0.712756, KL div.: 0.712756, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7916 [D loss: 0.688850, acc.: 58.98%, KL div.: 0.343902] [G loss: 0.703860, KL div.: 0.703860, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7917 [D loss: 0.687614, acc.: 54.30%, KL div.: 0.343715] [G loss: 0.705848, KL div.: 0.705848, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7918 [D loss: 0.691452, acc.: 49.61%, KL div.: 0.343962] [G loss: 0.705393, KL div.: 0.705393, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7919 [D loss: 0.694536, acc.: 48.83%, KL div.: 0.342084] [G loss: 0.704410, KL div.: 0.704410, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7920 [D loss: 0.688164, acc.: 57.03%, KL div.: 0.341620] [G loss: 0.705612, KL div.: 0.705612, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7921 [D loss: 0.687610, acc.: 57.03%, KL div.: 0.340551] [G loss: 0.705442, KL div.: 0.705442, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7922 [D loss: 0.695320, acc.: 49.61%, KL div.: 0.348014] [G loss: 0.704383, KL div.: 0.704383, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7923 [D loss: 0.690264, acc.: 53.91%, KL div.: 0.342589] [G loss: 0.711165, KL div.: 0.711165, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7924 [D loss: 0.686625, acc.: 57.81%, KL div.: 0.342384] [G loss: 0.715879, KL div.: 0.715879, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7925 [D loss: 0.688278, acc.: 57.03%, KL div.: 0.344598] [G loss: 0.710292, KL div.: 0.710292, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7926 [D loss: 0.691139, acc.: 53.12%, KL div.: 0.345714] [G loss: 0.708751, KL div.: 0.708751, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7927 [D loss: 0.685253, acc.: 58.59%, KL div.: 0.343035] [G loss: 0.705400, KL div.: 0.705400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7928 [D loss: 0.695440, acc.: 49.22%, KL div.: 0.348118] [G loss: 0.706500, KL div.: 0.706500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7929 [D loss: 0.691689, acc.: 48.44%, KL div.: 0.343575] [G loss: 0.698049, KL div.: 0.698049, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7930 [D loss: 0.692862, acc.: 49.22%, KL div.: 0.347928] [G loss: 0.703487, KL div.: 0.703487, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7931 [D loss: 0.687838, acc.: 54.30%, KL div.: 0.341974] [G loss: 0.704561, KL div.: 0.704561, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7932 [D loss: 0.693438, acc.: 48.44%, KL div.: 0.342961] [G loss: 0.705681, KL div.: 0.705681, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7933 [D loss: 0.693876, acc.: 53.91%, KL div.: 0.346120] [G loss: 0.702583, KL div.: 0.702583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7934 [D loss: 0.692998, acc.: 50.00%, KL div.: 0.345610] [G loss: 0.705701, KL div.: 0.705701, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7935 [D loss: 0.685177, acc.: 60.16%, KL div.: 0.341655] [G loss: 0.705570, KL div.: 0.705570, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7936 [D loss: 0.689453, acc.: 57.03%, KL div.: 0.343057] [G loss: 0.709868, KL div.: 0.709868, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7937 [D loss: 0.693109, acc.: 51.56%, KL div.: 0.345852] [G loss: 0.705008, KL div.: 0.705008, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7938 [D loss: 0.689978, acc.: 55.47%, KL div.: 0.344424] [G loss: 0.710739, KL div.: 0.710739, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7939 [D loss: 0.687777, acc.: 55.08%, KL div.: 0.342230] [G loss: 0.707134, KL div.: 0.707134, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7940 [D loss: 0.688751, acc.: 55.47%, KL div.: 0.345547] [G loss: 0.702988, KL div.: 0.702988, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7941 [D loss: 0.692445, acc.: 51.17%, KL div.: 0.345926] [G loss: 0.705900, KL div.: 0.705900, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7942 [D loss: 0.690831, acc.: 52.73%, KL div.: 0.343583] [G loss: 0.705512, KL div.: 0.705512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7943 [D loss: 0.689783, acc.: 54.30%, KL div.: 0.343713] [G loss: 0.703288, KL div.: 0.703288, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7944 [D loss: 0.691662, acc.: 51.17%, KL div.: 0.344589] [G loss: 0.706056, KL div.: 0.706056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7945 [D loss: 0.691057, acc.: 55.86%, KL div.: 0.343852] [G loss: 0.706125, KL div.: 0.706125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7946 [D loss: 0.688889, acc.: 50.39%, KL div.: 0.342733] [G loss: 0.701648, KL div.: 0.701648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7947 [D loss: 0.696068, acc.: 48.05%, KL div.: 0.344886] [G loss: 0.708081, KL div.: 0.708081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7948 [D loss: 0.691774, acc.: 49.61%, KL div.: 0.345827] [G loss: 0.700686, KL div.: 0.700686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7949 [D loss: 0.688015, acc.: 54.30%, KL div.: 0.341111] [G loss: 0.704910, KL div.: 0.704910, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7950 [D loss: 0.692701, acc.: 49.22%, KL div.: 0.344358] [G loss: 0.709253, KL div.: 0.709253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7951 [D loss: 0.692015, acc.: 51.95%, KL div.: 0.346057] [G loss: 0.705998, KL div.: 0.705998, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7952 [D loss: 0.695002, acc.: 49.22%, KL div.: 0.348753] [G loss: 0.701384, KL div.: 0.701384, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7953 [D loss: 0.689612, acc.: 55.86%, KL div.: 0.346033] [G loss: 0.699814, KL div.: 0.699814, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7954 [D loss: 0.690075, acc.: 54.69%, KL div.: 0.343171] [G loss: 0.705621, KL div.: 0.705621, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7955 [D loss: 0.692725, acc.: 54.69%, KL div.: 0.345508] [G loss: 0.700612, KL div.: 0.700612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7956 [D loss: 0.692908, acc.: 49.61%, KL div.: 0.344269] [G loss: 0.701961, KL div.: 0.701961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7957 [D loss: 0.690452, acc.: 51.95%, KL div.: 0.341987] [G loss: 0.711727, KL div.: 0.711727, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7958 [D loss: 0.688120, acc.: 52.34%, KL div.: 0.340230] [G loss: 0.700681, KL div.: 0.700681, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7959 [D loss: 0.684934, acc.: 58.20%, KL div.: 0.344093] [G loss: 0.713691, KL div.: 0.713691, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7960 [D loss: 0.689259, acc.: 52.73%, KL div.: 0.344482] [G loss: 0.702932, KL div.: 0.702932, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7961 [D loss: 0.696086, acc.: 47.27%, KL div.: 0.349065] [G loss: 0.705212, KL div.: 0.705212, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7962 [D loss: 0.694115, acc.: 48.44%, KL div.: 0.349158] [G loss: 0.707506, KL div.: 0.707506, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7963 [D loss: 0.697219, acc.: 44.92%, KL div.: 0.349782] [G loss: 0.715564, KL div.: 0.715564, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7964 [D loss: 0.692408, acc.: 50.00%, KL div.: 0.349408] [G loss: 0.707710, KL div.: 0.707710, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7965 [D loss: 0.696233, acc.: 46.88%, KL div.: 0.349503] [G loss: 0.709423, KL div.: 0.709423, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7966 [D loss: 0.693791, acc.: 50.78%, KL div.: 0.349349] [G loss: 0.704534, KL div.: 0.704534, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7967 [D loss: 0.692776, acc.: 51.95%, KL div.: 0.346898] [G loss: 0.702304, KL div.: 0.702304, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7968 [D loss: 0.690775, acc.: 51.17%, KL div.: 0.346863] [G loss: 0.710544, KL div.: 0.710544, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
7969 [D loss: 0.690581, acc.: 50.39%, KL div.: 0.346500] [G loss: 0.713763, KL div.: 0.713763, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7970 [D loss: 0.694491, acc.: 53.12%, KL div.: 0.346895] [G loss: 0.702749, KL div.: 0.702749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7971 [D loss: 0.686060, acc.: 59.38%, KL div.: 0.343012] [G loss: 0.709249, KL div.: 0.709249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7972 [D loss: 0.693627, acc.: 51.17%, KL div.: 0.346495] [G loss: 0.712672, KL div.: 0.712672, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7973 [D loss: 0.691149, acc.: 54.69%, KL div.: 0.347373] [G loss: 0.716886, KL div.: 0.716886, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7974 [D loss: 0.688441, acc.: 53.52%, KL div.: 0.346860] [G loss: 0.714595, KL div.: 0.714595, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7975 [D loss: 0.689955, acc.: 51.56%, KL div.: 0.346739] [G loss: 0.705477, KL div.: 0.705477, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7976 [D loss: 0.688458, acc.: 57.42%, KL div.: 0.343647] [G loss: 0.708156, KL div.: 0.708156, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7977 [D loss: 0.690749, acc.: 53.12%, KL div.: 0.347177] [G loss: 0.707693, KL div.: 0.707693, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7978 [D loss: 0.693502, acc.: 50.00%, KL div.: 0.346294] [G loss: 0.705142, KL div.: 0.705142, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7979 [D loss: 0.691389, acc.: 50.78%, KL div.: 0.345344] [G loss: 0.709042, KL div.: 0.709042, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7980 [D loss: 0.687757, acc.: 58.59%, KL div.: 0.343751] [G loss: 0.705177, KL div.: 0.705177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7981 [D loss: 0.690866, acc.: 52.34%, KL div.: 0.345189] [G loss: 0.697888, KL div.: 0.697888, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
7982 [D loss: 0.687837, acc.: 55.47%, KL div.: 0.344482] [G loss: 0.704785, KL div.: 0.704785, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7983 [D loss: 0.693059, acc.: 50.78%, KL div.: 0.343715] [G loss: 0.697248, KL div.: 0.697248, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7984 [D loss: 0.695528, acc.: 48.44%, KL div.: 0.341600] [G loss: 0.696908, KL div.: 0.696908, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7985 [D loss: 0.691208, acc.: 50.78%, KL div.: 0.342428] [G loss: 0.703129, KL div.: 0.703129, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7986 [D loss: 0.690136, acc.: 55.08%, KL div.: 0.345993] [G loss: 0.711039, KL div.: 0.711039, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7987 [D loss: 0.689255, acc.: 56.25%, KL div.: 0.346626] [G loss: 0.709329, KL div.: 0.709329, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7988 [D loss: 0.690856, acc.: 49.61%, KL div.: 0.348361] [G loss: 0.713033, KL div.: 0.713033, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7989 [D loss: 0.688434, acc.: 57.03%, KL div.: 0.345335] [G loss: 0.706985, KL div.: 0.706985, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7990 [D loss: 0.694065, acc.: 50.78%, KL div.: 0.346459] [G loss: 0.708697, KL div.: 0.708697, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7991 [D loss: 0.687305, acc.: 53.91%, KL div.: 0.344064] [G loss: 0.711238, KL div.: 0.711238, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7992 [D loss: 0.690242, acc.: 51.95%, KL div.: 0.346602] [G loss: 0.701414, KL div.: 0.701414, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7993 [D loss: 0.692954, acc.: 52.73%, KL div.: 0.345365] [G loss: 0.696265, KL div.: 0.696265, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7994 [D loss: 0.691250, acc.: 53.12%, KL div.: 0.343668] [G loss: 0.703674, KL div.: 0.703674, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7995 [D loss: 0.701061, acc.: 46.09%, KL div.: 0.345205] [G loss: 0.707781, KL div.: 0.707781, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7996 [D loss: 0.689239, acc.: 50.00%, KL div.: 0.337153] [G loss: 0.701824, KL div.: 0.701824, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7997 [D loss: 0.693854, acc.: 51.17%, KL div.: 0.345044] [G loss: 0.702746, KL div.: 0.702746, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7998 [D loss: 0.693024, acc.: 50.39%, KL div.: 0.344540] [G loss: 0.708035, KL div.: 0.708035, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7999 [D loss: 0.688514, acc.: 58.20%, KL div.: 0.346637] [G loss: 0.720499, KL div.: 0.720499, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 3s 74ms/step
4/4 [==============================] - 0s 38ms/step
8000 [D loss: 0.691919, acc.: 53.52%, KL div.: 0.347593] [G loss: 0.712967, KL div.: 0.712967, FID: 38.706176]
1/1 [==============================] - 0s 34ms/step

Final metrics:
Final D loss: 0.6919191479682922
Final G loss: 0.7129672765731812
Final D accuracy: 53.515625%
Final D KL Divergence: 0.34759271540281134
Final G KL Divergence: 0.7129672765731812
Final FID: 38.70617646482618

---

D loss (Discriminator Loss):

• At 0.6919, this is a bit higher than your previous value, indicating the discriminator is finding it harder to differentiate between real and generated images. You may need to adjust the discriminator’s architecture or training process to improve this.

G loss (Generator Loss):

• At 0.7130, this is relatively low, suggesting the generator is performing reasonably well at fooling the discriminator. However, it's still essential to monitor whether this is improving the quality of generated images.

D accuracy:

• At 53.52%, this indicates the discriminator’s accuracy is close to chance level, meaning it is struggling to distinguish between real and generated images. This might suggest that the generator is producing images that are increasingly convincing or that the discriminator is not learning effectively.

D KL Divergence:

• At 0.3476, this is slightly higher than before, indicating there is a noticeable divergence between the real and generated image distributions from the perspective of the discriminator.

G KL Divergence:

• At 0.7130, this is the same as the generator loss, reflecting the divergence between the generator's output and the target distribution. This suggests the generator's output is somewhat consistent with its loss value.

FID (Fréchet Inception Distance):

• At 38.71, this is very close to your previous FID score. It indicates that the quality and diversity of generated images are similar to the previous set of results. The slight change might not be significant but suggests consistency in performance.

Summary:

This set of metrics suggests that the generator might be producing more convincing images (as indicated by the lower generator loss and discriminator accuracy close to chance) but could benefit from further tuning of both the generator and discriminator to improve image quality and discriminator performance.

---

Visually inspect the images

# Create GIF after training
create_gif('generated_DCGAN', 'generated_DCGAN_progression.gif')

# Path to the GIF file
gif_path = 'generated_DCGAN_progression.gif'

# Display the GIF
display(Image(filename=gif_path))

C:\Users\caleb\AppData\Local\Temp\ipykernel_24636\38160720.py:13: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.
  frames.append(imageio.imread(img_path))

GIF saved at generated_DCGAN_progression.gif

<IPython.core.display.Image object>

---

If GIF does not work you can view it in the folder with the name of the GIF file above.

---

CGAN Model

Conditional GANs (cGANs) are an extension of the basic GAN (Generative Adversarial Network) framework that allows for generating images conditioned on additional information. This additional information can be any form of auxiliary data, such as class labels, text, or other types of structured data.

Why did we choose to train this model:

• Class-Conditional Generation:
  • cGANs can generate images of specific classes within the EMNIST dataset (e.g., specific handwritten letters). This is useful if you need to generate samples of particular characters or digits. We would be making use of this later on to generate class specfic letters.
• Improved Quality and Relevance:
  • By conditioning on additional information, cGANs can produce more relevant and higher-quality outputs compared to standard GANs.
• Versatility:
  • Since EMNIST includes various types of handwritten characters, DCGANs can help explore different classes by generating samples for each class.
• Controlled Generation:
  • cGANs allow for more controlled generation of data by conditioning the output on specific information. This is useful for generating data of particular classes or with particular attributes.

Weakness

• Resource Intensive:
  • Training cGANs can be computationally demanding, requiring significant resources in terms of time and hardware, especially for large and complex datasets.
• Balancing Generator and Discriminator:
  • The conditioning information needs to be balanced carefully between the generator and discriminator to ensure effective learning.
• Complexity and Training Stability:
  • Adding conditioning information increases the complexity of the model, which can make training even more challenging and unstable.

def kl_divergence(y_true, y_pred):
    y_true = K.clip(y_true, K.epsilon(), 1)
    y_pred = K.clip(y_pred, K.epsilon(), 1)
    return K.sum(y_true * K.log(y_true / y_pred), axis=-1)

class CGAN:
    def __init__(self, rows, cols, channels, num_classes, z=100):
        self.img_rows = rows
        self.img_cols = cols
        self.channels = channels
        self.img_shape = (self.img_rows, self.img_cols, self.channels)
        self.latent_dim = z
        self.num_classes = num_classes

        optimizer = Adam(learning_rate=0.0002, beta_1=0.5)

        self.discriminator = self.build_discriminator()
        self.discriminator.compile(loss='binary_crossentropy', optimizer=optimizer, metrics=['accuracy', kl_divergence])

        self.generator = self.build_generator()

        z = Input(shape=(self.latent_dim,))
        label = Input(shape=(1,), dtype='int32')
        img = self.generator([z, label])

        self.discriminator.trainable = False
        valid = self.discriminator([img, label])

        self.combined = Model([z, label], valid)
        self.combined.compile(loss='binary_crossentropy', optimizer=optimizer, metrics=[kl_divergence])

    def build_generator(self):
        noise = Input(shape=(self.latent_dim,))
        label = Input(shape=(1,), dtype='int32')

        label_embedding = Embedding(self.num_classes, self.latent_dim)(label)
        label_embedding = Flatten()(label_embedding)
        model_input = Concatenate()([noise, label_embedding])

        model = Sequential(name='Generator')
        model.add(Dense(128 * 7 * 7, activation="relu", input_dim=self.latent_dim + self.latent_dim))
        model.add(Reshape((7, 7, 128)))
        model.add(Conv2DTranspose(128, (4, 4), strides=(2, 2), padding='same'))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Conv2DTranspose(128, (4, 4), strides=(2, 2), padding='same'))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Conv2D(self.channels, kernel_size=7, padding="same", activation='tanh'))

        model.summary()

        img = model(model_input)
        return Model([noise, label], img)

    def build_discriminator(self):
        img = Input(shape=self.img_shape)
        label = Input(shape=(1,), dtype='int32')

        label_embedding = Embedding(self.num_classes, np.prod(self.img_shape))(label)
        label_embedding = Flatten()(label_embedding)
        label_embedding = Dense(np.prod(self.img_shape))(label_embedding)
        label_embedding = Reshape(self.img_shape)(label_embedding)

        model = Sequential(name='Discriminator')
        model.add(Conv2D(128, kernel_size=3, strides=2, input_shape=self.img_shape, padding="same"))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dropout(0.4))
        model.add(Conv2D(128, kernel_size=3, strides=2, padding="same"))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dropout(0.4))
        model.add(Flatten())
        model.add(Dense(128))
        
        img_features = model(img)
        label_embedding = Flatten()(label_embedding)
        label_embedding = Dense(128)(label_embedding)
        
        model_input = Concatenate()([img_features, label_embedding])
        validity = Dense(1, activation='sigmoid')(model_input)

        model.summary()

        return Model([img, label], validity)

    def calculate_fid(self, real_images, generated_images):
        def preprocess_images(images):
            images_resized = np.array([resize(image, (75, 75, self.channels), mode='reflect') for image in images])
            if images_resized.shape[-1] == 1:
                images_resized = np.concatenate([images_resized] * 3, axis=-1)
            return images_resized

        def get_activations(images):
            model = InceptionV3(include_top=False, pooling='avg', input_shape=(75, 75, 3))
            images = preprocess_input(images)
            return model.predict(images)

        real_images_rgb = preprocess_images(real_images)
        generated_images_rgb = preprocess_images(generated_images)

        real_activations = get_activations(real_images_rgb)
        generated_activations = get_activations(generated_images_rgb)

        mu_real, sigma_real = real_activations.mean(axis=0), np.cov(real_activations, rowvar=False)
        mu_gen, sigma_gen = generated_activations.mean(axis=0), np.cov(generated_activations, rowvar=False)

        ssdiff = np.sum((mu_real - mu_gen) ** 2.0)
        sqrt_sigma = sqrtm(sigma_real.dot(sigma_gen))
        if np.iscomplexobj(sqrt_sigma):
            sqrt_sigma = sqrt_sigma.real
        fid = ssdiff + np.trace(sigma_real + sigma_gen - 2.0 * sqrt_sigma)

        return fid

    def train(self, balanced_X, balanced_y, epochs, batch_size=128, save_interval=50):
        X_train = balanced_X
        y_train = balanced_y

        X_train = X_train.reshape(-1, self.img_rows, self.img_cols, self.channels)

        valid = np.ones((batch_size, 1))
        fake = np.zeros((batch_size, 1))

        d_losses = []
        g_losses = []
        d_accuracies = []
        kl_divergences_d = []
        kl_divergences_g = []
        fid_scores = []

        for epoch in range(epochs):
            idx = np.random.randint(0, X_train.shape[0], batch_size)
            imgs = X_train[idx]
            labels = y_train[idx]

            noise = np.random.normal(0, 1, (batch_size, self.latent_dim))
            gen_labels = np.random.randint(0, self.num_classes, batch_size).reshape(-1, 1)
            gen_imgs = self.generator.predict([noise, gen_labels])

            d_loss_real = self.discriminator.train_on_batch([imgs, labels], valid)
            d_loss_fake = self.discriminator.train_on_batch([gen_imgs, gen_labels], fake)
            d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)

            g_loss = self.combined.train_on_batch([noise, gen_labels], valid)

            if epoch % save_interval == 0:
                fid_score = self.calculate_fid(imgs, gen_imgs)
                fid_scores.append(fid_score)

            print ("%d [D loss: %f, acc.: %.2f%%, KL div.: %f] [G loss: %f, KL div.: %f, FID: %f]" % (
                epoch, d_loss[0], 100 * d_loss[1], d_loss[2], g_loss[0], g_loss[1], fid_score if epoch % save_interval == 0 else 0))

            if epoch % save_interval == 0:
                self.save_imgs(epoch)
                d_losses.append(d_loss[0])
                g_losses.append(g_loss[0])
                d_accuracies.append(100 * d_loss[1])
                kl_divergences_d.append(d_loss[2])
                kl_divergences_g.append(g_loss[1])

        self.print_final_metrics(d_losses, g_losses, d_accuracies, kl_divergences_d, kl_divergences_g, fid_scores)
        self.plot_losses(d_losses, g_losses, save_interval)
        self.plot_accuracy(d_accuracies, save_interval)
        self.plot_kl_divergence(kl_divergences_d, kl_divergences_g, save_interval)
        self.plot_fid(fid_scores, save_interval)

    def save_imgs(self, epoch):
        r, c = 5, 5
        noise = np.random.normal(0, 1, (r * c, self.latent_dim))
        gen_labels = np.arange(0, r * c) % self.num_classes
        gen_imgs = self.generator.predict([noise, gen_labels])

        if self.channels == 1:
            gen_imgs = np.expand_dims(gen_imgs, axis=-1)
        
        gen_imgs_resized = np.array([resize(img, (75, 75, self.channels), mode='reflect') for img in gen_imgs])

        fig, axs = plt.subplots(r, c)
        cnt = 0
        for i in range(r):
            for j in range(c):
                axs[i, j].imshow(gen_imgs_resized[cnt, :, :, 0], cmap='gray' if self.channels == 1 else 'auto')
                axs[i, j].axis('off')
                cnt += 1
        os.makedirs('generated_CGAN', exist_ok=True)
        fig.savefig("generated_CGAN/CGAN_mnist_{:d}.png".format(epoch))
        plt.close()

    def print_final_metrics(self, d_losses, g_losses, d_accuracies, kl_divergences_d, kl_divergences_g, fid_scores):
        print("\nFinal metrics:")
        print(f"Final D loss: {d_losses[-1] if d_losses else 'No data'}")
        print(f"Final G loss: {g_losses[-1] if g_losses else 'No data'}")
        print(f"Final D accuracy: {d_accuracies[-1] if d_accuracies else 'No data'}%")
        print(f"Final D KL Divergence: {kl_divergences_d[-1] if kl_divergences_d else 'No data'}")
        print(f"Final G KL Divergence: {kl_divergences_g[-1] if kl_divergences_g else 'No data'}")
        print(f"Final FID: {fid_scores[-1] if fid_scores else 'No data'}")

    def plot_losses(self, d_losses, g_losses, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(d_losses) * save_interval, save_interval), d_losses, label='Discriminator Loss')
        plt.plot(range(0, len(g_losses) * save_interval, save_interval), g_losses, label='Generator Loss')
        plt.title('Losses')
        plt.xlabel('Epoch')
        plt.ylabel('Loss')
        plt.legend()
        plt.show()

    def plot_accuracy(self, d_accuracies, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(d_accuracies) * save_interval, save_interval), d_accuracies, label='Discriminator Accuracy')
        plt.title('Discriminator Accuracy')
        plt.xlabel('Epoch')
        plt.ylabel('Accuracy (%)')
        plt.legend()
        plt.show()

    def plot_kl_divergence(self, kl_divergences_d, kl_divergences_g, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(kl_divergences_d) * save_interval, save_interval), kl_divergences_d, label='Discriminator KL Divergence')
        plt.plot(range(0, len(kl_divergences_g) * save_interval, save_interval), kl_divergences_g, label='Generator KL Divergence')
        plt.title('KL Divergence')
        plt.xlabel('Epoch')
        plt.ylabel('KL Divergence')
        plt.legend()
        plt.show()

    def plot_fid(self, fid_scores, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(fid_scores) * save_interval, save_interval), fid_scores, label='FID Score')
        plt.title('FID Score')
        plt.xlabel('Epoch')
        plt.ylabel('FID Score')
        plt.legend()
        plt.show()

Running the CGAN Model

# Instantiate and train the CGAN model
cgan = CGAN(28, 28, 1, num_classes=26, z=100)
cgan.train(balanced_X, balanced_y, epochs=8001, batch_size=128, save_interval=100)

Model: "Discriminator"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv2d_9330 (Conv2D)        (None, 14, 14, 128)       1280      
                                                                 
 leaky_re_lu_28 (LeakyReLU)  (None, 14, 14, 128)       0         
                                                                 
 dropout_14 (Dropout)        (None, 14, 14, 128)       0         
                                                                 
 conv2d_9331 (Conv2D)        (None, 7, 7, 128)         147584    
                                                                 
 leaky_re_lu_29 (LeakyReLU)  (None, 7, 7, 128)         0         
                                                                 
 dropout_15 (Dropout)        (None, 7, 7, 128)         0         
                                                                 
 flatten_11 (Flatten)        (None, 6272)              0         
                                                                 
 dense_19 (Dense)            (None, 128)               802944    
                                                                 
=================================================================
Total params: 951,808
Trainable params: 951,808
Non-trainable params: 0
_________________________________________________________________
Model: "Generator"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense_22 (Dense)            (None, 6272)              1260672   
                                                                 
 reshape_9 (Reshape)         (None, 7, 7, 128)         0         
                                                                 
 conv2d_transpose_14 (Conv2D  (None, 14, 14, 128)      262272    
 Transpose)                                                      
                                                                 
 leaky_re_lu_30 (LeakyReLU)  (None, 14, 14, 128)       0         
                                                                 
 conv2d_transpose_15 (Conv2D  (None, 28, 28, 128)      262272    
 Transpose)                                                      
                                                                 
 leaky_re_lu_31 (LeakyReLU)  (None, 28, 28, 128)       0         
                                                                 
 conv2d_9332 (Conv2D)        (None, 28, 28, 1)         6273      
                                                                 
=================================================================
Total params: 1,791,489
Trainable params: 1,791,489
Non-trainable params: 0
_________________________________________________________________
4/4 [==============================] - 0s 63ms/step
4/4 [==============================] - 1s 85ms/step
4/4 [==============================] - 1s 78ms/step
0 [D loss: 0.706275, acc.: 28.52%, KL div.: 0.346405] [G loss: 0.677871, KL div.: 0.677871, FID: 318.332803]
1/1 [==============================] - 0s 330ms/step
4/4 [==============================] - 0s 59ms/step
1 [D loss: 0.654953, acc.: 54.69%, KL div.: 0.285316] [G loss: 0.661538, KL div.: 0.661538, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2 [D loss: 0.638213, acc.: 50.00%, KL div.: 0.240973] [G loss: 0.623588, KL div.: 0.623588, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3 [D loss: 0.663778, acc.: 50.00%, KL div.: 0.205786] [G loss: 0.570575, KL div.: 0.570575, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4 [D loss: 0.715871, acc.: 50.00%, KL div.: 0.186698] [G loss: 0.558127, KL div.: 0.558127, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5 [D loss: 0.691446, acc.: 50.00%, KL div.: 0.200294] [G loss: 0.693198, KL div.: 0.693198, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6 [D loss: 0.577028, acc.: 82.03%, KL div.: 0.241976] [G loss: 1.033096, KL div.: 1.033096, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7 [D loss: 0.519872, acc.: 97.66%, KL div.: 0.283387] [G loss: 1.218330, KL div.: 1.218330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
8 [D loss: 0.547182, acc.: 95.70%, KL div.: 0.298148] [G loss: 1.044163, KL div.: 1.044163, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
9 [D loss: 0.591001, acc.: 93.75%, KL div.: 0.283573] [G loss: 0.829921, KL div.: 0.829921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
10 [D loss: 0.634974, acc.: 50.39%, KL div.: 0.242312] [G loss: 0.685793, KL div.: 0.685793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
11 [D loss: 0.644990, acc.: 50.78%, KL div.: 0.215973] [G loss: 0.676925, KL div.: 0.676925, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
12 [D loss: 0.564838, acc.: 54.69%, KL div.: 0.175719] [G loss: 0.765141, KL div.: 0.765141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
13 [D loss: 0.451827, acc.: 94.92%, KL div.: 0.142955] [G loss: 0.937140, KL div.: 0.937140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
14 [D loss: 0.367496, acc.: 100.00%, KL div.: 0.112622] [G loss: 1.064846, KL div.: 1.064846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
15 [D loss: 0.333360, acc.: 99.61%, KL div.: 0.085927] [G loss: 1.053664, KL div.: 1.053664, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
16 [D loss: 0.333010, acc.: 99.61%, KL div.: 0.060410] [G loss: 0.956061, KL div.: 0.956061, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
17 [D loss: 0.362485, acc.: 90.62%, KL div.: 0.044504] [G loss: 0.872622, KL div.: 0.872622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
18 [D loss: 0.426986, acc.: 58.20%, KL div.: 0.044739] [G loss: 0.801597, KL div.: 0.801597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
19 [D loss: 0.478985, acc.: 53.52%, KL div.: 0.044347] [G loss: 0.798325, KL div.: 0.798325, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
20 [D loss: 0.477699, acc.: 56.64%, KL div.: 0.064936] [G loss: 0.984133, KL div.: 0.984133, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
21 [D loss: 0.410834, acc.: 87.89%, KL div.: 0.113256] [G loss: 1.436816, KL div.: 1.436816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
22 [D loss: 0.352510, acc.: 97.27%, KL div.: 0.165905] [G loss: 1.815856, KL div.: 1.815856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
23 [D loss: 0.369653, acc.: 94.14%, KL div.: 0.188678] [G loss: 1.763191, KL div.: 1.763191, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
24 [D loss: 0.445742, acc.: 91.02%, KL div.: 0.226511] [G loss: 1.517580, KL div.: 1.517580, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
25 [D loss: 0.393511, acc.: 94.14%, KL div.: 0.161385] [G loss: 1.548860, KL div.: 1.548860, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
26 [D loss: 0.447655, acc.: 89.45%, KL div.: 0.206371] [G loss: 1.468253, KL div.: 1.468253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
27 [D loss: 0.414898, acc.: 91.41%, KL div.: 0.166707] [G loss: 1.403246, KL div.: 1.403246, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
28 [D loss: 0.499439, acc.: 74.61%, KL div.: 0.171677] [G loss: 1.236020, KL div.: 1.236020, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
29 [D loss: 0.664914, acc.: 50.39%, KL div.: 0.224878] [G loss: 1.176789, KL div.: 1.176789, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
30 [D loss: 0.708893, acc.: 50.78%, KL div.: 0.266087] [G loss: 1.266952, KL div.: 1.266952, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
31 [D loss: 0.851657, acc.: 37.50%, KL div.: 0.383537] [G loss: 1.093237, KL div.: 1.093237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
32 [D loss: 0.915913, acc.: 28.12%, KL div.: 0.425846] [G loss: 1.202522, KL div.: 1.202522, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
33 [D loss: 1.001335, acc.: 22.66%, KL div.: 0.516533] [G loss: 1.192111, KL div.: 1.192111, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
34 [D loss: 0.917471, acc.: 27.34%, KL div.: 0.548363] [G loss: 1.255264, KL div.: 1.255264, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
35 [D loss: 0.930699, acc.: 23.83%, KL div.: 0.568477] [G loss: 1.354180, KL div.: 1.354179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
36 [D loss: 0.895861, acc.: 36.33%, KL div.: 0.575645] [G loss: 1.290821, KL div.: 1.290821, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
37 [D loss: 0.868174, acc.: 46.09%, KL div.: 0.592857] [G loss: 1.380015, KL div.: 1.380015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
38 [D loss: 0.787379, acc.: 52.34%, KL div.: 0.546027] [G loss: 1.391901, KL div.: 1.391901, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
39 [D loss: 0.729266, acc.: 55.86%, KL div.: 0.490833] [G loss: 1.413821, KL div.: 1.413822, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
40 [D loss: 0.731146, acc.: 56.64%, KL div.: 0.496454] [G loss: 1.355015, KL div.: 1.355015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
41 [D loss: 0.677655, acc.: 57.03%, KL div.: 0.454731] [G loss: 1.392226, KL div.: 1.392226, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
42 [D loss: 0.640485, acc.: 58.20%, KL div.: 0.421712] [G loss: 1.331733, KL div.: 1.331733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
43 [D loss: 0.623050, acc.: 64.84%, KL div.: 0.396990] [G loss: 1.311076, KL div.: 1.311076, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
44 [D loss: 0.591366, acc.: 66.02%, KL div.: 0.378665] [G loss: 1.407723, KL div.: 1.407723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
45 [D loss: 0.562935, acc.: 76.95%, KL div.: 0.344657] [G loss: 1.329193, KL div.: 1.329193, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
46 [D loss: 0.535609, acc.: 83.98%, KL div.: 0.317982] [G loss: 1.336665, KL div.: 1.336665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
47 [D loss: 0.521198, acc.: 89.45%, KL div.: 0.302788] [G loss: 1.298908, KL div.: 1.298908, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
48 [D loss: 0.506216, acc.: 91.41%, KL div.: 0.280720] [G loss: 1.243378, KL div.: 1.243378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
49 [D loss: 0.494323, acc.: 95.70%, KL div.: 0.262193] [G loss: 1.220421, KL div.: 1.220421, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
50 [D loss: 0.487617, acc.: 93.36%, KL div.: 0.251538] [G loss: 1.170804, KL div.: 1.170804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
51 [D loss: 0.465069, acc.: 96.88%, KL div.: 0.226678] [G loss: 1.220704, KL div.: 1.220704, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
52 [D loss: 0.449098, acc.: 98.05%, KL div.: 0.199075] [G loss: 1.148219, KL div.: 1.148219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
53 [D loss: 0.426098, acc.: 98.44%, KL div.: 0.186279] [G loss: 1.207520, KL div.: 1.207520, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
54 [D loss: 0.423032, acc.: 97.66%, KL div.: 0.172522] [G loss: 1.147641, KL div.: 1.147641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
55 [D loss: 0.432400, acc.: 98.83%, KL div.: 0.169403] [G loss: 1.111655, KL div.: 1.111655, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
56 [D loss: 0.460071, acc.: 94.14%, KL div.: 0.164942] [G loss: 1.128210, KL div.: 1.128210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
57 [D loss: 0.571301, acc.: 54.69%, KL div.: 0.160085] [G loss: 1.131961, KL div.: 1.131961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
58 [D loss: 0.618560, acc.: 54.69%, KL div.: 0.189781] [G loss: 1.762928, KL div.: 1.762928, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
59 [D loss: 0.357856, acc.: 94.92%, KL div.: 0.221836] [G loss: 2.227500, KL div.: 2.227500, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
60 [D loss: 0.412844, acc.: 94.53%, KL div.: 0.213171] [G loss: 1.608614, KL div.: 1.608614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
61 [D loss: 0.610247, acc.: 50.78%, KL div.: 0.177604] [G loss: 1.302006, KL div.: 1.302006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
62 [D loss: 0.566939, acc.: 64.84%, KL div.: 0.212187] [G loss: 1.713426, KL div.: 1.713426, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
63 [D loss: 0.664423, acc.: 48.05%, KL div.: 0.267596] [G loss: 1.794366, KL div.: 1.794366, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
64 [D loss: 0.676278, acc.: 51.95%, KL div.: 0.297179] [G loss: 2.189792, KL div.: 2.189792, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
65 [D loss: 0.592580, acc.: 78.91%, KL div.: 0.350785] [G loss: 1.944547, KL div.: 1.944547, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
66 [D loss: 0.781898, acc.: 36.72%, KL div.: 0.324215] [G loss: 1.239391, KL div.: 1.239391, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
67 [D loss: 0.678087, acc.: 54.30%, KL div.: 0.321731] [G loss: 1.550101, KL div.: 1.550102, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
68 [D loss: 0.556313, acc.: 73.05%, KL div.: 0.377097] [G loss: 1.925824, KL div.: 1.925824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
69 [D loss: 0.508695, acc.: 80.08%, KL div.: 0.339697] [G loss: 1.783779, KL div.: 1.783779, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
70 [D loss: 0.517221, acc.: 87.89%, KL div.: 0.275020] [G loss: 1.484425, KL div.: 1.484425, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
71 [D loss: 0.484973, acc.: 88.67%, KL div.: 0.223971] [G loss: 1.520650, KL div.: 1.520650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
72 [D loss: 0.508447, acc.: 88.67%, KL div.: 0.258418] [G loss: 1.419559, KL div.: 1.419559, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
73 [D loss: 0.522911, acc.: 85.94%, KL div.: 0.283722] [G loss: 1.397960, KL div.: 1.397960, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
74 [D loss: 0.540068, acc.: 83.59%, KL div.: 0.275159] [G loss: 1.267831, KL div.: 1.267831, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
75 [D loss: 0.520324, acc.: 88.67%, KL div.: 0.251469] [G loss: 1.306332, KL div.: 1.306332, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
76 [D loss: 0.494885, acc.: 89.45%, KL div.: 0.254056] [G loss: 1.412099, KL div.: 1.412099, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
77 [D loss: 0.493494, acc.: 89.84%, KL div.: 0.250935] [G loss: 1.330793, KL div.: 1.330793, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
78 [D loss: 0.478209, acc.: 90.23%, KL div.: 0.245554] [G loss: 1.346734, KL div.: 1.346734, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
79 [D loss: 0.464589, acc.: 94.53%, KL div.: 0.222766] [G loss: 1.301199, KL div.: 1.301199, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
80 [D loss: 0.457899, acc.: 91.41%, KL div.: 0.221638] [G loss: 1.278639, KL div.: 1.278639, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
81 [D loss: 0.452622, acc.: 93.36%, KL div.: 0.216748] [G loss: 1.327321, KL div.: 1.327321, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
82 [D loss: 0.491176, acc.: 87.11%, KL div.: 0.212750] [G loss: 1.204801, KL div.: 1.204801, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
83 [D loss: 0.505932, acc.: 84.38%, KL div.: 0.214716] [G loss: 1.128649, KL div.: 1.128649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
84 [D loss: 0.514033, acc.: 83.20%, KL div.: 0.206087] [G loss: 1.148495, KL div.: 1.148495, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
85 [D loss: 0.471734, acc.: 91.41%, KL div.: 0.209621] [G loss: 1.325741, KL div.: 1.325741, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
86 [D loss: 0.461893, acc.: 92.58%, KL div.: 0.209304] [G loss: 1.464293, KL div.: 1.464293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
87 [D loss: 0.461844, acc.: 92.19%, KL div.: 0.223227] [G loss: 1.424975, KL div.: 1.424975, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
88 [D loss: 0.424089, acc.: 94.92%, KL div.: 0.211624] [G loss: 1.588661, KL div.: 1.588661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
89 [D loss: 0.419592, acc.: 94.92%, KL div.: 0.212687] [G loss: 1.648793, KL div.: 1.648793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
90 [D loss: 0.354828, acc.: 96.09%, KL div.: 0.160760] [G loss: 1.723743, KL div.: 1.723743, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
91 [D loss: 0.374487, acc.: 95.70%, KL div.: 0.185764] [G loss: 1.722857, KL div.: 1.722857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
92 [D loss: 0.361037, acc.: 98.05%, KL div.: 0.174346] [G loss: 1.644096, KL div.: 1.644096, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
93 [D loss: 0.340123, acc.: 98.05%, KL div.: 0.148662] [G loss: 1.583240, KL div.: 1.583240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
94 [D loss: 0.356648, acc.: 96.48%, KL div.: 0.157633] [G loss: 1.567304, KL div.: 1.567304, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
95 [D loss: 0.417758, acc.: 90.23%, KL div.: 0.161575] [G loss: 1.475576, KL div.: 1.475576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
96 [D loss: 0.500901, acc.: 73.05%, KL div.: 0.167531] [G loss: 1.511820, KL div.: 1.511820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
97 [D loss: 0.586030, acc.: 64.06%, KL div.: 0.229897] [G loss: 1.591651, KL div.: 1.591651, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
98 [D loss: 0.496824, acc.: 86.33%, KL div.: 0.248985] [G loss: 1.959010, KL div.: 1.959010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
99 [D loss: 0.480082, acc.: 86.72%, KL div.: 0.271473] [G loss: 1.933051, KL div.: 1.933051, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 6s 97ms/step
4/4 [==============================] - 1s 77ms/step
100 [D loss: 0.390648, acc.: 94.92%, KL div.: 0.211064] [G loss: 1.886241, KL div.: 1.886241, FID: 222.514147]
1/1 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 54ms/step
101 [D loss: 0.369698, acc.: 96.48%, KL div.: 0.190652] [G loss: 1.791349, KL div.: 1.791349, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
102 [D loss: 0.366504, acc.: 96.48%, KL div.: 0.179496] [G loss: 1.744424, KL div.: 1.744424, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
103 [D loss: 0.377020, acc.: 93.75%, KL div.: 0.162339] [G loss: 1.632965, KL div.: 1.632965, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
104 [D loss: 0.454666, acc.: 84.38%, KL div.: 0.172101] [G loss: 1.506887, KL div.: 1.506887, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
105 [D loss: 0.543157, acc.: 70.31%, KL div.: 0.195305] [G loss: 1.402439, KL div.: 1.402439, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
106 [D loss: 0.627827, acc.: 61.33%, KL div.: 0.271012] [G loss: 1.766477, KL div.: 1.766477, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
107 [D loss: 0.588366, acc.: 71.09%, KL div.: 0.301559] [G loss: 1.967894, KL div.: 1.967894, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
108 [D loss: 0.522095, acc.: 78.12%, KL div.: 0.305222] [G loss: 1.998915, KL div.: 1.998915, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
109 [D loss: 0.530760, acc.: 78.12%, KL div.: 0.305024] [G loss: 1.849499, KL div.: 1.849499, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
110 [D loss: 0.485483, acc.: 82.81%, KL div.: 0.274751] [G loss: 1.893057, KL div.: 1.893057, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
111 [D loss: 0.456281, acc.: 89.06%, KL div.: 0.248110] [G loss: 1.849295, KL div.: 1.849295, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
112 [D loss: 0.382039, acc.: 93.36%, KL div.: 0.198467] [G loss: 1.931696, KL div.: 1.931696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
113 [D loss: 0.492408, acc.: 82.81%, KL div.: 0.250739] [G loss: 1.726248, KL div.: 1.726248, FID: 0.000000]
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114 [D loss: 0.458437, acc.: 84.77%, KL div.: 0.199112] [G loss: 1.715033, KL div.: 1.715033, FID: 0.000000]
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115 [D loss: 0.470238, acc.: 83.20%, KL div.: 0.216286] [G loss: 1.799628, KL div.: 1.799628, FID: 0.000000]
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116 [D loss: 0.562514, acc.: 73.83%, KL div.: 0.267549] [G loss: 1.643574, KL div.: 1.643574, FID: 0.000000]
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117 [D loss: 0.560789, acc.: 72.27%, KL div.: 0.266941] [G loss: 1.586377, KL div.: 1.586377, FID: 0.000000]
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118 [D loss: 0.541925, acc.: 73.44%, KL div.: 0.249407] [G loss: 1.668743, KL div.: 1.668743, FID: 0.000000]
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119 [D loss: 0.526268, acc.: 73.05%, KL div.: 0.249718] [G loss: 1.559322, KL div.: 1.559322, FID: 0.000000]
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120 [D loss: 0.444804, acc.: 86.72%, KL div.: 0.214337] [G loss: 1.829575, KL div.: 1.829575, FID: 0.000000]
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121 [D loss: 0.403695, acc.: 91.41%, KL div.: 0.171734] [G loss: 1.644767, KL div.: 1.644767, FID: 0.000000]
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122 [D loss: 0.404513, acc.: 89.45%, KL div.: 0.189603] [G loss: 1.725603, KL div.: 1.725603, FID: 0.000000]
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123 [D loss: 0.362175, acc.: 93.36%, KL div.: 0.154062] [G loss: 1.745319, KL div.: 1.745319, FID: 0.000000]
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124 [D loss: 0.344286, acc.: 91.41%, KL div.: 0.155727] [G loss: 1.717532, KL div.: 1.717532, FID: 0.000000]
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125 [D loss: 0.294948, acc.: 95.70%, KL div.: 0.118629] [G loss: 1.755733, KL div.: 1.755733, FID: 0.000000]
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126 [D loss: 0.272418, acc.: 97.66%, KL div.: 0.109906] [G loss: 1.902056, KL div.: 1.902056, FID: 0.000000]
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127 [D loss: 0.295019, acc.: 95.31%, KL div.: 0.116895] [G loss: 1.924308, KL div.: 1.924307, FID: 0.000000]
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128 [D loss: 0.335784, acc.: 91.41%, KL div.: 0.129828] [G loss: 1.969073, KL div.: 1.969073, FID: 0.000000]
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129 [D loss: 0.387230, acc.: 87.11%, KL div.: 0.155782] [G loss: 2.021601, KL div.: 2.021601, FID: 0.000000]
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130 [D loss: 0.455697, acc.: 78.91%, KL div.: 0.183197] [G loss: 2.265321, KL div.: 2.265321, FID: 0.000000]
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131 [D loss: 0.606518, acc.: 63.28%, KL div.: 0.304592] [G loss: 2.387192, KL div.: 2.387192, FID: 0.000000]
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132 [D loss: 0.640917, acc.: 67.19%, KL div.: 0.367895] [G loss: 2.408039, KL div.: 2.408039, FID: 0.000000]
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133 [D loss: 0.631888, acc.: 69.92%, KL div.: 0.388923] [G loss: 2.588931, KL div.: 2.588931, FID: 0.000000]
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134 [D loss: 0.554497, acc.: 76.95%, KL div.: 0.351012] [G loss: 2.570183, KL div.: 2.570183, FID: 0.000000]
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135 [D loss: 0.458933, acc.: 81.25%, KL div.: 0.319157] [G loss: 2.584120, KL div.: 2.584120, FID: 0.000000]
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136 [D loss: 0.340714, acc.: 90.62%, KL div.: 0.236871] [G loss: 3.003118, KL div.: 3.003118, FID: 0.000000]
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137 [D loss: 0.330399, acc.: 95.31%, KL div.: 0.172828] [G loss: 2.973556, KL div.: 2.973556, FID: 0.000000]
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138 [D loss: 0.299579, acc.: 92.19%, KL div.: 0.199289] [G loss: 2.838277, KL div.: 2.838277, FID: 0.000000]
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139 [D loss: 0.274660, acc.: 94.92%, KL div.: 0.182356] [G loss: 2.723289, KL div.: 2.723289, FID: 0.000000]
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140 [D loss: 0.275131, acc.: 95.70%, KL div.: 0.158239] [G loss: 2.743052, KL div.: 2.743052, FID: 0.000000]
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141 [D loss: 0.242977, acc.: 97.27%, KL div.: 0.131560] [G loss: 2.761233, KL div.: 2.761233, FID: 0.000000]
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142 [D loss: 0.264428, acc.: 97.27%, KL div.: 0.144053] [G loss: 2.570011, KL div.: 2.570011, FID: 0.000000]
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143 [D loss: 0.306194, acc.: 96.09%, KL div.: 0.137685] [G loss: 2.520067, KL div.: 2.520067, FID: 0.000000]
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144 [D loss: 0.296712, acc.: 94.53%, KL div.: 0.163483] [G loss: 2.512318, KL div.: 2.512318, FID: 0.000000]
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145 [D loss: 0.273792, acc.: 94.53%, KL div.: 0.154956] [G loss: 2.341923, KL div.: 2.341923, FID: 0.000000]
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146 [D loss: 0.217524, acc.: 98.05%, KL div.: 0.108117] [G loss: 2.324069, KL div.: 2.324069, FID: 0.000000]
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147 [D loss: 0.201801, acc.: 99.22%, KL div.: 0.081158] [G loss: 2.116412, KL div.: 2.116412, FID: 0.000000]
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148 [D loss: 0.194407, acc.: 99.61%, KL div.: 0.067163] [G loss: 2.112830, KL div.: 2.112830, FID: 0.000000]
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149 [D loss: 0.265382, acc.: 98.83%, KL div.: 0.092439] [G loss: 1.849020, KL div.: 1.849020, FID: 0.000000]
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150 [D loss: 0.318024, acc.: 98.05%, KL div.: 0.106470] [G loss: 1.761676, KL div.: 1.761676, FID: 0.000000]
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151 [D loss: 0.292095, acc.: 98.83%, KL div.: 0.101756] [G loss: 1.912194, KL div.: 1.912194, FID: 0.000000]
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152 [D loss: 0.338475, acc.: 95.70%, KL div.: 0.124187] [G loss: 1.692842, KL div.: 1.692842, FID: 0.000000]
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153 [D loss: 0.296061, acc.: 97.66%, KL div.: 0.108065] [G loss: 1.992388, KL div.: 1.992388, FID: 0.000000]
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154 [D loss: 0.308620, acc.: 96.48%, KL div.: 0.123626] [G loss: 1.979810, KL div.: 1.979810, FID: 0.000000]
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155 [D loss: 0.379182, acc.: 91.02%, KL div.: 0.165713] [G loss: 1.876544, KL div.: 1.876544, FID: 0.000000]
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156 [D loss: 0.301368, acc.: 94.53%, KL div.: 0.130368] [G loss: 1.990342, KL div.: 1.990342, FID: 0.000000]
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157 [D loss: 0.287793, acc.: 93.75%, KL div.: 0.127342] [G loss: 2.150173, KL div.: 2.150173, FID: 0.000000]
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158 [D loss: 0.317426, acc.: 92.97%, KL div.: 0.160635] [G loss: 2.139310, KL div.: 2.139310, FID: 0.000000]
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159 [D loss: 0.318414, acc.: 92.58%, KL div.: 0.143026] [G loss: 2.462412, KL div.: 2.462412, FID: 0.000000]
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160 [D loss: 0.238589, acc.: 98.05%, KL div.: 0.109048] [G loss: 2.585354, KL div.: 2.585354, FID: 0.000000]
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161 [D loss: 0.335134, acc.: 89.06%, KL div.: 0.197102] [G loss: 2.459165, KL div.: 2.459165, FID: 0.000000]
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162 [D loss: 0.276364, acc.: 92.97%, KL div.: 0.123461] [G loss: 2.699827, KL div.: 2.699827, FID: 0.000000]
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163 [D loss: 0.338094, acc.: 87.50%, KL div.: 0.207965] [G loss: 2.718738, KL div.: 2.718738, FID: 0.000000]
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164 [D loss: 0.280646, acc.: 92.97%, KL div.: 0.142240] [G loss: 2.601954, KL div.: 2.601954, FID: 0.000000]
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165 [D loss: 0.267379, acc.: 92.58%, KL div.: 0.131371] [G loss: 2.782716, KL div.: 2.782716, FID: 0.000000]
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166 [D loss: 0.210299, acc.: 95.31%, KL div.: 0.125446] [G loss: 2.714065, KL div.: 2.714065, FID: 0.000000]
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167 [D loss: 0.259410, acc.: 94.53%, KL div.: 0.122541] [G loss: 2.824251, KL div.: 2.824251, FID: 0.000000]
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168 [D loss: 0.239100, acc.: 95.31%, KL div.: 0.138704] [G loss: 2.578162, KL div.: 2.578162, FID: 0.000000]
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169 [D loss: 0.307730, acc.: 91.02%, KL div.: 0.138878] [G loss: 2.596343, KL div.: 2.596343, FID: 0.000000]
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170 [D loss: 0.283552, acc.: 90.23%, KL div.: 0.136249] [G loss: 2.723935, KL div.: 2.723935, FID: 0.000000]
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171 [D loss: 0.262564, acc.: 92.97%, KL div.: 0.140874] [G loss: 2.734864, KL div.: 2.734864, FID: 0.000000]
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172 [D loss: 0.382466, acc.: 85.16%, KL div.: 0.176608] [G loss: 2.693624, KL div.: 2.693624, FID: 0.000000]
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173 [D loss: 0.323573, acc.: 90.23%, KL div.: 0.161401] [G loss: 2.946090, KL div.: 2.946090, FID: 0.000000]
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174 [D loss: 0.417009, acc.: 80.08%, KL div.: 0.198305] [G loss: 2.882169, KL div.: 2.882169, FID: 0.000000]
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175 [D loss: 0.847564, acc.: 48.05%, KL div.: 0.317907] [G loss: 3.860126, KL div.: 3.860126, FID: 0.000000]
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176 [D loss: 0.800364, acc.: 59.38%, KL div.: 0.577914] [G loss: 2.607342, KL div.: 2.607342, FID: 0.000000]
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177 [D loss: 0.546884, acc.: 72.27%, KL div.: 0.277562] [G loss: 3.211162, KL div.: 3.211162, FID: 0.000000]
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178 [D loss: 0.650687, acc.: 65.62%, KL div.: 0.390070] [G loss: 2.424775, KL div.: 2.424775, FID: 0.000000]
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179 [D loss: 0.584335, acc.: 72.66%, KL div.: 0.275445] [G loss: 2.903151, KL div.: 2.903151, FID: 0.000000]
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180 [D loss: 0.467689, acc.: 81.25%, KL div.: 0.290340] [G loss: 2.358819, KL div.: 2.358819, FID: 0.000000]
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181 [D loss: 0.508326, acc.: 78.52%, KL div.: 0.264176] [G loss: 2.352700, KL div.: 2.352700, FID: 0.000000]
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182 [D loss: 0.434901, acc.: 82.03%, KL div.: 0.197277] [G loss: 2.200759, KL div.: 2.200760, FID: 0.000000]
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183 [D loss: 0.338255, acc.: 92.19%, KL div.: 0.184785] [G loss: 2.283782, KL div.: 2.283782, FID: 0.000000]
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184 [D loss: 0.367837, acc.: 93.36%, KL div.: 0.194664] [G loss: 2.070285, KL div.: 2.070285, FID: 0.000000]
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185 [D loss: 0.337654, acc.: 95.31%, KL div.: 0.151230] [G loss: 2.082194, KL div.: 2.082194, FID: 0.000000]
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186 [D loss: 0.352946, acc.: 91.02%, KL div.: 0.177166] [G loss: 2.129883, KL div.: 2.129883, FID: 0.000000]
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187 [D loss: 0.264522, acc.: 96.48%, KL div.: 0.119210] [G loss: 2.170704, KL div.: 2.170704, FID: 0.000000]
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188 [D loss: 0.279484, acc.: 95.70%, KL div.: 0.129009] [G loss: 2.026526, KL div.: 2.026526, FID: 0.000000]
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189 [D loss: 0.255146, acc.: 96.48%, KL div.: 0.128846] [G loss: 2.334025, KL div.: 2.334025, FID: 0.000000]
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190 [D loss: 0.284812, acc.: 93.36%, KL div.: 0.150733] [G loss: 2.237045, KL div.: 2.237045, FID: 0.000000]
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191 [D loss: 0.249218, acc.: 97.66%, KL div.: 0.105295] [G loss: 2.420152, KL div.: 2.420152, FID: 0.000000]
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192 [D loss: 0.245344, acc.: 97.66%, KL div.: 0.124928] [G loss: 2.409221, KL div.: 2.409221, FID: 0.000000]
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193 [D loss: 0.218520, acc.: 98.05%, KL div.: 0.107231] [G loss: 2.253950, KL div.: 2.253950, FID: 0.000000]
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194 [D loss: 0.224562, acc.: 98.44%, KL div.: 0.108109] [G loss: 2.501810, KL div.: 2.501810, FID: 0.000000]
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195 [D loss: 0.215243, acc.: 97.27%, KL div.: 0.102137] [G loss: 2.443229, KL div.: 2.443229, FID: 0.000000]
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196 [D loss: 0.214576, acc.: 98.05%, KL div.: 0.098462] [G loss: 2.397243, KL div.: 2.397243, FID: 0.000000]
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197 [D loss: 0.247075, acc.: 96.09%, KL div.: 0.123586] [G loss: 2.398983, KL div.: 2.398983, FID: 0.000000]
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198 [D loss: 0.237738, acc.: 96.48%, KL div.: 0.108584] [G loss: 2.521205, KL div.: 2.521205, FID: 0.000000]
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199 [D loss: 0.246657, acc.: 96.88%, KL div.: 0.112314] [G loss: 2.365452, KL div.: 2.365452, FID: 0.000000]
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200 [D loss: 0.262031, acc.: 94.92%, KL div.: 0.105675] [G loss: 2.498983, KL div.: 2.498983, FID: 132.781498]
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201 [D loss: 0.347212, acc.: 90.62%, KL div.: 0.180313] [G loss: 2.440613, KL div.: 2.440613, FID: 0.000000]
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202 [D loss: 0.344705, acc.: 89.84%, KL div.: 0.145758] [G loss: 2.443994, KL div.: 2.443994, FID: 0.000000]
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203 [D loss: 0.349053, acc.: 90.23%, KL div.: 0.188625] [G loss: 2.290599, KL div.: 2.290599, FID: 0.000000]
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204 [D loss: 0.301435, acc.: 94.14%, KL div.: 0.146867] [G loss: 2.545229, KL div.: 2.545229, FID: 0.000000]
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205 [D loss: 0.379114, acc.: 89.06%, KL div.: 0.190803] [G loss: 2.491819, KL div.: 2.491819, FID: 0.000000]
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206 [D loss: 0.355521, acc.: 90.62%, KL div.: 0.147876] [G loss: 2.841713, KL div.: 2.841713, FID: 0.000000]
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207 [D loss: 0.431245, acc.: 86.72%, KL div.: 0.226794] [G loss: 2.366456, KL div.: 2.366456, FID: 0.000000]
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208 [D loss: 0.393752, acc.: 88.67%, KL div.: 0.187999] [G loss: 2.438987, KL div.: 2.438987, FID: 0.000000]
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209 [D loss: 0.362020, acc.: 88.28%, KL div.: 0.209849] [G loss: 2.462343, KL div.: 2.462343, FID: 0.000000]
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210 [D loss: 0.244701, acc.: 94.53%, KL div.: 0.143242] [G loss: 2.690970, KL div.: 2.690970, FID: 0.000000]
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211 [D loss: 0.183316, acc.: 98.44%, KL div.: 0.090180] [G loss: 2.775516, KL div.: 2.775516, FID: 0.000000]
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212 [D loss: 0.188917, acc.: 97.27%, KL div.: 0.091945] [G loss: 2.882405, KL div.: 2.882405, FID: 0.000000]
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213 [D loss: 0.299142, acc.: 94.14%, KL div.: 0.117890] [G loss: 2.983695, KL div.: 2.983695, FID: 0.000000]
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214 [D loss: 0.215789, acc.: 94.53%, KL div.: 0.153646] [G loss: 2.831120, KL div.: 2.831120, FID: 0.000000]
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215 [D loss: 0.266204, acc.: 94.53%, KL div.: 0.136543] [G loss: 2.646053, KL div.: 2.646053, FID: 0.000000]
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216 [D loss: 0.260571, acc.: 95.31%, KL div.: 0.107617] [G loss: 2.876758, KL div.: 2.876758, FID: 0.000000]
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217 [D loss: 0.258901, acc.: 94.14%, KL div.: 0.166572] [G loss: 2.678566, KL div.: 2.678566, FID: 0.000000]
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218 [D loss: 0.248496, acc.: 94.92%, KL div.: 0.122018] [G loss: 2.734776, KL div.: 2.734776, FID: 0.000000]
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219 [D loss: 0.330982, acc.: 91.80%, KL div.: 0.131291] [G loss: 2.748665, KL div.: 2.748665, FID: 0.000000]
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220 [D loss: 0.267155, acc.: 92.97%, KL div.: 0.170776] [G loss: 2.656233, KL div.: 2.656233, FID: 0.000000]
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221 [D loss: 0.337034, acc.: 91.02%, KL div.: 0.136739] [G loss: 3.038158, KL div.: 3.038158, FID: 0.000000]
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222 [D loss: 0.376798, acc.: 86.33%, KL div.: 0.192525] [G loss: 3.157569, KL div.: 3.157569, FID: 0.000000]
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223 [D loss: 0.392412, acc.: 85.55%, KL div.: 0.240058] [G loss: 2.597684, KL div.: 2.597684, FID: 0.000000]
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224 [D loss: 0.364786, acc.: 88.28%, KL div.: 0.176706] [G loss: 3.112840, KL div.: 3.112840, FID: 0.000000]
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225 [D loss: 0.324618, acc.: 89.84%, KL div.: 0.190868] [G loss: 3.449241, KL div.: 3.449241, FID: 0.000000]
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226 [D loss: 0.435187, acc.: 80.86%, KL div.: 0.242864] [G loss: 2.852067, KL div.: 2.852067, FID: 0.000000]
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227 [D loss: 0.312856, acc.: 91.02%, KL div.: 0.153757] [G loss: 3.098986, KL div.: 3.098986, FID: 0.000000]
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228 [D loss: 0.281649, acc.: 89.84%, KL div.: 0.175151] [G loss: 3.095936, KL div.: 3.095936, FID: 0.000000]
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229 [D loss: 0.273864, acc.: 90.23%, KL div.: 0.120055] [G loss: 3.384002, KL div.: 3.384002, FID: 0.000000]
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230 [D loss: 0.316264, acc.: 89.45%, KL div.: 0.171693] [G loss: 3.456917, KL div.: 3.456917, FID: 0.000000]
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231 [D loss: 0.264443, acc.: 89.84%, KL div.: 0.156067] [G loss: 3.319236, KL div.: 3.319236, FID: 0.000000]
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232 [D loss: 0.240345, acc.: 94.14%, KL div.: 0.154830] [G loss: 3.404461, KL div.: 3.404461, FID: 0.000000]
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233 [D loss: 0.407295, acc.: 80.86%, KL div.: 0.130800] [G loss: 3.514346, KL div.: 3.514346, FID: 0.000000]
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234 [D loss: 0.457287, acc.: 80.47%, KL div.: 0.277364] [G loss: 3.412004, KL div.: 3.412004, FID: 0.000000]
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235 [D loss: 0.405055, acc.: 83.98%, KL div.: 0.211007] [G loss: 2.758236, KL div.: 2.758236, FID: 0.000000]
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236 [D loss: 0.308543, acc.: 91.02%, KL div.: 0.159857] [G loss: 2.977426, KL div.: 2.977426, FID: 0.000000]
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237 [D loss: 0.334801, acc.: 88.67%, KL div.: 0.157261] [G loss: 2.997463, KL div.: 2.997463, FID: 0.000000]
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238 [D loss: 0.283098, acc.: 92.58%, KL div.: 0.181612] [G loss: 2.879690, KL div.: 2.879690, FID: 0.000000]
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239 [D loss: 0.216131, acc.: 94.92%, KL div.: 0.118982] [G loss: 2.976718, KL div.: 2.976718, FID: 0.000000]
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240 [D loss: 0.249316, acc.: 94.53%, KL div.: 0.100634] [G loss: 2.848070, KL div.: 2.848070, FID: 0.000000]
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241 [D loss: 0.217609, acc.: 92.58%, KL div.: 0.135404] [G loss: 3.148498, KL div.: 3.148498, FID: 0.000000]
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242 [D loss: 0.202778, acc.: 94.14%, KL div.: 0.124541] [G loss: 3.113644, KL div.: 3.113644, FID: 0.000000]
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243 [D loss: 0.236657, acc.: 95.31%, KL div.: 0.089801] [G loss: 3.043036, KL div.: 3.043036, FID: 0.000000]
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244 [D loss: 0.146092, acc.: 96.88%, KL div.: 0.082435] [G loss: 3.207527, KL div.: 3.207527, FID: 0.000000]
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245 [D loss: 0.165831, acc.: 97.27%, KL div.: 0.098582] [G loss: 2.912619, KL div.: 2.912619, FID: 0.000000]
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246 [D loss: 0.199270, acc.: 95.31%, KL div.: 0.060029] [G loss: 2.960162, KL div.: 2.960162, FID: 0.000000]
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247 [D loss: 0.297984, acc.: 91.41%, KL div.: 0.151027] [G loss: 2.832833, KL div.: 2.832833, FID: 0.000000]
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248 [D loss: 0.306694, acc.: 89.84%, KL div.: 0.112630] [G loss: 3.016016, KL div.: 3.016016, FID: 0.000000]
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249 [D loss: 0.462101, acc.: 80.47%, KL div.: 0.192026] [G loss: 3.006779, KL div.: 3.006779, FID: 0.000000]
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250 [D loss: 0.506587, acc.: 78.12%, KL div.: 0.272521] [G loss: 2.798162, KL div.: 2.798162, FID: 0.000000]
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251 [D loss: 0.687891, acc.: 62.50%, KL div.: 0.316174] [G loss: 3.108372, KL div.: 3.108372, FID: 0.000000]
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252 [D loss: 0.509264, acc.: 76.56%, KL div.: 0.338029] [G loss: 3.214854, KL div.: 3.214854, FID: 0.000000]
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253 [D loss: 0.647354, acc.: 64.45%, KL div.: 0.286269] [G loss: 3.158895, KL div.: 3.158895, FID: 0.000000]
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254 [D loss: 0.440634, acc.: 83.98%, KL div.: 0.303282] [G loss: 2.926075, KL div.: 2.926075, FID: 0.000000]
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255 [D loss: 0.425979, acc.: 82.03%, KL div.: 0.206818] [G loss: 3.092848, KL div.: 3.092848, FID: 0.000000]
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256 [D loss: 0.338209, acc.: 87.50%, KL div.: 0.232032] [G loss: 3.068987, KL div.: 3.068987, FID: 0.000000]
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257 [D loss: 0.294160, acc.: 92.97%, KL div.: 0.154555] [G loss: 3.255843, KL div.: 3.255843, FID: 0.000000]
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258 [D loss: 0.145273, acc.: 97.27%, KL div.: 0.091615] [G loss: 3.468745, KL div.: 3.468745, FID: 0.000000]
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259 [D loss: 0.237429, acc.: 91.41%, KL div.: 0.152736] [G loss: 3.147968, KL div.: 3.147968, FID: 0.000000]
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260 [D loss: 0.180123, acc.: 96.88%, KL div.: 0.081251] [G loss: 3.266443, KL div.: 3.266443, FID: 0.000000]
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261 [D loss: 0.147172, acc.: 98.05%, KL div.: 0.080502] [G loss: 3.745069, KL div.: 3.745069, FID: 0.000000]
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262 [D loss: 0.146290, acc.: 96.88%, KL div.: 0.088735] [G loss: 3.731364, KL div.: 3.731364, FID: 0.000000]
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263 [D loss: 0.166942, acc.: 95.70%, KL div.: 0.117003] [G loss: 3.040627, KL div.: 3.040627, FID: 0.000000]
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264 [D loss: 0.122175, acc.: 99.22%, KL div.: 0.039328] [G loss: 3.312450, KL div.: 3.312450, FID: 0.000000]
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265 [D loss: 0.138984, acc.: 96.88%, KL div.: 0.092776] [G loss: 3.560865, KL div.: 3.560865, FID: 0.000000]
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266 [D loss: 0.114422, acc.: 98.83%, KL div.: 0.055337] [G loss: 3.431481, KL div.: 3.431481, FID: 0.000000]
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267 [D loss: 0.136184, acc.: 97.66%, KL div.: 0.083979] [G loss: 3.433942, KL div.: 3.433942, FID: 0.000000]
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268 [D loss: 0.144554, acc.: 96.88%, KL div.: 0.066221] [G loss: 3.108564, KL div.: 3.108564, FID: 0.000000]
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269 [D loss: 0.150584, acc.: 97.66%, KL div.: 0.066120] [G loss: 3.129296, KL div.: 3.129296, FID: 0.000000]
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270 [D loss: 0.142911, acc.: 98.05%, KL div.: 0.068225] [G loss: 3.310995, KL div.: 3.310995, FID: 0.000000]
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271 [D loss: 0.222097, acc.: 92.97%, KL div.: 0.115702] [G loss: 2.797644, KL div.: 2.797644, FID: 0.000000]
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272 [D loss: 0.187921, acc.: 97.66%, KL div.: 0.074160] [G loss: 2.951199, KL div.: 2.951199, FID: 0.000000]
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273 [D loss: 0.270400, acc.: 93.75%, KL div.: 0.145949] [G loss: 2.663115, KL div.: 2.663115, FID: 0.000000]
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274 [D loss: 0.260800, acc.: 93.36%, KL div.: 0.107673] [G loss: 2.815110, KL div.: 2.815110, FID: 0.000000]
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275 [D loss: 0.233514, acc.: 95.31%, KL div.: 0.120005] [G loss: 2.555480, KL div.: 2.555480, FID: 0.000000]
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276 [D loss: 0.220289, acc.: 95.31%, KL div.: 0.071618] [G loss: 2.685523, KL div.: 2.685523, FID: 0.000000]
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277 [D loss: 0.241707, acc.: 94.92%, KL div.: 0.113194] [G loss: 3.005931, KL div.: 3.005931, FID: 0.000000]
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278 [D loss: 0.254372, acc.: 92.58%, KL div.: 0.137166] [G loss: 2.635952, KL div.: 2.635952, FID: 0.000000]
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279 [D loss: 0.210919, acc.: 96.09%, KL div.: 0.091385] [G loss: 3.021795, KL div.: 3.021795, FID: 0.000000]
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280 [D loss: 0.172222, acc.: 96.88%, KL div.: 0.087359] [G loss: 2.870043, KL div.: 2.870043, FID: 0.000000]
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281 [D loss: 0.247791, acc.: 94.53%, KL div.: 0.124731] [G loss: 2.932652, KL div.: 2.932652, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
282 [D loss: 0.173774, acc.: 97.66%, KL div.: 0.077209] [G loss: 3.188788, KL div.: 3.188788, FID: 0.000000]
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283 [D loss: 0.256763, acc.: 92.19%, KL div.: 0.135544] [G loss: 2.930656, KL div.: 2.930656, FID: 0.000000]
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284 [D loss: 0.179233, acc.: 96.48%, KL div.: 0.088227] [G loss: 3.128817, KL div.: 3.128817, FID: 0.000000]
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285 [D loss: 0.201064, acc.: 96.09%, KL div.: 0.112931] [G loss: 2.779533, KL div.: 2.779533, FID: 0.000000]
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286 [D loss: 0.163000, acc.: 97.66%, KL div.: 0.096611] [G loss: 3.289074, KL div.: 3.289074, FID: 0.000000]
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287 [D loss: 0.239819, acc.: 93.75%, KL div.: 0.085129] [G loss: 3.295932, KL div.: 3.295932, FID: 0.000000]
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288 [D loss: 0.234608, acc.: 92.58%, KL div.: 0.165024] [G loss: 3.081766, KL div.: 3.081766, FID: 0.000000]
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289 [D loss: 0.210479, acc.: 95.31%, KL div.: 0.108290] [G loss: 3.333863, KL div.: 3.333863, FID: 0.000000]
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290 [D loss: 0.226172, acc.: 94.92%, KL div.: 0.101728] [G loss: 3.270279, KL div.: 3.270279, FID: 0.000000]
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291 [D loss: 0.208187, acc.: 94.53%, KL div.: 0.124884] [G loss: 3.223731, KL div.: 3.223731, FID: 0.000000]
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292 [D loss: 0.257969, acc.: 93.36%, KL div.: 0.119064] [G loss: 3.202377, KL div.: 3.202377, FID: 0.000000]
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293 [D loss: 0.288870, acc.: 88.67%, KL div.: 0.173758] [G loss: 2.991599, KL div.: 2.991599, FID: 0.000000]
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294 [D loss: 0.246227, acc.: 92.97%, KL div.: 0.153620] [G loss: 3.144601, KL div.: 3.144601, FID: 0.000000]
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295 [D loss: 0.184135, acc.: 96.09%, KL div.: 0.103854] [G loss: 3.180107, KL div.: 3.180107, FID: 0.000000]
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296 [D loss: 0.190908, acc.: 96.48%, KL div.: 0.088972] [G loss: 3.222663, KL div.: 3.222663, FID: 0.000000]
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297 [D loss: 0.162614, acc.: 96.09%, KL div.: 0.086223] [G loss: 3.218513, KL div.: 3.218513, FID: 0.000000]
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298 [D loss: 0.202704, acc.: 94.14%, KL div.: 0.119628] [G loss: 2.982013, KL div.: 2.982013, FID: 0.000000]
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299 [D loss: 0.134070, acc.: 98.83%, KL div.: 0.070772] [G loss: 3.506363, KL div.: 3.506363, FID: 0.000000]
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300 [D loss: 0.141015, acc.: 96.88%, KL div.: 0.086541] [G loss: 2.954880, KL div.: 2.954880, FID: 193.006224]
1/1 [==============================] - 0s 16ms/step
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301 [D loss: 0.154872, acc.: 97.66%, KL div.: 0.056616] [G loss: 3.057090, KL div.: 3.057090, FID: 0.000000]
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302 [D loss: 0.123324, acc.: 98.05%, KL div.: 0.070272] [G loss: 3.350161, KL div.: 3.350161, FID: 0.000000]
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303 [D loss: 0.103664, acc.: 96.48%, KL div.: 0.061586] [G loss: 3.732088, KL div.: 3.732088, FID: 0.000000]
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304 [D loss: 0.114177, acc.: 98.05%, KL div.: 0.044191] [G loss: 3.066705, KL div.: 3.066705, FID: 0.000000]
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305 [D loss: 0.146477, acc.: 97.27%, KL div.: 0.060821] [G loss: 3.133676, KL div.: 3.133676, FID: 0.000000]
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306 [D loss: 0.146499, acc.: 96.88%, KL div.: 0.067178] [G loss: 3.293675, KL div.: 3.293675, FID: 0.000000]
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307 [D loss: 0.100849, acc.: 99.22%, KL div.: 0.054963] [G loss: 3.857557, KL div.: 3.857557, FID: 0.000000]
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308 [D loss: 0.135003, acc.: 96.09%, KL div.: 0.060177] [G loss: 3.273766, KL div.: 3.273766, FID: 0.000000]
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309 [D loss: 0.129595, acc.: 96.88%, KL div.: 0.062162] [G loss: 3.503394, KL div.: 3.503394, FID: 0.000000]
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310 [D loss: 0.141641, acc.: 96.48%, KL div.: 0.098344] [G loss: 3.735564, KL div.: 3.735564, FID: 0.000000]
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311 [D loss: 0.156501, acc.: 95.31%, KL div.: 0.056525] [G loss: 3.575279, KL div.: 3.575279, FID: 0.000000]
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312 [D loss: 0.071594, acc.: 98.05%, KL div.: 0.046764] [G loss: 3.944835, KL div.: 3.944835, FID: 0.000000]
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313 [D loss: 0.095002, acc.: 97.27%, KL div.: 0.053895] [G loss: 3.710773, KL div.: 3.710773, FID: 0.000000]
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314 [D loss: 0.146275, acc.: 95.31%, KL div.: 0.055738] [G loss: 3.353240, KL div.: 3.353240, FID: 0.000000]
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315 [D loss: 0.135431, acc.: 95.31%, KL div.: 0.056928] [G loss: 3.664349, KL div.: 3.664349, FID: 0.000000]
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316 [D loss: 0.144894, acc.: 95.31%, KL div.: 0.091684] [G loss: 3.634028, KL div.: 3.634028, FID: 0.000000]
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317 [D loss: 0.154968, acc.: 94.92%, KL div.: 0.065549] [G loss: 3.593079, KL div.: 3.593079, FID: 0.000000]
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318 [D loss: 0.164378, acc.: 94.14%, KL div.: 0.079909] [G loss: 4.203683, KL div.: 4.203683, FID: 0.000000]
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319 [D loss: 0.128366, acc.: 96.48%, KL div.: 0.074240] [G loss: 3.760858, KL div.: 3.760858, FID: 0.000000]
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320 [D loss: 0.138872, acc.: 94.92%, KL div.: 0.072440] [G loss: 3.913854, KL div.: 3.913854, FID: 0.000000]
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321 [D loss: 0.130576, acc.: 95.70%, KL div.: 0.061032] [G loss: 4.351492, KL div.: 4.351492, FID: 0.000000]
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322 [D loss: 0.210272, acc.: 92.19%, KL div.: 0.105702] [G loss: 3.646303, KL div.: 3.646303, FID: 0.000000]
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323 [D loss: 0.206580, acc.: 91.02%, KL div.: 0.083002] [G loss: 4.201075, KL div.: 4.201075, FID: 0.000000]
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324 [D loss: 0.226635, acc.: 90.62%, KL div.: 0.148299] [G loss: 3.871233, KL div.: 3.871233, FID: 0.000000]
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325 [D loss: 0.252209, acc.: 89.45%, KL div.: 0.118492] [G loss: 4.006179, KL div.: 4.006179, FID: 0.000000]
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326 [D loss: 0.229626, acc.: 89.84%, KL div.: 0.119592] [G loss: 4.057350, KL div.: 4.057350, FID: 0.000000]
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327 [D loss: 0.239482, acc.: 89.45%, KL div.: 0.140408] [G loss: 3.870903, KL div.: 3.870903, FID: 0.000000]
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328 [D loss: 0.327353, acc.: 83.98%, KL div.: 0.146642] [G loss: 3.933318, KL div.: 3.933318, FID: 0.000000]
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329 [D loss: 0.382810, acc.: 82.42%, KL div.: 0.249637] [G loss: 3.510142, KL div.: 3.510142, FID: 0.000000]
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330 [D loss: 0.446067, acc.: 79.69%, KL div.: 0.215195] [G loss: 3.445739, KL div.: 3.445739, FID: 0.000000]
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331 [D loss: 0.298233, acc.: 86.33%, KL div.: 0.177086] [G loss: 3.486008, KL div.: 3.486008, FID: 0.000000]
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332 [D loss: 0.278512, acc.: 87.89%, KL div.: 0.177147] [G loss: 3.229342, KL div.: 3.229342, FID: 0.000000]
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333 [D loss: 0.494265, acc.: 76.56%, KL div.: 0.209161] [G loss: 3.482613, KL div.: 3.482613, FID: 0.000000]
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334 [D loss: 0.362259, acc.: 85.94%, KL div.: 0.228729] [G loss: 3.628056, KL div.: 3.628056, FID: 0.000000]
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335 [D loss: 0.365653, acc.: 82.42%, KL div.: 0.194186] [G loss: 3.239297, KL div.: 3.239297, FID: 0.000000]
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336 [D loss: 0.339532, acc.: 84.38%, KL div.: 0.189563] [G loss: 3.235819, KL div.: 3.235819, FID: 0.000000]
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337 [D loss: 0.253522, acc.: 92.58%, KL div.: 0.139226] [G loss: 3.085805, KL div.: 3.085805, FID: 0.000000]
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338 [D loss: 0.322811, acc.: 86.33%, KL div.: 0.174431] [G loss: 3.381676, KL div.: 3.381676, FID: 0.000000]
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339 [D loss: 0.326379, acc.: 84.77%, KL div.: 0.167318] [G loss: 3.472290, KL div.: 3.472290, FID: 0.000000]
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340 [D loss: 0.285413, acc.: 87.11%, KL div.: 0.175727] [G loss: 3.426062, KL div.: 3.426062, FID: 0.000000]
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341 [D loss: 0.332001, acc.: 86.33%, KL div.: 0.164402] [G loss: 2.984815, KL div.: 2.984815, FID: 0.000000]
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342 [D loss: 0.273901, acc.: 88.67%, KL div.: 0.136131] [G loss: 3.376576, KL div.: 3.376576, FID: 0.000000]
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343 [D loss: 0.245424, acc.: 92.19%, KL div.: 0.140316] [G loss: 3.286335, KL div.: 3.286335, FID: 0.000000]
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344 [D loss: 0.273039, acc.: 91.02%, KL div.: 0.130345] [G loss: 3.299751, KL div.: 3.299751, FID: 0.000000]
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345 [D loss: 0.278898, acc.: 89.84%, KL div.: 0.149759] [G loss: 3.146372, KL div.: 3.146372, FID: 0.000000]
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346 [D loss: 0.357622, acc.: 85.94%, KL div.: 0.218885] [G loss: 3.110423, KL div.: 3.110423, FID: 0.000000]
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347 [D loss: 0.290279, acc.: 89.45%, KL div.: 0.136163] [G loss: 3.355285, KL div.: 3.355285, FID: 0.000000]
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348 [D loss: 0.319918, acc.: 87.11%, KL div.: 0.171758] [G loss: 3.671357, KL div.: 3.671357, FID: 0.000000]
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349 [D loss: 0.344656, acc.: 87.89%, KL div.: 0.197858] [G loss: 3.112197, KL div.: 3.112197, FID: 0.000000]
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350 [D loss: 0.239010, acc.: 92.19%, KL div.: 0.124829] [G loss: 3.589942, KL div.: 3.589942, FID: 0.000000]
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351 [D loss: 0.278561, acc.: 90.62%, KL div.: 0.162448] [G loss: 3.556785, KL div.: 3.556785, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
352 [D loss: 0.279744, acc.: 89.84%, KL div.: 0.154762] [G loss: 3.498369, KL div.: 3.498369, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
353 [D loss: 0.266747, acc.: 90.62%, KL div.: 0.134986] [G loss: 3.964463, KL div.: 3.964463, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
354 [D loss: 0.275590, acc.: 91.02%, KL div.: 0.181630] [G loss: 3.453300, KL div.: 3.453300, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
355 [D loss: 0.332227, acc.: 86.72%, KL div.: 0.125326] [G loss: 3.941575, KL div.: 3.941575, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
356 [D loss: 0.229035, acc.: 91.02%, KL div.: 0.196991] [G loss: 3.725584, KL div.: 3.725584, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
357 [D loss: 0.168516, acc.: 94.53%, KL div.: 0.102488] [G loss: 3.745023, KL div.: 3.745023, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
358 [D loss: 0.154717, acc.: 96.09%, KL div.: 0.071748] [G loss: 4.341549, KL div.: 4.341549, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
359 [D loss: 0.105485, acc.: 98.83%, KL div.: 0.076545] [G loss: 4.319498, KL div.: 4.319498, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
360 [D loss: 0.124987, acc.: 95.70%, KL div.: 0.065279] [G loss: 4.119015, KL div.: 4.119014, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
361 [D loss: 0.148180, acc.: 96.88%, KL div.: 0.073401] [G loss: 4.129690, KL div.: 4.129690, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
362 [D loss: 0.187133, acc.: 93.75%, KL div.: 0.103433] [G loss: 3.983725, KL div.: 3.983725, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
363 [D loss: 0.207642, acc.: 94.53%, KL div.: 0.105793] [G loss: 3.662378, KL div.: 3.662378, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
364 [D loss: 0.271294, acc.: 89.45%, KL div.: 0.134963] [G loss: 3.798134, KL div.: 3.798134, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
365 [D loss: 0.248132, acc.: 91.80%, KL div.: 0.137048] [G loss: 3.597610, KL div.: 3.597610, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
366 [D loss: 0.247816, acc.: 92.97%, KL div.: 0.128752] [G loss: 3.960210, KL div.: 3.960210, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
367 [D loss: 0.265602, acc.: 88.67%, KL div.: 0.145511] [G loss: 3.679146, KL div.: 3.679146, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
368 [D loss: 0.137831, acc.: 98.05%, KL div.: 0.085884] [G loss: 3.945637, KL div.: 3.945637, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
369 [D loss: 0.171854, acc.: 94.53%, KL div.: 0.087109] [G loss: 3.877161, KL div.: 3.877161, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
370 [D loss: 0.115916, acc.: 97.27%, KL div.: 0.065355] [G loss: 3.984443, KL div.: 3.984443, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
371 [D loss: 0.125362, acc.: 98.05%, KL div.: 0.061665] [G loss: 3.755827, KL div.: 3.755827, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
372 [D loss: 0.170101, acc.: 94.92%, KL div.: 0.077559] [G loss: 3.315497, KL div.: 3.315497, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
373 [D loss: 0.156550, acc.: 98.05%, KL div.: 0.075257] [G loss: 3.495640, KL div.: 3.495640, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
374 [D loss: 0.176949, acc.: 96.88%, KL div.: 0.083033] [G loss: 3.678859, KL div.: 3.678859, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
375 [D loss: 0.231851, acc.: 92.58%, KL div.: 0.095355] [G loss: 3.330611, KL div.: 3.330611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
376 [D loss: 0.344016, acc.: 85.55%, KL div.: 0.184386] [G loss: 2.960900, KL div.: 2.960900, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
377 [D loss: 0.383437, acc.: 82.42%, KL div.: 0.106814] [G loss: 3.500222, KL div.: 3.500222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
378 [D loss: 0.528322, acc.: 75.00%, KL div.: 0.296831] [G loss: 2.734805, KL div.: 2.734805, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
379 [D loss: 0.326076, acc.: 86.72%, KL div.: 0.182007] [G loss: 3.240001, KL div.: 3.240000, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
380 [D loss: 0.311835, acc.: 89.45%, KL div.: 0.145097] [G loss: 3.115293, KL div.: 3.115293, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
381 [D loss: 0.220730, acc.: 92.19%, KL div.: 0.152383] [G loss: 3.055851, KL div.: 3.055851, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
382 [D loss: 0.319409, acc.: 87.11%, KL div.: 0.072494] [G loss: 3.602905, KL div.: 3.602905, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
383 [D loss: 0.257163, acc.: 89.45%, KL div.: 0.230640] [G loss: 3.571505, KL div.: 3.571505, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
384 [D loss: 0.174742, acc.: 94.92%, KL div.: 0.057738] [G loss: 3.309569, KL div.: 3.309569, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
385 [D loss: 0.215082, acc.: 93.36%, KL div.: 0.095670] [G loss: 3.662765, KL div.: 3.662765, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
386 [D loss: 0.244985, acc.: 93.36%, KL div.: 0.098323] [G loss: 3.521866, KL div.: 3.521866, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
387 [D loss: 0.335347, acc.: 85.94%, KL div.: 0.201727] [G loss: 3.184762, KL div.: 3.184762, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
388 [D loss: 0.286888, acc.: 91.02%, KL div.: 0.127713] [G loss: 3.498108, KL div.: 3.498108, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
389 [D loss: 0.249019, acc.: 91.02%, KL div.: 0.135141] [G loss: 3.450482, KL div.: 3.450482, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
390 [D loss: 0.320028, acc.: 87.11%, KL div.: 0.172491] [G loss: 3.129059, KL div.: 3.129059, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
391 [D loss: 0.263420, acc.: 92.97%, KL div.: 0.133566] [G loss: 3.353032, KL div.: 3.353032, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
392 [D loss: 0.250118, acc.: 92.19%, KL div.: 0.143645] [G loss: 3.212034, KL div.: 3.212034, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
393 [D loss: 0.236695, acc.: 92.58%, KL div.: 0.130375] [G loss: 3.278649, KL div.: 3.278649, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
394 [D loss: 0.230431, acc.: 91.80%, KL div.: 0.097003] [G loss: 3.744696, KL div.: 3.744696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
395 [D loss: 0.365375, acc.: 85.94%, KL div.: 0.209038] [G loss: 3.004454, KL div.: 3.004454, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
396 [D loss: 0.190365, acc.: 94.14%, KL div.: 0.103324] [G loss: 3.269231, KL div.: 3.269231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
397 [D loss: 0.204202, acc.: 93.36%, KL div.: 0.115413] [G loss: 3.380714, KL div.: 3.380714, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
398 [D loss: 0.216557, acc.: 92.58%, KL div.: 0.127549] [G loss: 3.699872, KL div.: 3.699872, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
399 [D loss: 0.176877, acc.: 95.70%, KL div.: 0.083020] [G loss: 3.467388, KL div.: 3.467388, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 1s 57ms/step
4/4 [==============================] - 1s 124ms/step
400 [D loss: 0.249014, acc.: 90.62%, KL div.: 0.139684] [G loss: 3.460543, KL div.: 3.460543, FID: 128.098228]
1/1 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 68ms/step
401 [D loss: 0.162741, acc.: 95.31%, KL div.: 0.096284] [G loss: 3.467161, KL div.: 3.467161, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
402 [D loss: 0.187702, acc.: 94.14%, KL div.: 0.083990] [G loss: 3.439455, KL div.: 3.439455, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
403 [D loss: 0.189512, acc.: 92.97%, KL div.: 0.117453] [G loss: 3.540358, KL div.: 3.540357, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
404 [D loss: 0.181043, acc.: 95.70%, KL div.: 0.089046] [G loss: 3.337015, KL div.: 3.337015, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
405 [D loss: 0.183308, acc.: 94.14%, KL div.: 0.095667] [G loss: 3.349074, KL div.: 3.349074, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
406 [D loss: 0.266430, acc.: 91.02%, KL div.: 0.135134] [G loss: 3.675556, KL div.: 3.675556, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
407 [D loss: 0.259353, acc.: 91.41%, KL div.: 0.150984] [G loss: 3.471326, KL div.: 3.471326, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
408 [D loss: 0.360852, acc.: 85.94%, KL div.: 0.210024] [G loss: 3.495949, KL div.: 3.495949, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
409 [D loss: 0.206574, acc.: 91.80%, KL div.: 0.114709] [G loss: 3.324241, KL div.: 3.324241, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
410 [D loss: 0.266586, acc.: 89.84%, KL div.: 0.140532] [G loss: 3.322866, KL div.: 3.322866, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
411 [D loss: 0.209747, acc.: 93.75%, KL div.: 0.110721] [G loss: 3.203461, KL div.: 3.203461, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
412 [D loss: 0.268390, acc.: 90.62%, KL div.: 0.136347] [G loss: 3.451017, KL div.: 3.451017, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
413 [D loss: 0.283543, acc.: 89.84%, KL div.: 0.143778] [G loss: 3.416477, KL div.: 3.416477, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
414 [D loss: 0.248717, acc.: 91.80%, KL div.: 0.150695] [G loss: 3.311282, KL div.: 3.311282, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
415 [D loss: 0.303881, acc.: 89.84%, KL div.: 0.201902] [G loss: 3.489653, KL div.: 3.489653, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
416 [D loss: 0.338395, acc.: 83.20%, KL div.: 0.109373] [G loss: 4.032310, KL div.: 4.032310, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
417 [D loss: 0.241525, acc.: 92.58%, KL div.: 0.172458] [G loss: 3.614203, KL div.: 3.614203, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
418 [D loss: 0.296023, acc.: 87.50%, KL div.: 0.129999] [G loss: 3.479758, KL div.: 3.479758, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
419 [D loss: 0.291142, acc.: 89.45%, KL div.: 0.173688] [G loss: 3.137098, KL div.: 3.137098, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
420 [D loss: 0.337088, acc.: 87.11%, KL div.: 0.167334] [G loss: 3.374397, KL div.: 3.374397, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
421 [D loss: 0.231653, acc.: 92.58%, KL div.: 0.131210] [G loss: 3.563711, KL div.: 3.563711, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
422 [D loss: 0.292270, acc.: 91.41%, KL div.: 0.179395] [G loss: 3.123956, KL div.: 3.123956, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
423 [D loss: 0.160975, acc.: 96.48%, KL div.: 0.069660] [G loss: 3.750186, KL div.: 3.750186, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
424 [D loss: 0.289124, acc.: 89.06%, KL div.: 0.173917] [G loss: 3.736484, KL div.: 3.736484, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
425 [D loss: 0.228778, acc.: 91.41%, KL div.: 0.123228] [G loss: 3.564223, KL div.: 3.564223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
426 [D loss: 0.223459, acc.: 92.97%, KL div.: 0.124134] [G loss: 3.603351, KL div.: 3.603351, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
427 [D loss: 0.187541, acc.: 95.31%, KL div.: 0.102514] [G loss: 3.839912, KL div.: 3.839912, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
428 [D loss: 0.197804, acc.: 92.97%, KL div.: 0.092055] [G loss: 3.959018, KL div.: 3.959018, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
429 [D loss: 0.278999, acc.: 85.94%, KL div.: 0.159241] [G loss: 3.836695, KL div.: 3.836695, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
430 [D loss: 0.198789, acc.: 92.97%, KL div.: 0.126476] [G loss: 4.138712, KL div.: 4.138712, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
431 [D loss: 0.270040, acc.: 89.06%, KL div.: 0.133778] [G loss: 4.347436, KL div.: 4.347436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
432 [D loss: 0.151156, acc.: 95.31%, KL div.: 0.106252] [G loss: 4.458436, KL div.: 4.458436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
433 [D loss: 0.282420, acc.: 90.23%, KL div.: 0.132622] [G loss: 3.975743, KL div.: 3.975743, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
434 [D loss: 0.213213, acc.: 91.80%, KL div.: 0.137119] [G loss: 3.962428, KL div.: 3.962428, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
435 [D loss: 0.237031, acc.: 91.41%, KL div.: 0.108532] [G loss: 4.145971, KL div.: 4.145971, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
436 [D loss: 0.192191, acc.: 92.97%, KL div.: 0.132521] [G loss: 3.751802, KL div.: 3.751802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
437 [D loss: 0.221673, acc.: 92.19%, KL div.: 0.106319] [G loss: 3.541066, KL div.: 3.541066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
438 [D loss: 0.122875, acc.: 97.66%, KL div.: 0.075287] [G loss: 4.637843, KL div.: 4.637843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
439 [D loss: 0.238448, acc.: 91.41%, KL div.: 0.123837] [G loss: 3.971992, KL div.: 3.971992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
440 [D loss: 0.122342, acc.: 97.27%, KL div.: 0.072852] [G loss: 3.812022, KL div.: 3.812022, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
441 [D loss: 0.204364, acc.: 93.36%, KL div.: 0.111010] [G loss: 3.667194, KL div.: 3.667194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
442 [D loss: 0.149317, acc.: 97.66%, KL div.: 0.066806] [G loss: 4.099151, KL div.: 4.099151, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
443 [D loss: 0.221918, acc.: 91.80%, KL div.: 0.136408] [G loss: 3.298330, KL div.: 3.298330, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
444 [D loss: 0.254895, acc.: 89.45%, KL div.: 0.103838] [G loss: 3.575046, KL div.: 3.575046, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
445 [D loss: 0.161398, acc.: 96.48%, KL div.: 0.070329] [G loss: 3.690027, KL div.: 3.690027, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
446 [D loss: 0.381873, acc.: 84.77%, KL div.: 0.210809] [G loss: 2.993648, KL div.: 2.993648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
447 [D loss: 0.209831, acc.: 94.14%, KL div.: 0.110796] [G loss: 3.401790, KL div.: 3.401789, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
448 [D loss: 0.383810, acc.: 79.30%, KL div.: 0.107018] [G loss: 3.962912, KL div.: 3.962912, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
449 [D loss: 0.310147, acc.: 86.72%, KL div.: 0.279619] [G loss: 3.317671, KL div.: 3.317671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
450 [D loss: 0.165109, acc.: 95.70%, KL div.: 0.041498] [G loss: 3.648896, KL div.: 3.648896, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
451 [D loss: 0.120230, acc.: 98.05%, KL div.: 0.053236] [G loss: 3.739623, KL div.: 3.739623, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
452 [D loss: 0.357660, acc.: 83.59%, KL div.: 0.129086] [G loss: 3.928677, KL div.: 3.928677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
453 [D loss: 0.279793, acc.: 91.02%, KL div.: 0.203160] [G loss: 3.020680, KL div.: 3.020680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
454 [D loss: 0.223542, acc.: 93.75%, KL div.: 0.087361] [G loss: 3.277094, KL div.: 3.277094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
455 [D loss: 0.264301, acc.: 89.45%, KL div.: 0.106153] [G loss: 3.409308, KL div.: 3.409308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
456 [D loss: 0.340957, acc.: 88.28%, KL div.: 0.215780] [G loss: 3.444098, KL div.: 3.444098, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
457 [D loss: 0.318515, acc.: 88.28%, KL div.: 0.118720] [G loss: 3.495396, KL div.: 3.495396, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
458 [D loss: 0.264574, acc.: 89.06%, KL div.: 0.144578] [G loss: 3.642732, KL div.: 3.642732, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
459 [D loss: 0.326540, acc.: 88.67%, KL div.: 0.165305] [G loss: 3.572521, KL div.: 3.572521, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
460 [D loss: 0.304968, acc.: 87.11%, KL div.: 0.173875] [G loss: 3.354064, KL div.: 3.354064, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
461 [D loss: 0.348843, acc.: 83.59%, KL div.: 0.138244] [G loss: 3.724469, KL div.: 3.724469, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
462 [D loss: 0.313842, acc.: 86.72%, KL div.: 0.206818] [G loss: 3.321097, KL div.: 3.321097, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
463 [D loss: 0.245709, acc.: 92.58%, KL div.: 0.112207] [G loss: 3.396235, KL div.: 3.396235, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
464 [D loss: 0.270388, acc.: 89.45%, KL div.: 0.141737] [G loss: 3.253427, KL div.: 3.253427, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
465 [D loss: 0.238849, acc.: 92.19%, KL div.: 0.106438] [G loss: 3.825790, KL div.: 3.825790, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
466 [D loss: 0.201247, acc.: 93.75%, KL div.: 0.116382] [G loss: 3.470748, KL div.: 3.470748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
467 [D loss: 0.216555, acc.: 92.58%, KL div.: 0.099996] [G loss: 3.120396, KL div.: 3.120396, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
468 [D loss: 0.191629, acc.: 93.75%, KL div.: 0.105986] [G loss: 3.422726, KL div.: 3.422726, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
469 [D loss: 0.278045, acc.: 90.62%, KL div.: 0.151463] [G loss: 3.089056, KL div.: 3.089056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
470 [D loss: 0.224209, acc.: 90.62%, KL div.: 0.114317] [G loss: 3.510020, KL div.: 3.510020, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
471 [D loss: 0.198946, acc.: 93.75%, KL div.: 0.106174] [G loss: 3.318887, KL div.: 3.318887, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
472 [D loss: 0.192403, acc.: 91.80%, KL div.: 0.078244] [G loss: 3.424024, KL div.: 3.424024, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
473 [D loss: 0.222726, acc.: 92.58%, KL div.: 0.133359] [G loss: 3.162359, KL div.: 3.162359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
474 [D loss: 0.227951, acc.: 92.19%, KL div.: 0.110428] [G loss: 3.320496, KL div.: 3.320496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
475 [D loss: 0.196495, acc.: 94.92%, KL div.: 0.083666] [G loss: 3.726148, KL div.: 3.726148, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
476 [D loss: 0.273121, acc.: 90.23%, KL div.: 0.135819] [G loss: 3.614366, KL div.: 3.614366, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
477 [D loss: 0.319249, acc.: 85.94%, KL div.: 0.186170] [G loss: 3.490373, KL div.: 3.490373, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
478 [D loss: 0.300333, acc.: 90.62%, KL div.: 0.120767] [G loss: 3.843728, KL div.: 3.843728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
479 [D loss: 0.252623, acc.: 92.97%, KL div.: 0.152868] [G loss: 3.594743, KL div.: 3.594743, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
480 [D loss: 0.326709, acc.: 86.72%, KL div.: 0.188795] [G loss: 3.242355, KL div.: 3.242355, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
481 [D loss: 0.422547, acc.: 80.08%, KL div.: 0.161787] [G loss: 3.462385, KL div.: 3.462385, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
482 [D loss: 0.324926, acc.: 86.33%, KL div.: 0.244259] [G loss: 3.594502, KL div.: 3.594502, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
483 [D loss: 0.434399, acc.: 82.42%, KL div.: 0.196907] [G loss: 3.399733, KL div.: 3.399733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
484 [D loss: 0.306112, acc.: 88.28%, KL div.: 0.178200] [G loss: 3.350229, KL div.: 3.350229, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
485 [D loss: 0.406890, acc.: 80.08%, KL div.: 0.205528] [G loss: 3.513969, KL div.: 3.513969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
486 [D loss: 0.290054, acc.: 88.67%, KL div.: 0.166783] [G loss: 3.446749, KL div.: 3.446749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
487 [D loss: 0.250307, acc.: 92.19%, KL div.: 0.148217] [G loss: 3.461057, KL div.: 3.461057, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
488 [D loss: 0.255098, acc.: 91.02%, KL div.: 0.145054] [G loss: 3.270220, KL div.: 3.270220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
489 [D loss: 0.334021, acc.: 87.89%, KL div.: 0.176713] [G loss: 3.735488, KL div.: 3.735488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
490 [D loss: 0.224084, acc.: 92.19%, KL div.: 0.114167] [G loss: 3.804722, KL div.: 3.804722, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
491 [D loss: 0.288925, acc.: 88.67%, KL div.: 0.157605] [G loss: 3.426501, KL div.: 3.426501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
492 [D loss: 0.288848, acc.: 88.67%, KL div.: 0.150364] [G loss: 3.305720, KL div.: 3.305720, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
493 [D loss: 0.487648, acc.: 76.56%, KL div.: 0.260380] [G loss: 3.516738, KL div.: 3.516738, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
494 [D loss: 0.333535, acc.: 86.33%, KL div.: 0.215762] [G loss: 3.311760, KL div.: 3.311760, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
495 [D loss: 0.322921, acc.: 85.55%, KL div.: 0.154842] [G loss: 3.580930, KL div.: 3.580930, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
496 [D loss: 0.240632, acc.: 91.41%, KL div.: 0.136905] [G loss: 3.508640, KL div.: 3.508640, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
497 [D loss: 0.473420, acc.: 77.34%, KL div.: 0.267145] [G loss: 3.381516, KL div.: 3.381516, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
498 [D loss: 0.284315, acc.: 88.28%, KL div.: 0.183252] [G loss: 3.479828, KL div.: 3.479828, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
499 [D loss: 0.281563, acc.: 90.23%, KL div.: 0.163367] [G loss: 3.276255, KL div.: 3.276255, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 3s 106ms/step
4/4 [==============================] - 3s 126ms/step
500 [D loss: 0.214231, acc.: 94.53%, KL div.: 0.127277] [G loss: 3.286608, KL div.: 3.286608, FID: 128.023551]
1/1 [==============================] - 0s 36ms/step
4/4 [==============================] - 0s 77ms/step
501 [D loss: 0.262456, acc.: 90.62%, KL div.: 0.154352] [G loss: 3.264574, KL div.: 3.264574, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
502 [D loss: 0.152308, acc.: 96.88%, KL div.: 0.077536] [G loss: 4.094779, KL div.: 4.094779, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
503 [D loss: 0.221539, acc.: 92.58%, KL div.: 0.125671] [G loss: 3.755711, KL div.: 3.755711, FID: 0.000000]
4/4 [==============================] - 0s 20ms/step
504 [D loss: 0.178479, acc.: 95.31%, KL div.: 0.095614] [G loss: 3.950910, KL div.: 3.950910, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
505 [D loss: 0.193542, acc.: 94.92%, KL div.: 0.115953] [G loss: 3.705819, KL div.: 3.705819, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
506 [D loss: 0.199916, acc.: 94.53%, KL div.: 0.106348] [G loss: 4.065287, KL div.: 4.065287, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
507 [D loss: 0.118153, acc.: 97.27%, KL div.: 0.070716] [G loss: 3.823235, KL div.: 3.823235, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
508 [D loss: 0.143388, acc.: 95.70%, KL div.: 0.095579] [G loss: 3.817071, KL div.: 3.817071, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
509 [D loss: 0.117344, acc.: 98.44%, KL div.: 0.045298] [G loss: 3.867431, KL div.: 3.867431, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
510 [D loss: 0.155631, acc.: 94.92%, KL div.: 0.106426] [G loss: 3.590546, KL div.: 3.590546, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
511 [D loss: 0.132664, acc.: 97.66%, KL div.: 0.057451] [G loss: 3.511764, KL div.: 3.511764, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
512 [D loss: 0.174048, acc.: 92.97%, KL div.: 0.078953] [G loss: 3.754450, KL div.: 3.754450, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
513 [D loss: 0.171184, acc.: 93.75%, KL div.: 0.112778] [G loss: 3.592934, KL div.: 3.592934, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
514 [D loss: 0.179832, acc.: 94.92%, KL div.: 0.080595] [G loss: 3.706013, KL div.: 3.706013, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
515 [D loss: 0.168978, acc.: 93.75%, KL div.: 0.096174] [G loss: 3.777597, KL div.: 3.777597, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
516 [D loss: 0.258946, acc.: 88.67%, KL div.: 0.129864] [G loss: 3.296317, KL div.: 3.296317, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
517 [D loss: 0.168192, acc.: 94.14%, KL div.: 0.089527] [G loss: 3.605974, KL div.: 3.605974, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
518 [D loss: 0.161606, acc.: 94.14%, KL div.: 0.097600] [G loss: 3.750886, KL div.: 3.750886, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
519 [D loss: 0.108779, acc.: 96.88%, KL div.: 0.067850] [G loss: 3.657495, KL div.: 3.657495, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
520 [D loss: 0.146323, acc.: 96.09%, KL div.: 0.073211] [G loss: 3.818028, KL div.: 3.818028, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
521 [D loss: 0.137900, acc.: 96.48%, KL div.: 0.073416] [G loss: 3.930993, KL div.: 3.930993, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
522 [D loss: 0.179517, acc.: 95.31%, KL div.: 0.115210] [G loss: 3.537868, KL div.: 3.537868, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
523 [D loss: 0.101383, acc.: 98.05%, KL div.: 0.038372] [G loss: 3.734646, KL div.: 3.734646, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
524 [D loss: 0.207361, acc.: 92.97%, KL div.: 0.106525] [G loss: 4.230361, KL div.: 4.230361, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
525 [D loss: 0.170561, acc.: 93.36%, KL div.: 0.104502] [G loss: 3.999833, KL div.: 3.999833, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
526 [D loss: 0.141959, acc.: 95.31%, KL div.: 0.083197] [G loss: 3.877809, KL div.: 3.877809, FID: 0.000000]
4/4 [==============================] - 0s 25ms/step
527 [D loss: 0.206662, acc.: 91.80%, KL div.: 0.095916] [G loss: 4.041978, KL div.: 4.041978, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
528 [D loss: 0.113144, acc.: 96.88%, KL div.: 0.082056] [G loss: 4.587194, KL div.: 4.587194, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
529 [D loss: 0.285036, acc.: 85.55%, KL div.: 0.098005] [G loss: 4.133718, KL div.: 4.133718, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
530 [D loss: 0.143745, acc.: 94.92%, KL div.: 0.121393] [G loss: 4.325843, KL div.: 4.325843, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
531 [D loss: 0.204683, acc.: 92.97%, KL div.: 0.139012] [G loss: 3.744400, KL div.: 3.744400, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
532 [D loss: 0.159708, acc.: 94.53%, KL div.: 0.059011] [G loss: 3.929510, KL div.: 3.929510, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
533 [D loss: 0.130601, acc.: 95.70%, KL div.: 0.089128] [G loss: 4.176136, KL div.: 4.176137, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
534 [D loss: 0.163858, acc.: 96.09%, KL div.: 0.078618] [G loss: 3.860315, KL div.: 3.860315, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
535 [D loss: 0.206550, acc.: 91.80%, KL div.: 0.118823] [G loss: 4.429471, KL div.: 4.429471, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
536 [D loss: 0.196020, acc.: 92.97%, KL div.: 0.108723] [G loss: 4.033356, KL div.: 4.033356, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
537 [D loss: 0.182213, acc.: 94.14%, KL div.: 0.078746] [G loss: 4.586152, KL div.: 4.586152, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
538 [D loss: 0.177372, acc.: 94.92%, KL div.: 0.111178] [G loss: 4.198386, KL div.: 4.198386, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
539 [D loss: 0.194929, acc.: 91.80%, KL div.: 0.080539] [G loss: 3.939404, KL div.: 3.939404, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
540 [D loss: 0.215978, acc.: 92.58%, KL div.: 0.114275] [G loss: 3.795306, KL div.: 3.795306, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
541 [D loss: 0.300914, acc.: 88.28%, KL div.: 0.161504] [G loss: 3.618538, KL div.: 3.618538, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
542 [D loss: 0.160893, acc.: 95.31%, KL div.: 0.078202] [G loss: 4.027877, KL div.: 4.027877, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
543 [D loss: 0.171254, acc.: 94.92%, KL div.: 0.095184] [G loss: 4.056148, KL div.: 4.056148, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
544 [D loss: 0.181524, acc.: 94.14%, KL div.: 0.052219] [G loss: 4.205662, KL div.: 4.205662, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
545 [D loss: 0.221920, acc.: 91.41%, KL div.: 0.133746] [G loss: 3.444905, KL div.: 3.444905, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
546 [D loss: 0.206248, acc.: 91.02%, KL div.: 0.106478] [G loss: 3.723907, KL div.: 3.723907, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
547 [D loss: 0.135664, acc.: 95.70%, KL div.: 0.083830] [G loss: 4.095784, KL div.: 4.095784, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
548 [D loss: 0.184855, acc.: 94.14%, KL div.: 0.058378] [G loss: 3.784004, KL div.: 3.784004, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
549 [D loss: 0.107735, acc.: 96.09%, KL div.: 0.075854] [G loss: 4.587401, KL div.: 4.587401, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
550 [D loss: 0.154232, acc.: 96.88%, KL div.: 0.077547] [G loss: 3.796301, KL div.: 3.796301, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
551 [D loss: 0.211922, acc.: 91.80%, KL div.: 0.072902] [G loss: 3.786285, KL div.: 3.786285, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
552 [D loss: 0.186639, acc.: 93.75%, KL div.: 0.088132] [G loss: 4.143711, KL div.: 4.143711, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
553 [D loss: 0.218605, acc.: 94.14%, KL div.: 0.114750] [G loss: 3.848553, KL div.: 3.848553, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
554 [D loss: 0.253494, acc.: 89.84%, KL div.: 0.110520] [G loss: 3.277683, KL div.: 3.277683, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
555 [D loss: 0.275246, acc.: 90.23%, KL div.: 0.148886] [G loss: 3.515201, KL div.: 3.515201, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
556 [D loss: 0.197662, acc.: 93.75%, KL div.: 0.125183] [G loss: 3.576219, KL div.: 3.576219, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
557 [D loss: 0.279177, acc.: 89.84%, KL div.: 0.073929] [G loss: 3.891594, KL div.: 3.891594, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
558 [D loss: 0.396837, acc.: 85.55%, KL div.: 0.233239] [G loss: 3.641271, KL div.: 3.641271, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
559 [D loss: 0.283562, acc.: 89.06%, KL div.: 0.144658] [G loss: 3.500713, KL div.: 3.500713, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
560 [D loss: 0.398810, acc.: 78.91%, KL div.: 0.197627] [G loss: 3.626766, KL div.: 3.626766, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
561 [D loss: 0.238506, acc.: 89.84%, KL div.: 0.120489] [G loss: 3.928390, KL div.: 3.928390, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
562 [D loss: 0.375196, acc.: 84.38%, KL div.: 0.225243] [G loss: 3.651575, KL div.: 3.651575, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
563 [D loss: 0.254445, acc.: 90.23%, KL div.: 0.083104] [G loss: 3.946068, KL div.: 3.946068, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
564 [D loss: 0.207203, acc.: 91.80%, KL div.: 0.148960] [G loss: 3.842550, KL div.: 3.842550, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
565 [D loss: 0.207660, acc.: 92.97%, KL div.: 0.111307] [G loss: 3.326935, KL div.: 3.326935, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
566 [D loss: 0.181021, acc.: 92.97%, KL div.: 0.081364] [G loss: 3.975544, KL div.: 3.975544, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
567 [D loss: 0.265449, acc.: 88.28%, KL div.: 0.127781] [G loss: 3.794105, KL div.: 3.794105, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
568 [D loss: 0.199839, acc.: 93.36%, KL div.: 0.099240] [G loss: 4.066460, KL div.: 4.066460, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
569 [D loss: 0.383644, acc.: 81.64%, KL div.: 0.214073] [G loss: 3.788795, KL div.: 3.788795, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
570 [D loss: 0.282681, acc.: 88.28%, KL div.: 0.172609] [G loss: 4.362491, KL div.: 4.362491, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
571 [D loss: 0.247707, acc.: 89.45%, KL div.: 0.117915] [G loss: 4.221540, KL div.: 4.221540, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
572 [D loss: 0.166713, acc.: 95.70%, KL div.: 0.107168] [G loss: 3.923155, KL div.: 3.923155, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
573 [D loss: 0.166032, acc.: 93.75%, KL div.: 0.096762] [G loss: 3.875578, KL div.: 3.875578, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
574 [D loss: 0.245208, acc.: 90.23%, KL div.: 0.112575] [G loss: 3.967467, KL div.: 3.967467, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
575 [D loss: 0.268601, acc.: 88.28%, KL div.: 0.161656] [G loss: 4.171688, KL div.: 4.171688, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
576 [D loss: 0.290903, acc.: 87.89%, KL div.: 0.160427] [G loss: 3.741315, KL div.: 3.741315, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
577 [D loss: 0.198183, acc.: 92.19%, KL div.: 0.100272] [G loss: 4.238189, KL div.: 4.238189, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
578 [D loss: 0.409054, acc.: 83.98%, KL div.: 0.207014] [G loss: 4.040373, KL div.: 4.040373, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
579 [D loss: 0.265033, acc.: 91.41%, KL div.: 0.171876] [G loss: 3.674222, KL div.: 3.674222, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
580 [D loss: 0.314010, acc.: 88.28%, KL div.: 0.174439] [G loss: 3.694240, KL div.: 3.694240, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
581 [D loss: 0.289547, acc.: 87.50%, KL div.: 0.149543] [G loss: 4.221989, KL div.: 4.221989, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
582 [D loss: 0.315005, acc.: 87.89%, KL div.: 0.189471] [G loss: 3.917083, KL div.: 3.917083, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
583 [D loss: 0.277229, acc.: 90.23%, KL div.: 0.132571] [G loss: 3.820763, KL div.: 3.820763, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
584 [D loss: 0.355401, acc.: 85.16%, KL div.: 0.210511] [G loss: 3.958094, KL div.: 3.958094, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
585 [D loss: 0.302916, acc.: 88.28%, KL div.: 0.176518] [G loss: 4.306914, KL div.: 4.306914, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
586 [D loss: 0.217734, acc.: 91.80%, KL div.: 0.132091] [G loss: 3.824659, KL div.: 3.824659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
587 [D loss: 0.389578, acc.: 83.20%, KL div.: 0.224509] [G loss: 3.544039, KL div.: 3.544039, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
588 [D loss: 0.248847, acc.: 91.02%, KL div.: 0.146568] [G loss: 4.144811, KL div.: 4.144811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
589 [D loss: 0.233280, acc.: 91.41%, KL div.: 0.135154] [G loss: 3.746648, KL div.: 3.746648, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
590 [D loss: 0.296137, acc.: 88.28%, KL div.: 0.178222] [G loss: 3.534812, KL div.: 3.534812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
591 [D loss: 0.147675, acc.: 95.70%, KL div.: 0.091173] [G loss: 3.980790, KL div.: 3.980790, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
592 [D loss: 0.284250, acc.: 89.06%, KL div.: 0.143263] [G loss: 4.108768, KL div.: 4.108768, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
593 [D loss: 0.268614, acc.: 90.23%, KL div.: 0.175131] [G loss: 3.736763, KL div.: 3.736763, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
594 [D loss: 0.163151, acc.: 93.75%, KL div.: 0.070441] [G loss: 4.388883, KL div.: 4.388883, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
595 [D loss: 0.169353, acc.: 93.75%, KL div.: 0.121018] [G loss: 3.973673, KL div.: 3.973673, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
596 [D loss: 0.194537, acc.: 92.19%, KL div.: 0.089024] [G loss: 3.905791, KL div.: 3.905791, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
597 [D loss: 0.214651, acc.: 92.97%, KL div.: 0.121416] [G loss: 4.174617, KL div.: 4.174617, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
598 [D loss: 0.134408, acc.: 95.31%, KL div.: 0.091019] [G loss: 3.985738, KL div.: 3.985738, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
599 [D loss: 0.234029, acc.: 91.02%, KL div.: 0.117468] [G loss: 3.803629, KL div.: 3.803630, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 3s 115ms/step
4/4 [==============================] - 3s 126ms/step
600 [D loss: 0.151204, acc.: 95.31%, KL div.: 0.088463] [G loss: 4.237440, KL div.: 4.237440, FID: 193.040596]
1/1 [==============================] - 0s 36ms/step
4/4 [==============================] - 0s 76ms/step
601 [D loss: 0.235015, acc.: 90.23%, KL div.: 0.127203] [G loss: 4.004048, KL div.: 4.004048, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
602 [D loss: 0.177198, acc.: 93.36%, KL div.: 0.086689] [G loss: 4.505640, KL div.: 4.505640, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
603 [D loss: 0.154764, acc.: 94.92%, KL div.: 0.108175] [G loss: 3.812529, KL div.: 3.812529, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
604 [D loss: 0.330776, acc.: 86.72%, KL div.: 0.142937] [G loss: 3.986414, KL div.: 3.986414, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
605 [D loss: 0.314885, acc.: 87.11%, KL div.: 0.196206] [G loss: 4.009072, KL div.: 4.009072, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
606 [D loss: 0.201202, acc.: 91.80%, KL div.: 0.110215] [G loss: 4.248661, KL div.: 4.248661, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
607 [D loss: 0.245111, acc.: 88.28%, KL div.: 0.124328] [G loss: 4.141039, KL div.: 4.141039, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
608 [D loss: 0.221091, acc.: 93.36%, KL div.: 0.143483] [G loss: 3.817992, KL div.: 3.817992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
609 [D loss: 0.328162, acc.: 85.94%, KL div.: 0.158970] [G loss: 4.114877, KL div.: 4.114877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
610 [D loss: 0.152817, acc.: 94.92%, KL div.: 0.114418] [G loss: 4.076265, KL div.: 4.076265, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
611 [D loss: 0.164080, acc.: 95.31%, KL div.: 0.096408] [G loss: 3.930803, KL div.: 3.930803, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
612 [D loss: 0.169512, acc.: 94.53%, KL div.: 0.091532] [G loss: 4.054041, KL div.: 4.054041, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
613 [D loss: 0.168154, acc.: 95.31%, KL div.: 0.085167] [G loss: 4.258874, KL div.: 4.258874, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
614 [D loss: 0.120179, acc.: 95.70%, KL div.: 0.077051] [G loss: 4.318243, KL div.: 4.318243, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
615 [D loss: 0.139256, acc.: 95.70%, KL div.: 0.067726] [G loss: 4.196635, KL div.: 4.196635, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
616 [D loss: 0.134203, acc.: 96.09%, KL div.: 0.076000] [G loss: 3.964394, KL div.: 3.964394, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
617 [D loss: 0.177838, acc.: 92.58%, KL div.: 0.094950] [G loss: 3.949353, KL div.: 3.949353, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
618 [D loss: 0.151971, acc.: 94.53%, KL div.: 0.090930] [G loss: 4.439795, KL div.: 4.439795, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
619 [D loss: 0.108656, acc.: 97.66%, KL div.: 0.062197] [G loss: 4.470956, KL div.: 4.470956, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
620 [D loss: 0.173255, acc.: 94.14%, KL div.: 0.088292] [G loss: 4.476053, KL div.: 4.476054, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
621 [D loss: 0.097001, acc.: 97.66%, KL div.: 0.063923] [G loss: 4.656126, KL div.: 4.656126, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
622 [D loss: 0.149764, acc.: 94.53%, KL div.: 0.085213] [G loss: 4.047159, KL div.: 4.047159, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
623 [D loss: 0.132698, acc.: 95.31%, KL div.: 0.076803] [G loss: 3.875118, KL div.: 3.875118, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
624 [D loss: 0.139735, acc.: 95.31%, KL div.: 0.060276] [G loss: 4.471060, KL div.: 4.471060, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
625 [D loss: 0.085719, acc.: 98.44%, KL div.: 0.059807] [G loss: 4.676118, KL div.: 4.676118, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
626 [D loss: 0.118687, acc.: 97.66%, KL div.: 0.057735] [G loss: 4.239671, KL div.: 4.239671, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
627 [D loss: 0.125819, acc.: 96.48%, KL div.: 0.055355] [G loss: 4.495309, KL div.: 4.495309, FID: 0.000000]
4/4 [==============================] - 0s 24ms/step
628 [D loss: 0.179294, acc.: 93.75%, KL div.: 0.090042] [G loss: 4.148918, KL div.: 4.148918, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
629 [D loss: 0.192982, acc.: 93.36%, KL div.: 0.135589] [G loss: 3.999878, KL div.: 3.999878, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
630 [D loss: 0.179489, acc.: 94.92%, KL div.: 0.080897] [G loss: 3.742907, KL div.: 3.742907, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
631 [D loss: 0.205797, acc.: 94.92%, KL div.: 0.098756] [G loss: 4.465277, KL div.: 4.465277, FID: 0.000000]
4/4 [==============================] - 0s 33ms/step
632 [D loss: 0.531972, acc.: 74.22%, KL div.: 0.287191] [G loss: 3.579460, KL div.: 3.579460, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
633 [D loss: 0.233553, acc.: 92.58%, KL div.: 0.130247] [G loss: 3.993597, KL div.: 3.993597, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
634 [D loss: 0.308030, acc.: 88.28%, KL div.: 0.175700] [G loss: 3.795159, KL div.: 3.795159, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
635 [D loss: 0.251893, acc.: 89.06%, KL div.: 0.136944] [G loss: 3.909928, KL div.: 3.909928, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
636 [D loss: 0.226760, acc.: 90.62%, KL div.: 0.144360] [G loss: 3.913665, KL div.: 3.913665, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
637 [D loss: 0.155444, acc.: 94.53%, KL div.: 0.095035] [G loss: 3.859817, KL div.: 3.859817, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
638 [D loss: 0.116659, acc.: 97.66%, KL div.: 0.040509] [G loss: 4.268330, KL div.: 4.268330, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
639 [D loss: 0.141137, acc.: 94.53%, KL div.: 0.108558] [G loss: 4.731766, KL div.: 4.731766, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
640 [D loss: 0.126703, acc.: 96.09%, KL div.: 0.066812] [G loss: 4.273947, KL div.: 4.273947, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
641 [D loss: 0.082578, acc.: 98.83%, KL div.: 0.041403] [G loss: 3.992191, KL div.: 3.992191, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
642 [D loss: 0.118044, acc.: 97.27%, KL div.: 0.041060] [G loss: 4.311063, KL div.: 4.311063, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
643 [D loss: 0.130155, acc.: 96.48%, KL div.: 0.074315] [G loss: 3.997831, KL div.: 3.997831, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
644 [D loss: 0.169234, acc.: 95.31%, KL div.: 0.071836] [G loss: 4.088523, KL div.: 4.088523, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
645 [D loss: 0.137573, acc.: 95.31%, KL div.: 0.085863] [G loss: 4.228847, KL div.: 4.228847, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
646 [D loss: 0.130977, acc.: 95.70%, KL div.: 0.060953] [G loss: 4.225392, KL div.: 4.225392, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
647 [D loss: 0.132412, acc.: 96.09%, KL div.: 0.064237] [G loss: 4.148196, KL div.: 4.148196, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
648 [D loss: 0.108534, acc.: 96.48%, KL div.: 0.056895] [G loss: 4.185896, KL div.: 4.185896, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
649 [D loss: 0.143830, acc.: 96.88%, KL div.: 0.072320] [G loss: 4.085772, KL div.: 4.085772, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
650 [D loss: 0.118797, acc.: 98.05%, KL div.: 0.065248] [G loss: 3.950954, KL div.: 3.950954, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
651 [D loss: 0.152931, acc.: 96.48%, KL div.: 0.077552] [G loss: 3.969669, KL div.: 3.969669, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
652 [D loss: 0.103231, acc.: 96.88%, KL div.: 0.056969] [G loss: 4.301628, KL div.: 4.301628, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
653 [D loss: 0.119347, acc.: 98.05%, KL div.: 0.063886] [G loss: 3.840602, KL div.: 3.840602, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
654 [D loss: 0.139119, acc.: 95.31%, KL div.: 0.060626] [G loss: 3.825540, KL div.: 3.825540, FID: 0.000000]
4/4 [==============================] - 0s 51ms/step
655 [D loss: 0.166993, acc.: 94.92%, KL div.: 0.080532] [G loss: 4.325200, KL div.: 4.325200, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
656 [D loss: 0.110144, acc.: 95.70%, KL div.: 0.072674] [G loss: 3.804360, KL div.: 3.804360, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
657 [D loss: 0.133529, acc.: 96.09%, KL div.: 0.049578] [G loss: 3.733819, KL div.: 3.733819, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
658 [D loss: 0.126585, acc.: 96.88%, KL div.: 0.068175] [G loss: 4.134931, KL div.: 4.134931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
659 [D loss: 0.116866, acc.: 95.70%, KL div.: 0.086381] [G loss: 4.099988, KL div.: 4.099988, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
660 [D loss: 0.215072, acc.: 91.02%, KL div.: 0.043491] [G loss: 4.294367, KL div.: 4.294367, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
661 [D loss: 0.150032, acc.: 94.53%, KL div.: 0.127898] [G loss: 4.785052, KL div.: 4.782400, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
662 [D loss: 0.168515, acc.: 94.14%, KL div.: 0.077348] [G loss: 4.348516, KL div.: 4.348516, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
663 [D loss: 0.117993, acc.: 97.27%, KL div.: 0.048536] [G loss: 4.302553, KL div.: 4.302553, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
664 [D loss: 0.288376, acc.: 89.45%, KL div.: 0.134377] [G loss: 4.024477, KL div.: 4.024477, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
665 [D loss: 0.326672, acc.: 86.33%, KL div.: 0.143685] [G loss: 4.371141, KL div.: 4.371141, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
666 [D loss: 0.519993, acc.: 75.78%, KL div.: 0.260584] [G loss: 4.332423, KL div.: 4.332423, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
667 [D loss: 0.342541, acc.: 83.98%, KL div.: 0.211581] [G loss: 4.074367, KL div.: 4.074367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
668 [D loss: 0.500102, acc.: 77.34%, KL div.: 0.212487] [G loss: 4.451952, KL div.: 4.450617, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
669 [D loss: 0.254581, acc.: 90.23%, KL div.: 0.182195] [G loss: 3.752842, KL div.: 3.752842, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
670 [D loss: 0.287345, acc.: 88.28%, KL div.: 0.114817] [G loss: 4.187550, KL div.: 4.187550, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
671 [D loss: 0.437416, acc.: 80.47%, KL div.: 0.274628] [G loss: 3.561773, KL div.: 3.561773, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
672 [D loss: 0.214432, acc.: 93.36%, KL div.: 0.120065] [G loss: 3.868738, KL div.: 3.868739, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
673 [D loss: 0.224102, acc.: 92.19%, KL div.: 0.117300] [G loss: 3.702525, KL div.: 3.702525, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
674 [D loss: 0.191551, acc.: 93.75%, KL div.: 0.100525] [G loss: 4.034011, KL div.: 4.034011, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
675 [D loss: 0.247198, acc.: 90.62%, KL div.: 0.132907] [G loss: 4.095317, KL div.: 4.095317, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
676 [D loss: 0.225377, acc.: 91.41%, KL div.: 0.118845] [G loss: 3.896997, KL div.: 3.896997, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
677 [D loss: 0.278474, acc.: 89.84%, KL div.: 0.159411] [G loss: 3.833769, KL div.: 3.833768, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
678 [D loss: 0.343149, acc.: 84.77%, KL div.: 0.165119] [G loss: 4.406064, KL div.: 4.406064, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
679 [D loss: 0.319175, acc.: 86.72%, KL div.: 0.183017] [G loss: 3.859805, KL div.: 3.859806, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
680 [D loss: 0.309239, acc.: 83.98%, KL div.: 0.152902] [G loss: 3.871133, KL div.: 3.871133, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
681 [D loss: 0.281288, acc.: 90.23%, KL div.: 0.161412] [G loss: 3.957328, KL div.: 3.957328, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
682 [D loss: 0.169256, acc.: 94.14%, KL div.: 0.107800] [G loss: 4.210344, KL div.: 4.210344, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
683 [D loss: 0.166197, acc.: 95.31%, KL div.: 0.078731] [G loss: 4.106375, KL div.: 4.106375, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
684 [D loss: 0.134039, acc.: 94.92%, KL div.: 0.068432] [G loss: 4.334521, KL div.: 4.334521, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
685 [D loss: 0.155113, acc.: 94.14%, KL div.: 0.091202] [G loss: 3.963037, KL div.: 3.963037, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
686 [D loss: 0.154683, acc.: 94.53%, KL div.: 0.065431] [G loss: 3.920562, KL div.: 3.920531, FID: 0.000000]
4/4 [==============================] - 0s 44ms/step
687 [D loss: 0.207099, acc.: 91.02%, KL div.: 0.114985] [G loss: 4.357245, KL div.: 4.357246, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
688 [D loss: 0.214072, acc.: 92.97%, KL div.: 0.092342] [G loss: 4.074600, KL div.: 4.074600, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
689 [D loss: 0.288251, acc.: 87.89%, KL div.: 0.151081] [G loss: 4.347648, KL div.: 4.347648, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
690 [D loss: 0.270570, acc.: 88.67%, KL div.: 0.182002] [G loss: 3.568789, KL div.: 3.568789, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
691 [D loss: 0.253672, acc.: 90.23%, KL div.: 0.098227] [G loss: 3.985056, KL div.: 3.985056, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
692 [D loss: 0.165784, acc.: 94.53%, KL div.: 0.110087] [G loss: 3.997796, KL div.: 3.997796, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
693 [D loss: 0.207680, acc.: 93.36%, KL div.: 0.121182] [G loss: 3.818629, KL div.: 3.818629, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
694 [D loss: 0.130799, acc.: 96.09%, KL div.: 0.081270] [G loss: 3.891907, KL div.: 3.891907, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
695 [D loss: 0.146207, acc.: 95.70%, KL div.: 0.048126] [G loss: 4.003610, KL div.: 4.003610, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
696 [D loss: 0.160462, acc.: 95.31%, KL div.: 0.096477] [G loss: 3.861626, KL div.: 3.861627, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
697 [D loss: 0.212711, acc.: 92.19%, KL div.: 0.107507] [G loss: 3.747334, KL div.: 3.747334, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
698 [D loss: 0.228187, acc.: 91.02%, KL div.: 0.119632] [G loss: 4.108196, KL div.: 4.108195, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
699 [D loss: 0.141424, acc.: 94.14%, KL div.: 0.083735] [G loss: 4.108854, KL div.: 4.108854, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 2s 96ms/step
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700 [D loss: 0.094702, acc.: 96.09%, KL div.: 0.072211] [G loss: 4.592083, KL div.: 4.592083, FID: 128.496757]
1/1 [==============================] - 0s 25ms/step
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701 [D loss: 0.142655, acc.: 95.31%, KL div.: 0.046712] [G loss: 4.195051, KL div.: 4.195051, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
702 [D loss: 0.114985, acc.: 97.27%, KL div.: 0.072659] [G loss: 4.294842, KL div.: 4.294842, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
703 [D loss: 0.100451, acc.: 96.09%, KL div.: 0.074942] [G loss: 4.506119, KL div.: 4.501915, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
704 [D loss: 0.103569, acc.: 96.88%, KL div.: 0.031356] [G loss: 4.354232, KL div.: 4.354232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
705 [D loss: 0.081887, acc.: 98.83%, KL div.: 0.028904] [G loss: 4.520623, KL div.: 4.520623, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
706 [D loss: 0.165136, acc.: 94.53%, KL div.: 0.113267] [G loss: 3.911888, KL div.: 3.911888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
707 [D loss: 0.115801, acc.: 97.27%, KL div.: 0.047772] [G loss: 3.995620, KL div.: 3.995620, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
708 [D loss: 0.139294, acc.: 96.09%, KL div.: 0.074668] [G loss: 4.031687, KL div.: 4.031687, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
709 [D loss: 0.096502, acc.: 98.05%, KL div.: 0.048714] [G loss: 4.134804, KL div.: 4.134804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
710 [D loss: 0.128491, acc.: 94.14%, KL div.: 0.075408] [G loss: 4.453948, KL div.: 4.453948, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
711 [D loss: 0.161138, acc.: 94.14%, KL div.: 0.049970] [G loss: 4.459303, KL div.: 4.459303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
712 [D loss: 0.170820, acc.: 93.75%, KL div.: 0.102933] [G loss: 4.114337, KL div.: 4.114337, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
713 [D loss: 0.150216, acc.: 94.92%, KL div.: 0.081238] [G loss: 3.895921, KL div.: 3.895921, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
714 [D loss: 0.124711, acc.: 96.48%, KL div.: 0.072090] [G loss: 3.882989, KL div.: 3.882989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
715 [D loss: 0.171065, acc.: 94.92%, KL div.: 0.075098] [G loss: 4.307697, KL div.: 4.307697, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
716 [D loss: 0.156255, acc.: 95.31%, KL div.: 0.106949] [G loss: 3.827726, KL div.: 3.827726, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
717 [D loss: 0.154647, acc.: 94.14%, KL div.: 0.072478] [G loss: 3.808800, KL div.: 3.808800, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
718 [D loss: 0.108886, acc.: 96.48%, KL div.: 0.056487] [G loss: 4.043655, KL div.: 4.043655, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
719 [D loss: 0.146261, acc.: 95.70%, KL div.: 0.082771] [G loss: 4.295359, KL div.: 4.295359, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
720 [D loss: 0.138746, acc.: 96.48%, KL div.: 0.052652] [G loss: 4.250047, KL div.: 4.250047, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
721 [D loss: 0.188738, acc.: 93.36%, KL div.: 0.103811] [G loss: 3.999917, KL div.: 3.999917, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
722 [D loss: 0.149995, acc.: 96.48%, KL div.: 0.084130] [G loss: 4.538401, KL div.: 4.538401, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
723 [D loss: 0.161399, acc.: 94.53%, KL div.: 0.102737] [G loss: 4.101317, KL div.: 4.101317, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
724 [D loss: 0.190879, acc.: 93.75%, KL div.: 0.058971] [G loss: 4.538074, KL div.: 4.535197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
725 [D loss: 0.204764, acc.: 94.14%, KL div.: 0.150751] [G loss: 4.109738, KL div.: 4.109738, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
726 [D loss: 0.254937, acc.: 89.84%, KL div.: 0.103107] [G loss: 4.581681, KL div.: 4.578825, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
727 [D loss: 0.146481, acc.: 94.14%, KL div.: 0.083360] [G loss: 4.864435, KL div.: 4.852928, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
728 [D loss: 0.220202, acc.: 92.58%, KL div.: 0.143428] [G loss: 3.552882, KL div.: 3.552882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
729 [D loss: 0.113191, acc.: 96.88%, KL div.: 0.040258] [G loss: 4.198649, KL div.: 4.197896, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
730 [D loss: 0.174517, acc.: 91.80%, KL div.: 0.094457] [G loss: 4.332566, KL div.: 4.332566, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
731 [D loss: 0.153015, acc.: 94.14%, KL div.: 0.081857] [G loss: 4.223099, KL div.: 4.223099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
732 [D loss: 0.258573, acc.: 88.67%, KL div.: 0.127016] [G loss: 4.317450, KL div.: 4.317450, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
733 [D loss: 0.186012, acc.: 93.75%, KL div.: 0.096643] [G loss: 4.548661, KL div.: 4.548661, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
734 [D loss: 0.293728, acc.: 87.89%, KL div.: 0.156169] [G loss: 4.589281, KL div.: 4.589281, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
735 [D loss: 0.198475, acc.: 92.58%, KL div.: 0.111067] [G loss: 4.232600, KL div.: 4.232600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
736 [D loss: 0.216199, acc.: 92.97%, KL div.: 0.116321] [G loss: 4.236156, KL div.: 4.236156, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
737 [D loss: 0.208419, acc.: 91.41%, KL div.: 0.092728] [G loss: 4.398033, KL div.: 4.393747, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
738 [D loss: 0.234800, acc.: 89.84%, KL div.: 0.130090] [G loss: 4.446342, KL div.: 4.446342, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
739 [D loss: 0.172395, acc.: 92.97%, KL div.: 0.096140] [G loss: 4.476289, KL div.: 4.476289, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
740 [D loss: 0.261191, acc.: 89.84%, KL div.: 0.121410] [G loss: 4.253128, KL div.: 4.253128, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
741 [D loss: 0.299473, acc.: 89.84%, KL div.: 0.150779] [G loss: 4.697453, KL div.: 4.697453, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
742 [D loss: 0.243517, acc.: 88.67%, KL div.: 0.183376] [G loss: 3.880912, KL div.: 3.880912, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
743 [D loss: 0.278886, acc.: 89.45%, KL div.: 0.083508] [G loss: 4.599833, KL div.: 4.599833, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
744 [D loss: 0.178299, acc.: 92.97%, KL div.: 0.120953] [G loss: 4.527001, KL div.: 4.527001, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
745 [D loss: 0.301212, acc.: 86.72%, KL div.: 0.176797] [G loss: 3.963661, KL div.: 3.963051, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
746 [D loss: 0.256571, acc.: 88.28%, KL div.: 0.106663] [G loss: 4.589318, KL div.: 4.584126, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
747 [D loss: 0.284882, acc.: 87.50%, KL div.: 0.184964] [G loss: 4.017384, KL div.: 4.017384, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
748 [D loss: 0.153264, acc.: 95.31%, KL div.: 0.075308] [G loss: 3.934164, KL div.: 3.934164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
749 [D loss: 0.144240, acc.: 95.31%, KL div.: 0.074138] [G loss: 4.117136, KL div.: 4.117136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
750 [D loss: 0.314946, acc.: 83.59%, KL div.: 0.166304] [G loss: 4.678331, KL div.: 4.678331, FID: 0.000000]
4/4 [==============================] - 0s 689us/step
751 [D loss: 0.133954, acc.: 95.31%, KL div.: 0.086035] [G loss: 4.357228, KL div.: 4.357228, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
752 [D loss: 0.173871, acc.: 93.36%, KL div.: 0.084067] [G loss: 4.336089, KL div.: 4.336089, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
753 [D loss: 0.265071, acc.: 89.45%, KL div.: 0.161317] [G loss: 4.186507, KL div.: 4.186507, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
754 [D loss: 0.161430, acc.: 94.53%, KL div.: 0.058367] [G loss: 4.719934, KL div.: 4.719934, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
755 [D loss: 0.294114, acc.: 89.06%, KL div.: 0.174073] [G loss: 4.208128, KL div.: 4.208128, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
756 [D loss: 0.257595, acc.: 89.84%, KL div.: 0.145432] [G loss: 3.928676, KL div.: 3.928676, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
757 [D loss: 0.223880, acc.: 89.45%, KL div.: 0.108352] [G loss: 4.636217, KL div.: 4.636216, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
758 [D loss: 0.174753, acc.: 93.36%, KL div.: 0.102004] [G loss: 4.230563, KL div.: 4.230563, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
759 [D loss: 0.136100, acc.: 96.48%, KL div.: 0.067969] [G loss: 4.629415, KL div.: 4.629415, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
760 [D loss: 0.274703, acc.: 87.89%, KL div.: 0.131948] [G loss: 4.413775, KL div.: 4.413775, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
761 [D loss: 0.189508, acc.: 91.41%, KL div.: 0.120506] [G loss: 4.428682, KL div.: 4.428682, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
762 [D loss: 0.152252, acc.: 93.75%, KL div.: 0.087950] [G loss: 4.292885, KL div.: 4.292885, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
763 [D loss: 0.184649, acc.: 92.19%, KL div.: 0.080139] [G loss: 4.681911, KL div.: 4.681911, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
764 [D loss: 0.153221, acc.: 94.14%, KL div.: 0.097518] [G loss: 4.852283, KL div.: 4.852283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
765 [D loss: 0.261156, acc.: 88.28%, KL div.: 0.158353] [G loss: 4.082342, KL div.: 4.082342, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
766 [D loss: 0.183160, acc.: 94.14%, KL div.: 0.076181] [G loss: 4.489721, KL div.: 4.489721, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
767 [D loss: 0.137385, acc.: 95.70%, KL div.: 0.101319] [G loss: 4.713126, KL div.: 4.713127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
768 [D loss: 0.196965, acc.: 93.36%, KL div.: 0.101081] [G loss: 4.555815, KL div.: 4.555815, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
769 [D loss: 0.139285, acc.: 94.53%, KL div.: 0.062982] [G loss: 4.491044, KL div.: 4.491044, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
770 [D loss: 0.194036, acc.: 93.75%, KL div.: 0.145739] [G loss: 3.903011, KL div.: 3.903011, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
771 [D loss: 0.234182, acc.: 89.84%, KL div.: 0.073310] [G loss: 4.907553, KL div.: 4.907553, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
772 [D loss: 0.157536, acc.: 94.53%, KL div.: 0.107542] [G loss: 4.520370, KL div.: 4.520370, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
773 [D loss: 0.189504, acc.: 92.97%, KL div.: 0.114279] [G loss: 4.224742, KL div.: 4.224742, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
774 [D loss: 0.214057, acc.: 91.80%, KL div.: 0.105866] [G loss: 4.331760, KL div.: 4.331760, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
775 [D loss: 0.230679, acc.: 90.23%, KL div.: 0.119017] [G loss: 4.435011, KL div.: 4.435011, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
776 [D loss: 0.182516, acc.: 93.75%, KL div.: 0.093299] [G loss: 4.441537, KL div.: 4.441537, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
777 [D loss: 0.264573, acc.: 89.06%, KL div.: 0.166258] [G loss: 3.714816, KL div.: 3.714816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
778 [D loss: 0.297294, acc.: 83.59%, KL div.: 0.092104] [G loss: 4.994257, KL div.: 4.990029, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
779 [D loss: 0.252847, acc.: 89.06%, KL div.: 0.199624] [G loss: 3.602596, KL div.: 3.602596, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
780 [D loss: 0.147187, acc.: 95.31%, KL div.: 0.047894] [G loss: 4.550659, KL div.: 4.550659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
781 [D loss: 0.121631, acc.: 96.09%, KL div.: 0.060799] [G loss: 4.408648, KL div.: 4.408648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
782 [D loss: 0.275169, acc.: 88.67%, KL div.: 0.156444] [G loss: 3.760259, KL div.: 3.760259, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
783 [D loss: 0.251399, acc.: 89.84%, KL div.: 0.091520] [G loss: 4.971207, KL div.: 4.971207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
784 [D loss: 0.324775, acc.: 87.11%, KL div.: 0.215711] [G loss: 3.736457, KL div.: 3.736457, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
785 [D loss: 0.220566, acc.: 92.58%, KL div.: 0.108233] [G loss: 4.351924, KL div.: 4.351924, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
786 [D loss: 0.292553, acc.: 89.06%, KL div.: 0.177142] [G loss: 3.723279, KL div.: 3.723279, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
787 [D loss: 0.256782, acc.: 89.06%, KL div.: 0.127636] [G loss: 4.281805, KL div.: 4.281805, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
788 [D loss: 0.339717, acc.: 87.11%, KL div.: 0.230287] [G loss: 4.234676, KL div.: 4.234676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
789 [D loss: 0.173811, acc.: 93.36%, KL div.: 0.069101] [G loss: 4.315601, KL div.: 4.306789, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
790 [D loss: 0.244713, acc.: 89.06%, KL div.: 0.122829] [G loss: 4.332075, KL div.: 4.332075, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
791 [D loss: 0.268377, acc.: 90.62%, KL div.: 0.174514] [G loss: 4.177464, KL div.: 4.177464, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
792 [D loss: 0.192559, acc.: 92.19%, KL div.: 0.130389] [G loss: 4.192550, KL div.: 4.192550, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
793 [D loss: 0.108462, acc.: 97.66%, KL div.: 0.052928] [G loss: 4.384281, KL div.: 4.384281, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
794 [D loss: 0.136448, acc.: 95.31%, KL div.: 0.075567] [G loss: 4.326525, KL div.: 4.326525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
795 [D loss: 0.169124, acc.: 92.97%, KL div.: 0.093527] [G loss: 4.561493, KL div.: 4.561493, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
796 [D loss: 0.131479, acc.: 94.14%, KL div.: 0.061500] [G loss: 5.101267, KL div.: 5.101267, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
797 [D loss: 0.135982, acc.: 94.92%, KL div.: 0.080971] [G loss: 4.336806, KL div.: 4.336806, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
798 [D loss: 0.286503, acc.: 88.28%, KL div.: 0.146688] [G loss: 4.341710, KL div.: 4.341710, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
799 [D loss: 0.145754, acc.: 95.70%, KL div.: 0.096303] [G loss: 4.328890, KL div.: 4.328890, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 3s 98ms/step
4/4 [==============================] - 3s 79ms/step
800 [D loss: 0.150715, acc.: 94.14%, KL div.: 0.072106] [G loss: 4.320590, KL div.: 4.320590, FID: 130.670075]
1/1 [==============================] - 0s 44ms/step
4/4 [==============================] - 0s 65ms/step
801 [D loss: 0.220521, acc.: 92.19%, KL div.: 0.147305] [G loss: 4.346799, KL div.: 4.346799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
802 [D loss: 0.152036, acc.: 93.75%, KL div.: 0.067211] [G loss: 4.340489, KL div.: 4.340488, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
803 [D loss: 0.197382, acc.: 92.97%, KL div.: 0.068989] [G loss: 5.031102, KL div.: 5.021975, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
804 [D loss: 0.174990, acc.: 91.41%, KL div.: 0.105686] [G loss: 4.563752, KL div.: 4.563752, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
805 [D loss: 0.291053, acc.: 88.28%, KL div.: 0.150310] [G loss: 4.941605, KL div.: 4.941605, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
806 [D loss: 0.301620, acc.: 84.38%, KL div.: 0.181283] [G loss: 5.034437, KL div.: 5.034437, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
807 [D loss: 0.153177, acc.: 93.36%, KL div.: 0.095107] [G loss: 5.039317, KL div.: 5.039317, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
808 [D loss: 0.140215, acc.: 94.92%, KL div.: 0.070902] [G loss: 4.656838, KL div.: 4.656838, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
809 [D loss: 0.171263, acc.: 94.14%, KL div.: 0.112419] [G loss: 4.444860, KL div.: 4.444860, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
810 [D loss: 0.154833, acc.: 92.97%, KL div.: 0.069615] [G loss: 4.512968, KL div.: 4.512968, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
811 [D loss: 0.187622, acc.: 92.58%, KL div.: 0.118568] [G loss: 4.357730, KL div.: 4.357730, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
812 [D loss: 0.212608, acc.: 92.19%, KL div.: 0.116461] [G loss: 4.193739, KL div.: 4.193739, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
813 [D loss: 0.138560, acc.: 93.75%, KL div.: 0.060319] [G loss: 4.765781, KL div.: 4.765781, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
814 [D loss: 0.208063, acc.: 93.36%, KL div.: 0.126580] [G loss: 4.028979, KL div.: 4.028979, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
815 [D loss: 0.463945, acc.: 80.47%, KL div.: 0.220369] [G loss: 4.402755, KL div.: 4.402755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
816 [D loss: 0.230394, acc.: 87.89%, KL div.: 0.125876] [G loss: 4.688069, KL div.: 4.688069, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
817 [D loss: 0.246375, acc.: 91.02%, KL div.: 0.158909] [G loss: 4.082593, KL div.: 4.082593, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
818 [D loss: 0.236118, acc.: 91.41%, KL div.: 0.112201] [G loss: 4.419342, KL div.: 4.419342, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
819 [D loss: 0.156392, acc.: 94.92%, KL div.: 0.100758] [G loss: 4.176691, KL div.: 4.176691, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
820 [D loss: 0.280543, acc.: 89.45%, KL div.: 0.118246] [G loss: 4.676088, KL div.: 4.676088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
821 [D loss: 0.206194, acc.: 93.36%, KL div.: 0.150488] [G loss: 4.464715, KL div.: 4.460383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
822 [D loss: 0.191533, acc.: 94.14%, KL div.: 0.103098] [G loss: 4.119161, KL div.: 4.119161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
823 [D loss: 0.224349, acc.: 91.41%, KL div.: 0.152093] [G loss: 3.806022, KL div.: 3.806022, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
824 [D loss: 0.252320, acc.: 89.45%, KL div.: 0.095791] [G loss: 4.872387, KL div.: 4.872387, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
825 [D loss: 0.160057, acc.: 93.75%, KL div.: 0.131581] [G loss: 4.381788, KL div.: 4.381788, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
826 [D loss: 0.220582, acc.: 91.41%, KL div.: 0.076076] [G loss: 4.440494, KL div.: 4.428296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
827 [D loss: 0.265531, acc.: 89.06%, KL div.: 0.152225] [G loss: 4.178821, KL div.: 4.178821, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
828 [D loss: 0.141677, acc.: 93.75%, KL div.: 0.114350] [G loss: 4.482520, KL div.: 4.472892, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
829 [D loss: 0.250101, acc.: 91.02%, KL div.: 0.101458] [G loss: 4.679397, KL div.: 4.679397, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
830 [D loss: 0.107359, acc.: 97.27%, KL div.: 0.068193] [G loss: 5.062719, KL div.: 5.062719, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
831 [D loss: 0.218765, acc.: 91.41%, KL div.: 0.119767] [G loss: 4.070029, KL div.: 4.069699, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
832 [D loss: 0.192397, acc.: 92.58%, KL div.: 0.104825] [G loss: 4.324933, KL div.: 4.324933, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
833 [D loss: 0.120305, acc.: 95.70%, KL div.: 0.084592] [G loss: 4.316286, KL div.: 4.316286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
834 [D loss: 0.067730, acc.: 98.05%, KL div.: 0.050339] [G loss: 4.734080, KL div.: 4.734080, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
835 [D loss: 0.143926, acc.: 95.31%, KL div.: 0.061681] [G loss: 4.132387, KL div.: 4.132387, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
836 [D loss: 0.096506, acc.: 96.88%, KL div.: 0.075667] [G loss: 4.891950, KL div.: 4.891950, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
837 [D loss: 0.069549, acc.: 98.83%, KL div.: 0.029739] [G loss: 4.865243, KL div.: 4.865243, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
838 [D loss: 0.103393, acc.: 95.70%, KL div.: 0.045880] [G loss: 4.744982, KL div.: 4.744983, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
839 [D loss: 0.266269, acc.: 87.11%, KL div.: 0.086974] [G loss: 4.928594, KL div.: 4.920368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
840 [D loss: 0.265374, acc.: 91.02%, KL div.: 0.236724] [G loss: 4.221051, KL div.: 4.220084, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
841 [D loss: 0.177998, acc.: 91.80%, KL div.: 0.033921] [G loss: 5.221087, KL div.: 5.220045, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
842 [D loss: 0.210519, acc.: 92.19%, KL div.: 0.160290] [G loss: 4.209044, KL div.: 4.209044, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
843 [D loss: 0.136270, acc.: 96.48%, KL div.: 0.062167] [G loss: 4.382618, KL div.: 4.382618, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
844 [D loss: 0.154535, acc.: 95.70%, KL div.: 0.087119] [G loss: 4.684515, KL div.: 4.684515, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
845 [D loss: 0.174959, acc.: 93.75%, KL div.: 0.109115] [G loss: 4.192323, KL div.: 4.192323, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
846 [D loss: 0.132700, acc.: 95.31%, KL div.: 0.061213] [G loss: 4.304844, KL div.: 4.296308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
847 [D loss: 0.220050, acc.: 90.23%, KL div.: 0.102728] [G loss: 4.183358, KL div.: 4.183358, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
848 [D loss: 0.135020, acc.: 95.70%, KL div.: 0.095587] [G loss: 4.682090, KL div.: 4.682090, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
849 [D loss: 0.239020, acc.: 91.80%, KL div.: 0.135004] [G loss: 4.385999, KL div.: 4.385999, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
850 [D loss: 0.127472, acc.: 96.48%, KL div.: 0.069133] [G loss: 4.897219, KL div.: 4.897219, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
851 [D loss: 0.189061, acc.: 91.80%, KL div.: 0.089105] [G loss: 4.872820, KL div.: 4.872820, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
852 [D loss: 0.207760, acc.: 91.41%, KL div.: 0.142392] [G loss: 4.337919, KL div.: 4.337919, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
853 [D loss: 0.132214, acc.: 96.48%, KL div.: 0.062796] [G loss: 4.398991, KL div.: 4.398991, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
854 [D loss: 0.160095, acc.: 94.14%, KL div.: 0.076296] [G loss: 4.663612, KL div.: 4.663612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
855 [D loss: 0.170769, acc.: 95.31%, KL div.: 0.108141] [G loss: 4.231615, KL div.: 4.231615, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
856 [D loss: 0.141455, acc.: 94.92%, KL div.: 0.084244] [G loss: 3.991791, KL div.: 3.991791, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
857 [D loss: 0.175851, acc.: 92.19%, KL div.: 0.081292] [G loss: 4.689322, KL div.: 4.689322, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
858 [D loss: 0.143618, acc.: 95.70%, KL div.: 0.070185] [G loss: 4.370420, KL div.: 4.370420, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
859 [D loss: 0.251710, acc.: 91.41%, KL div.: 0.156908] [G loss: 4.160292, KL div.: 4.160292, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
860 [D loss: 0.173702, acc.: 92.97%, KL div.: 0.103950] [G loss: 4.624597, KL div.: 4.624597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
861 [D loss: 0.183904, acc.: 93.36%, KL div.: 0.088809] [G loss: 4.822598, KL div.: 4.822598, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
862 [D loss: 0.095568, acc.: 96.48%, KL div.: 0.076489] [G loss: 4.727839, KL div.: 4.722538, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
863 [D loss: 0.132345, acc.: 95.70%, KL div.: 0.072849] [G loss: 4.199922, KL div.: 4.199922, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
864 [D loss: 0.153241, acc.: 94.53%, KL div.: 0.055593] [G loss: 5.311944, KL div.: 5.310457, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
865 [D loss: 0.210216, acc.: 91.80%, KL div.: 0.122033] [G loss: 4.730595, KL div.: 4.730595, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
866 [D loss: 0.131951, acc.: 95.70%, KL div.: 0.087016] [G loss: 4.647940, KL div.: 4.647940, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
867 [D loss: 0.202357, acc.: 93.75%, KL div.: 0.123901] [G loss: 4.292421, KL div.: 4.292421, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
868 [D loss: 0.209780, acc.: 91.02%, KL div.: 0.067957] [G loss: 5.263001, KL div.: 5.263001, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
869 [D loss: 0.217427, acc.: 89.84%, KL div.: 0.168629] [G loss: 4.533243, KL div.: 4.533243, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
870 [D loss: 0.177923, acc.: 93.36%, KL div.: 0.064547] [G loss: 5.100657, KL div.: 5.082414, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
871 [D loss: 0.230030, acc.: 93.75%, KL div.: 0.146884] [G loss: 4.736524, KL div.: 4.736524, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
872 [D loss: 0.204173, acc.: 92.58%, KL div.: 0.132659] [G loss: 4.077585, KL div.: 4.071239, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
873 [D loss: 0.224139, acc.: 92.58%, KL div.: 0.097793] [G loss: 5.049787, KL div.: 5.049787, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
874 [D loss: 0.213278, acc.: 91.80%, KL div.: 0.120486] [G loss: 4.342663, KL div.: 4.342663, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
875 [D loss: 0.201811, acc.: 94.53%, KL div.: 0.145188] [G loss: 4.473032, KL div.: 4.473032, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
876 [D loss: 0.260554, acc.: 90.23%, KL div.: 0.115675] [G loss: 4.512107, KL div.: 4.511763, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
877 [D loss: 0.222762, acc.: 93.36%, KL div.: 0.132174] [G loss: 4.008252, KL div.: 4.008252, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
878 [D loss: 0.338548, acc.: 85.94%, KL div.: 0.196152] [G loss: 4.502131, KL div.: 4.502131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
879 [D loss: 0.165665, acc.: 94.14%, KL div.: 0.111627] [G loss: 3.987720, KL div.: 3.987720, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
880 [D loss: 0.195655, acc.: 93.36%, KL div.: 0.068050] [G loss: 4.699971, KL div.: 4.699971, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
881 [D loss: 0.186872, acc.: 94.14%, KL div.: 0.144699] [G loss: 3.927011, KL div.: 3.927011, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
882 [D loss: 0.156108, acc.: 94.14%, KL div.: 0.054174] [G loss: 4.176739, KL div.: 4.176739, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
883 [D loss: 0.202959, acc.: 92.58%, KL div.: 0.120583] [G loss: 4.810509, KL div.: 4.810509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
884 [D loss: 0.362624, acc.: 84.38%, KL div.: 0.230245] [G loss: 4.184349, KL div.: 4.184349, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
885 [D loss: 0.212632, acc.: 92.97%, KL div.: 0.116833] [G loss: 4.102100, KL div.: 4.102100, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
886 [D loss: 0.192554, acc.: 93.36%, KL div.: 0.103551] [G loss: 4.447227, KL div.: 4.447227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
887 [D loss: 0.174433, acc.: 93.75%, KL div.: 0.133348] [G loss: 3.612455, KL div.: 3.612455, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
888 [D loss: 0.237786, acc.: 89.06%, KL div.: 0.086454] [G loss: 4.692137, KL div.: 4.692137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
889 [D loss: 0.131904, acc.: 95.31%, KL div.: 0.077506] [G loss: 4.435221, KL div.: 4.435221, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
890 [D loss: 0.417390, acc.: 82.03%, KL div.: 0.235131] [G loss: 4.275601, KL div.: 4.275601, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
891 [D loss: 0.128218, acc.: 97.27%, KL div.: 0.094255] [G loss: 4.728415, KL div.: 4.728415, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
892 [D loss: 0.192400, acc.: 92.58%, KL div.: 0.107611] [G loss: 3.878893, KL div.: 3.878893, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
893 [D loss: 0.169069, acc.: 93.75%, KL div.: 0.079263] [G loss: 4.434667, KL div.: 4.429855, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
894 [D loss: 0.170973, acc.: 91.80%, KL div.: 0.114152] [G loss: 4.251630, KL div.: 4.251630, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
895 [D loss: 0.250317, acc.: 90.23%, KL div.: 0.098291] [G loss: 4.496111, KL div.: 4.496111, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
896 [D loss: 0.150064, acc.: 93.36%, KL div.: 0.118408] [G loss: 4.506066, KL div.: 4.506066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
897 [D loss: 0.164641, acc.: 92.97%, KL div.: 0.080560] [G loss: 4.675351, KL div.: 4.675351, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
898 [D loss: 0.121371, acc.: 96.09%, KL div.: 0.064853] [G loss: 4.133357, KL div.: 4.133358, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
899 [D loss: 0.149953, acc.: 95.31%, KL div.: 0.096855] [G loss: 4.439276, KL div.: 4.439276, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 58ms/step
4/4 [==============================] - 3s 133ms/step
900 [D loss: 0.079277, acc.: 98.44%, KL div.: 0.045680] [G loss: 3.993167, KL div.: 3.993167, FID: 116.200637]
1/1 [==============================] - 0s 56ms/step
4/4 [==============================] - 0s 76ms/step
901 [D loss: 0.122300, acc.: 96.48%, KL div.: 0.052915] [G loss: 4.356723, KL div.: 4.356723, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
902 [D loss: 0.192745, acc.: 92.19%, KL div.: 0.105492] [G loss: 4.115056, KL div.: 4.115056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
903 [D loss: 0.156429, acc.: 96.09%, KL div.: 0.088839] [G loss: 3.785476, KL div.: 3.785476, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
904 [D loss: 0.163656, acc.: 94.14%, KL div.: 0.079577] [G loss: 4.086345, KL div.: 4.086345, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
905 [D loss: 0.135627, acc.: 94.92%, KL div.: 0.078800] [G loss: 4.439688, KL div.: 4.437669, FID: 0.000000]
4/4 [==============================] - 0s 40ms/step
906 [D loss: 0.216465, acc.: 91.41%, KL div.: 0.101563] [G loss: 4.145741, KL div.: 4.145741, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
907 [D loss: 0.145043, acc.: 94.92%, KL div.: 0.084860] [G loss: 4.146286, KL div.: 4.146286, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
908 [D loss: 0.157344, acc.: 92.58%, KL div.: 0.089145] [G loss: 4.215985, KL div.: 4.215985, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
909 [D loss: 0.102236, acc.: 98.05%, KL div.: 0.036009] [G loss: 4.491787, KL div.: 4.491787, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
910 [D loss: 0.157800, acc.: 95.31%, KL div.: 0.102070] [G loss: 4.001270, KL div.: 4.001270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
911 [D loss: 0.178857, acc.: 93.75%, KL div.: 0.112984] [G loss: 4.092690, KL div.: 4.092690, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
912 [D loss: 0.162675, acc.: 93.75%, KL div.: 0.043001] [G loss: 5.002162, KL div.: 5.002162, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
913 [D loss: 0.217182, acc.: 92.19%, KL div.: 0.168931] [G loss: 4.133696, KL div.: 4.133696, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
914 [D loss: 0.130860, acc.: 96.88%, KL div.: 0.043016] [G loss: 4.232268, KL div.: 4.232268, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
915 [D loss: 0.229582, acc.: 90.62%, KL div.: 0.103841] [G loss: 4.406828, KL div.: 4.406828, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
916 [D loss: 0.116707, acc.: 96.09%, KL div.: 0.094047] [G loss: 4.508258, KL div.: 4.508258, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
917 [D loss: 0.177794, acc.: 93.75%, KL div.: 0.091512] [G loss: 3.957288, KL div.: 3.957288, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
918 [D loss: 0.159794, acc.: 95.31%, KL div.: 0.053713] [G loss: 4.889486, KL div.: 4.889486, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
919 [D loss: 0.187000, acc.: 91.80%, KL div.: 0.138396] [G loss: 4.003291, KL div.: 4.003291, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
920 [D loss: 0.140515, acc.: 95.70%, KL div.: 0.068652] [G loss: 4.223335, KL div.: 4.223335, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
921 [D loss: 0.228637, acc.: 93.36%, KL div.: 0.134731] [G loss: 4.222602, KL div.: 4.222602, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
922 [D loss: 0.342610, acc.: 87.11%, KL div.: 0.201244] [G loss: 3.982045, KL div.: 3.982045, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
923 [D loss: 0.187908, acc.: 94.14%, KL div.: 0.099415] [G loss: 3.949001, KL div.: 3.949001, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
924 [D loss: 0.250531, acc.: 90.23%, KL div.: 0.119829] [G loss: 4.396418, KL div.: 4.396418, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
925 [D loss: 0.165361, acc.: 91.41%, KL div.: 0.114974] [G loss: 3.751452, KL div.: 3.751452, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
926 [D loss: 0.200813, acc.: 91.80%, KL div.: 0.108319] [G loss: 4.045714, KL div.: 4.045714, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
927 [D loss: 0.157694, acc.: 92.97%, KL div.: 0.059064] [G loss: 4.450422, KL div.: 4.450422, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
928 [D loss: 0.152159, acc.: 95.31%, KL div.: 0.114257] [G loss: 4.304578, KL div.: 4.304578, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
929 [D loss: 0.137431, acc.: 97.27%, KL div.: 0.076696] [G loss: 3.937179, KL div.: 3.937179, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
930 [D loss: 0.214105, acc.: 90.23%, KL div.: 0.084099] [G loss: 3.907755, KL div.: 3.907755, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
931 [D loss: 0.194894, acc.: 92.97%, KL div.: 0.121164] [G loss: 4.288505, KL div.: 4.288505, FID: 0.000000]
4/4 [==============================] - 0s 32ms/step
932 [D loss: 0.152989, acc.: 94.92%, KL div.: 0.083710] [G loss: 4.153534, KL div.: 4.153535, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
933 [D loss: 0.137574, acc.: 94.92%, KL div.: 0.062065] [G loss: 4.015539, KL div.: 4.015539, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
934 [D loss: 0.197501, acc.: 92.58%, KL div.: 0.134284] [G loss: 4.209962, KL div.: 4.209962, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
935 [D loss: 0.126015, acc.: 96.09%, KL div.: 0.064136] [G loss: 3.853649, KL div.: 3.853649, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
936 [D loss: 0.141781, acc.: 95.31%, KL div.: 0.067535] [G loss: 4.453489, KL div.: 4.453489, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
937 [D loss: 0.195349, acc.: 94.92%, KL div.: 0.123732] [G loss: 4.250031, KL div.: 4.250031, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
938 [D loss: 0.177468, acc.: 94.53%, KL div.: 0.087013] [G loss: 4.745321, KL div.: 4.745321, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
939 [D loss: 0.269908, acc.: 90.23%, KL div.: 0.173393] [G loss: 3.797975, KL div.: 3.797975, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
940 [D loss: 0.165171, acc.: 94.92%, KL div.: 0.069714] [G loss: 4.639334, KL div.: 4.639335, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
941 [D loss: 0.191832, acc.: 91.41%, KL div.: 0.129191] [G loss: 4.438564, KL div.: 4.438564, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
942 [D loss: 0.159465, acc.: 94.92%, KL div.: 0.077654] [G loss: 4.291512, KL div.: 4.291513, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
943 [D loss: 0.136340, acc.: 96.48%, KL div.: 0.096445] [G loss: 4.132541, KL div.: 4.132541, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
944 [D loss: 0.148951, acc.: 95.31%, KL div.: 0.097064] [G loss: 3.919834, KL div.: 3.919834, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
945 [D loss: 0.150994, acc.: 95.31%, KL div.: 0.057782] [G loss: 4.325135, KL div.: 4.325135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
946 [D loss: 0.121600, acc.: 96.48%, KL div.: 0.094742] [G loss: 4.848071, KL div.: 4.848071, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
947 [D loss: 0.158644, acc.: 95.31%, KL div.: 0.078432] [G loss: 4.232099, KL div.: 4.232099, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
948 [D loss: 0.141304, acc.: 94.92%, KL div.: 0.066035] [G loss: 4.551121, KL div.: 4.551121, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
949 [D loss: 0.114237, acc.: 96.09%, KL div.: 0.076023] [G loss: 4.430989, KL div.: 4.430989, FID: 0.000000]
4/4 [==============================] - 0s 17ms/step
950 [D loss: 0.226533, acc.: 90.23%, KL div.: 0.125223] [G loss: 3.818934, KL div.: 3.818934, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
951 [D loss: 0.161623, acc.: 93.75%, KL div.: 0.077732] [G loss: 4.752678, KL div.: 4.750397, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
952 [D loss: 0.156271, acc.: 94.14%, KL div.: 0.105253] [G loss: 4.096500, KL div.: 4.096500, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
953 [D loss: 0.199741, acc.: 91.41%, KL div.: 0.116287] [G loss: 4.232697, KL div.: 4.232697, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
954 [D loss: 0.150135, acc.: 96.09%, KL div.: 0.075586] [G loss: 4.431739, KL div.: 4.431739, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
955 [D loss: 0.218081, acc.: 92.19%, KL div.: 0.113797] [G loss: 4.479989, KL div.: 4.479989, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
956 [D loss: 0.137965, acc.: 95.70%, KL div.: 0.099026] [G loss: 4.665186, KL div.: 4.650261, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
957 [D loss: 0.208771, acc.: 93.36%, KL div.: 0.103796] [G loss: 4.356135, KL div.: 4.356135, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
958 [D loss: 0.152852, acc.: 95.70%, KL div.: 0.104403] [G loss: 4.312770, KL div.: 4.312770, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
959 [D loss: 0.213089, acc.: 92.19%, KL div.: 0.130813] [G loss: 4.061768, KL div.: 4.061768, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
960 [D loss: 0.123553, acc.: 94.53%, KL div.: 0.049420] [G loss: 4.614589, KL div.: 4.614589, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
961 [D loss: 0.262338, acc.: 90.23%, KL div.: 0.186436] [G loss: 4.067518, KL div.: 4.067518, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
962 [D loss: 0.122792, acc.: 96.88%, KL div.: 0.047838] [G loss: 4.754991, KL div.: 4.754991, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
963 [D loss: 0.198927, acc.: 92.58%, KL div.: 0.124471] [G loss: 4.295708, KL div.: 4.285213, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
964 [D loss: 0.151103, acc.: 94.14%, KL div.: 0.075310] [G loss: 4.164959, KL div.: 4.164959, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
965 [D loss: 0.167483, acc.: 93.36%, KL div.: 0.104739] [G loss: 4.519000, KL div.: 4.519000, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
966 [D loss: 0.284283, acc.: 89.45%, KL div.: 0.150777] [G loss: 4.395056, KL div.: 4.395057, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
967 [D loss: 0.167076, acc.: 93.75%, KL div.: 0.118365] [G loss: 4.186691, KL div.: 4.186691, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
968 [D loss: 0.188818, acc.: 94.53%, KL div.: 0.115031] [G loss: 4.190654, KL div.: 4.189748, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
969 [D loss: 0.148341, acc.: 95.70%, KL div.: 0.084051] [G loss: 4.399444, KL div.: 4.399444, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
970 [D loss: 0.229279, acc.: 90.62%, KL div.: 0.122050] [G loss: 4.010485, KL div.: 4.010485, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
971 [D loss: 0.196030, acc.: 93.75%, KL div.: 0.099924] [G loss: 5.065627, KL div.: 5.065627, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
972 [D loss: 0.409457, acc.: 83.59%, KL div.: 0.263335] [G loss: 4.128466, KL div.: 4.128466, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
973 [D loss: 0.195154, acc.: 92.97%, KL div.: 0.113356] [G loss: 4.594223, KL div.: 4.588402, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
974 [D loss: 0.187523, acc.: 92.58%, KL div.: 0.109776] [G loss: 4.082177, KL div.: 4.082177, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
975 [D loss: 0.158815, acc.: 95.31%, KL div.: 0.105114] [G loss: 4.526898, KL div.: 4.526898, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
976 [D loss: 0.214740, acc.: 93.36%, KL div.: 0.151339] [G loss: 3.923765, KL div.: 3.923765, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
977 [D loss: 0.177656, acc.: 94.92%, KL div.: 0.070151] [G loss: 4.295575, KL div.: 4.295576, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
978 [D loss: 0.195181, acc.: 93.75%, KL div.: 0.144652] [G loss: 4.172745, KL div.: 4.172745, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
979 [D loss: 0.175767, acc.: 93.36%, KL div.: 0.079238] [G loss: 4.220911, KL div.: 4.220911, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
980 [D loss: 0.280854, acc.: 87.11%, KL div.: 0.177592] [G loss: 4.286891, KL div.: 4.278010, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
981 [D loss: 0.122072, acc.: 95.70%, KL div.: 0.080154] [G loss: 4.817115, KL div.: 4.817115, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
982 [D loss: 0.071694, acc.: 97.27%, KL div.: 0.050908] [G loss: 4.524917, KL div.: 4.524917, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
983 [D loss: 0.109370, acc.: 96.88%, KL div.: 0.062932] [G loss: 4.012970, KL div.: 4.012970, FID: 0.000000]
4/4 [==============================] - 0s 35ms/step
984 [D loss: 0.116826, acc.: 97.27%, KL div.: 0.067081] [G loss: 4.657161, KL div.: 4.657161, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
985 [D loss: 0.173015, acc.: 93.75%, KL div.: 0.082044] [G loss: 4.002733, KL div.: 4.002733, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
986 [D loss: 0.151047, acc.: 94.53%, KL div.: 0.103726] [G loss: 4.382169, KL div.: 4.382169, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
987 [D loss: 0.111627, acc.: 96.88%, KL div.: 0.045762] [G loss: 4.446054, KL div.: 4.446054, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
988 [D loss: 0.195370, acc.: 92.19%, KL div.: 0.110543] [G loss: 3.895674, KL div.: 3.895674, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
989 [D loss: 0.175462, acc.: 94.14%, KL div.: 0.101232] [G loss: 4.272077, KL div.: 4.272077, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
990 [D loss: 0.204322, acc.: 91.41%, KL div.: 0.104934] [G loss: 4.262321, KL div.: 4.262321, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
991 [D loss: 0.155621, acc.: 94.14%, KL div.: 0.095375] [G loss: 4.303545, KL div.: 4.303545, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
992 [D loss: 0.144582, acc.: 95.31%, KL div.: 0.082061] [G loss: 4.522136, KL div.: 4.519019, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
993 [D loss: 0.159639, acc.: 94.14%, KL div.: 0.113670] [G loss: 3.851839, KL div.: 3.851839, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
994 [D loss: 0.175625, acc.: 94.14%, KL div.: 0.057335] [G loss: 4.350479, KL div.: 4.350479, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
995 [D loss: 0.129458, acc.: 96.09%, KL div.: 0.089251] [G loss: 4.723350, KL div.: 4.723350, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
996 [D loss: 0.083129, acc.: 97.27%, KL div.: 0.062675] [G loss: 4.589786, KL div.: 4.584395, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
997 [D loss: 0.144777, acc.: 93.36%, KL div.: 0.069100] [G loss: 4.898052, KL div.: 4.898052, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
998 [D loss: 0.149902, acc.: 93.75%, KL div.: 0.085572] [G loss: 4.724929, KL div.: 4.720543, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
999 [D loss: 0.145578, acc.: 94.92%, KL div.: 0.085761] [G loss: 4.477494, KL div.: 4.477261, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 3s 112ms/step
4/4 [==============================] - 3s 110ms/step
1000 [D loss: 0.198390, acc.: 92.58%, KL div.: 0.095983] [G loss: 4.348495, KL div.: 4.348495, FID: 89.587945]
1/1 [==============================] - 0s 35ms/step
4/4 [==============================] - 0s 69ms/step
1001 [D loss: 0.126069, acc.: 96.48%, KL div.: 0.085299] [G loss: 4.966357, KL div.: 4.966357, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
1002 [D loss: 0.273119, acc.: 89.06%, KL div.: 0.136238] [G loss: 4.829857, KL div.: 4.829857, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1003 [D loss: 0.290467, acc.: 87.89%, KL div.: 0.182453] [G loss: 4.419980, KL div.: 4.419980, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1004 [D loss: 0.172422, acc.: 92.97%, KL div.: 0.100763] [G loss: 4.600509, KL div.: 4.600509, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1005 [D loss: 0.143923, acc.: 93.75%, KL div.: 0.100364] [G loss: 4.365121, KL div.: 4.364689, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1006 [D loss: 0.194835, acc.: 91.02%, KL div.: 0.071152] [G loss: 4.888615, KL div.: 4.888615, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1007 [D loss: 0.212825, acc.: 91.02%, KL div.: 0.134257] [G loss: 4.473586, KL div.: 4.473586, FID: 0.000000]
4/4 [==============================] - 0s 42ms/step
1008 [D loss: 0.194046, acc.: 90.62%, KL div.: 0.105703] [G loss: 4.720030, KL div.: 4.720030, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1009 [D loss: 0.086633, acc.: 95.70%, KL div.: 0.069361] [G loss: 5.051043, KL div.: 5.051043, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1010 [D loss: 0.098904, acc.: 97.27%, KL div.: 0.066527] [G loss: 4.107191, KL div.: 4.107191, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1011 [D loss: 0.134519, acc.: 95.70%, KL div.: 0.036099] [G loss: 4.585603, KL div.: 4.585603, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1012 [D loss: 0.123047, acc.: 96.09%, KL div.: 0.058477] [G loss: 4.886084, KL div.: 4.886084, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1013 [D loss: 0.227624, acc.: 89.84%, KL div.: 0.122404] [G loss: 4.552563, KL div.: 4.552563, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1014 [D loss: 0.170022, acc.: 93.36%, KL div.: 0.124690] [G loss: 4.052335, KL div.: 4.052335, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1015 [D loss: 0.126967, acc.: 96.48%, KL div.: 0.048498] [G loss: 4.388632, KL div.: 4.375216, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1016 [D loss: 0.144477, acc.: 93.75%, KL div.: 0.109713] [G loss: 4.975918, KL div.: 4.975918, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1017 [D loss: 0.232832, acc.: 90.62%, KL div.: 0.096241] [G loss: 4.478620, KL div.: 4.478620, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1018 [D loss: 0.094053, acc.: 96.88%, KL div.: 0.071895] [G loss: 5.356884, KL div.: 5.356885, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1019 [D loss: 0.099215, acc.: 96.48%, KL div.: 0.069104] [G loss: 4.366267, KL div.: 4.361463, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1020 [D loss: 0.148561, acc.: 94.92%, KL div.: 0.051658] [G loss: 4.885489, KL div.: 4.885489, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1021 [D loss: 0.123833, acc.: 95.70%, KL div.: 0.057062] [G loss: 4.772717, KL div.: 4.772717, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1022 [D loss: 0.257470, acc.: 89.06%, KL div.: 0.158301] [G loss: 4.449132, KL div.: 4.449132, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1023 [D loss: 0.162567, acc.: 91.80%, KL div.: 0.088987] [G loss: 5.160591, KL div.: 5.158604, FID: 0.000000]
4/4 [==============================] - 0s 44ms/step
1024 [D loss: 0.095625, acc.: 96.48%, KL div.: 0.057303] [G loss: 4.501924, KL div.: 4.501924, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1025 [D loss: 0.098140, acc.: 96.09%, KL div.: 0.052146] [G loss: 4.621909, KL div.: 4.621909, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1026 [D loss: 0.131810, acc.: 96.88%, KL div.: 0.065692] [G loss: 4.228484, KL div.: 4.228484, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1027 [D loss: 0.125474, acc.: 94.92%, KL div.: 0.060807] [G loss: 4.508833, KL div.: 4.508833, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1028 [D loss: 0.110806, acc.: 95.70%, KL div.: 0.065399] [G loss: 4.655915, KL div.: 4.655915, FID: 0.000000]
4/4 [==============================] - 0s 43ms/step
1029 [D loss: 0.107917, acc.: 96.48%, KL div.: 0.065174] [G loss: 4.488531, KL div.: 4.488531, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1030 [D loss: 0.102627, acc.: 97.27%, KL div.: 0.040166] [G loss: 4.572015, KL div.: 4.572015, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1031 [D loss: 0.140244, acc.: 94.14%, KL div.: 0.083265] [G loss: 4.670459, KL div.: 4.670459, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1032 [D loss: 0.099704, acc.: 95.31%, KL div.: 0.051904] [G loss: 4.763061, KL div.: 4.763061, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1033 [D loss: 0.141755, acc.: 96.09%, KL div.: 0.076776] [G loss: 4.200678, KL div.: 4.200678, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1034 [D loss: 0.098160, acc.: 97.66%, KL div.: 0.048500] [G loss: 4.751434, KL div.: 4.751434, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1035 [D loss: 0.111699, acc.: 96.48%, KL div.: 0.074278] [G loss: 4.607357, KL div.: 4.607357, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1036 [D loss: 0.149840, acc.: 93.75%, KL div.: 0.056442] [G loss: 4.211879, KL div.: 4.211879, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1037 [D loss: 0.056350, acc.: 98.44%, KL div.: 0.037889] [G loss: 4.972273, KL div.: 4.972273, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1038 [D loss: 0.120300, acc.: 95.31%, KL div.: 0.074620] [G loss: 4.774217, KL div.: 4.774217, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1039 [D loss: 0.081240, acc.: 97.66%, KL div.: 0.024294] [G loss: 4.520044, KL div.: 4.520044, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1040 [D loss: 0.075731, acc.: 98.05%, KL div.: 0.050960] [G loss: 4.799157, KL div.: 4.790741, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1041 [D loss: 0.169513, acc.: 92.19%, KL div.: 0.080862] [G loss: 4.727074, KL div.: 4.727074, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1042 [D loss: 0.086203, acc.: 97.27%, KL div.: 0.042243] [G loss: 4.431771, KL div.: 4.431771, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1043 [D loss: 0.094083, acc.: 96.88%, KL div.: 0.042336] [G loss: 5.167045, KL div.: 5.167045, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1044 [D loss: 0.143076, acc.: 95.31%, KL div.: 0.088153] [G loss: 4.231281, KL div.: 4.231281, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
1045 [D loss: 0.127171, acc.: 94.14%, KL div.: 0.044150] [G loss: 5.039351, KL div.: 5.039351, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1046 [D loss: 0.139707, acc.: 93.36%, KL div.: 0.096733] [G loss: 4.509884, KL div.: 4.509884, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
1047 [D loss: 0.175764, acc.: 93.36%, KL div.: 0.075077] [G loss: 4.315017, KL div.: 4.315017, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1048 [D loss: 0.098756, acc.: 96.09%, KL div.: 0.048851] [G loss: 5.317796, KL div.: 5.317796, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
1049 [D loss: 0.216694, acc.: 89.45%, KL div.: 0.137190] [G loss: 4.160840, KL div.: 4.160840, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1050 [D loss: 0.167957, acc.: 94.14%, KL div.: 0.083309] [G loss: 4.815081, KL div.: 4.815081, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1051 [D loss: 0.114469, acc.: 96.09%, KL div.: 0.068081] [G loss: 4.588413, KL div.: 4.588413, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1052 [D loss: 0.188731, acc.: 90.23%, KL div.: 0.079499] [G loss: 4.411604, KL div.: 4.411604, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1053 [D loss: 0.304445, acc.: 85.94%, KL div.: 0.160058] [G loss: 4.843241, KL div.: 4.843241, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1054 [D loss: 0.223323, acc.: 91.41%, KL div.: 0.117378] [G loss: 4.697514, KL div.: 4.697514, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1055 [D loss: 0.186940, acc.: 91.80%, KL div.: 0.116829] [G loss: 4.253803, KL div.: 4.253803, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1056 [D loss: 0.165106, acc.: 93.36%, KL div.: 0.074853] [G loss: 4.756848, KL div.: 4.756848, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1057 [D loss: 0.161309, acc.: 94.14%, KL div.: 0.088200] [G loss: 4.758270, KL div.: 4.758270, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1058 [D loss: 0.209877, acc.: 91.41%, KL div.: 0.123394] [G loss: 3.919800, KL div.: 3.919800, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1059 [D loss: 0.178067, acc.: 92.58%, KL div.: 0.079241] [G loss: 4.804650, KL div.: 4.804650, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1060 [D loss: 0.307368, acc.: 86.72%, KL div.: 0.180761] [G loss: 4.206245, KL div.: 4.206245, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1061 [D loss: 0.225842, acc.: 91.80%, KL div.: 0.145867] [G loss: 4.461013, KL div.: 4.461013, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1062 [D loss: 0.221381, acc.: 88.28%, KL div.: 0.123994] [G loss: 3.969120, KL div.: 3.969120, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1063 [D loss: 0.248883, acc.: 87.89%, KL div.: 0.086282] [G loss: 5.210126, KL div.: 5.210126, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1064 [D loss: 0.205602, acc.: 92.19%, KL div.: 0.178997] [G loss: 4.436768, KL div.: 4.430967, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1065 [D loss: 0.256967, acc.: 87.89%, KL div.: 0.084244] [G loss: 4.333923, KL div.: 4.333923, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1066 [D loss: 0.065910, acc.: 98.05%, KL div.: 0.055163] [G loss: 5.674155, KL div.: 5.674155, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1067 [D loss: 0.214885, acc.: 88.67%, KL div.: 0.140242] [G loss: 4.061685, KL div.: 4.061685, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1068 [D loss: 0.182066, acc.: 91.80%, KL div.: 0.051928] [G loss: 5.523375, KL div.: 5.523375, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1069 [D loss: 0.211709, acc.: 93.36%, KL div.: 0.167749] [G loss: 4.741559, KL div.: 4.741559, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1070 [D loss: 0.164847, acc.: 93.36%, KL div.: 0.069717] [G loss: 5.014268, KL div.: 5.011022, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1071 [D loss: 0.120720, acc.: 95.31%, KL div.: 0.063567] [G loss: 5.227808, KL div.: 5.227808, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1072 [D loss: 0.181272, acc.: 93.36%, KL div.: 0.124295] [G loss: 4.539912, KL div.: 4.539912, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1073 [D loss: 0.249881, acc.: 86.33%, KL div.: 0.103913] [G loss: 5.163841, KL div.: 5.157393, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1074 [D loss: 0.247376, acc.: 89.84%, KL div.: 0.171073] [G loss: 4.444966, KL div.: 4.444966, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1075 [D loss: 0.183645, acc.: 91.41%, KL div.: 0.115463] [G loss: 4.563175, KL div.: 4.563175, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1076 [D loss: 0.170542, acc.: 92.19%, KL div.: 0.109694] [G loss: 4.443546, KL div.: 4.443546, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1077 [D loss: 0.156720, acc.: 94.53%, KL div.: 0.072806] [G loss: 4.635437, KL div.: 4.635437, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1078 [D loss: 0.205583, acc.: 92.19%, KL div.: 0.106997] [G loss: 5.065555, KL div.: 5.065555, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1079 [D loss: 0.215368, acc.: 89.84%, KL div.: 0.157475] [G loss: 4.670537, KL div.: 4.667612, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1080 [D loss: 0.213446, acc.: 90.62%, KL div.: 0.074162] [G loss: 4.967155, KL div.: 4.959891, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1081 [D loss: 0.167880, acc.: 94.14%, KL div.: 0.138587] [G loss: 4.781797, KL div.: 4.781797, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1082 [D loss: 0.230626, acc.: 92.58%, KL div.: 0.118083] [G loss: 4.455059, KL div.: 4.455059, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1083 [D loss: 0.111001, acc.: 96.48%, KL div.: 0.058247] [G loss: 4.837126, KL div.: 4.837126, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1084 [D loss: 0.076399, acc.: 97.66%, KL div.: 0.054269] [G loss: 5.264908, KL div.: 5.264908, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1085 [D loss: 0.150282, acc.: 93.75%, KL div.: 0.077739] [G loss: 4.826707, KL div.: 4.826707, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1086 [D loss: 0.157982, acc.: 94.53%, KL div.: 0.097541] [G loss: 4.742587, KL div.: 4.742587, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1087 [D loss: 0.227320, acc.: 91.02%, KL div.: 0.105155] [G loss: 5.163632, KL div.: 5.163632, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1088 [D loss: 0.223842, acc.: 91.80%, KL div.: 0.156839] [G loss: 4.778232, KL div.: 4.778232, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1089 [D loss: 0.149467, acc.: 95.70%, KL div.: 0.071120] [G loss: 4.604532, KL div.: 4.600231, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1090 [D loss: 0.114411, acc.: 96.48%, KL div.: 0.084477] [G loss: 5.204714, KL div.: 5.192055, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1091 [D loss: 0.236908, acc.: 90.23%, KL div.: 0.105380] [G loss: 5.176703, KL div.: 5.176704, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1092 [D loss: 0.193292, acc.: 93.75%, KL div.: 0.144320] [G loss: 4.403946, KL div.: 4.403945, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1093 [D loss: 0.158089, acc.: 93.36%, KL div.: 0.043916] [G loss: 5.573944, KL div.: 5.571582, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1094 [D loss: 0.203607, acc.: 94.53%, KL div.: 0.173325] [G loss: 5.190835, KL div.: 5.182353, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
1095 [D loss: 0.152746, acc.: 94.14%, KL div.: 0.049107] [G loss: 5.356543, KL div.: 5.347652, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1096 [D loss: 0.189324, acc.: 92.97%, KL div.: 0.149575] [G loss: 4.031379, KL div.: 4.031379, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1097 [D loss: 0.295284, acc.: 88.28%, KL div.: 0.100459] [G loss: 5.849482, KL div.: 5.844610, FID: 0.000000]
4/4 [==============================] - 0s 36ms/step
1098 [D loss: 0.169383, acc.: 93.36%, KL div.: 0.137092] [G loss: 5.359926, KL div.: 5.335651, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1099 [D loss: 0.181162, acc.: 94.14%, KL div.: 0.114140] [G loss: 4.265368, KL div.: 4.263157, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 4s 118ms/step
4/4 [==============================] - 3s 121ms/step
1100 [D loss: 0.231922, acc.: 92.58%, KL div.: 0.104584] [G loss: 5.193562, KL div.: 5.184653, FID: 151.519607]
1/1 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 79ms/step
1101 [D loss: 0.231516, acc.: 90.62%, KL div.: 0.128603] [G loss: 5.688518, KL div.: 5.688518, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1102 [D loss: 0.248254, acc.: 92.19%, KL div.: 0.159773] [G loss: 5.284053, KL div.: 5.284053, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1103 [D loss: 0.307470, acc.: 87.89%, KL div.: 0.192528] [G loss: 4.863918, KL div.: 4.863918, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1104 [D loss: 0.228999, acc.: 91.80%, KL div.: 0.137372] [G loss: 4.666841, KL div.: 4.662214, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1105 [D loss: 0.261545, acc.: 89.84%, KL div.: 0.130582] [G loss: 4.949436, KL div.: 4.938739, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1106 [D loss: 0.341308, acc.: 88.28%, KL div.: 0.208314] [G loss: 5.247225, KL div.: 5.243852, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1107 [D loss: 0.296725, acc.: 89.06%, KL div.: 0.184198] [G loss: 4.965299, KL div.: 4.965299, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1108 [D loss: 0.214080, acc.: 90.62%, KL div.: 0.112425] [G loss: 4.797874, KL div.: 4.797874, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1109 [D loss: 0.251149, acc.: 89.84%, KL div.: 0.144716] [G loss: 4.829430, KL div.: 4.827271, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
1110 [D loss: 0.132603, acc.: 94.53%, KL div.: 0.091702] [G loss: 4.629900, KL div.: 4.629900, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1111 [D loss: 0.207945, acc.: 91.41%, KL div.: 0.121658] [G loss: 4.791668, KL div.: 4.791668, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1112 [D loss: 0.233701, acc.: 91.02%, KL div.: 0.129694] [G loss: 5.395956, KL div.: 5.395956, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1113 [D loss: 0.410578, acc.: 83.59%, KL div.: 0.260592] [G loss: 4.443570, KL div.: 4.443570, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1114 [D loss: 0.172249, acc.: 92.97%, KL div.: 0.083632] [G loss: 5.056095, KL div.: 5.056095, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1115 [D loss: 0.275824, acc.: 87.89%, KL div.: 0.181292] [G loss: 4.725116, KL div.: 4.725116, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1116 [D loss: 0.176641, acc.: 93.75%, KL div.: 0.106298] [G loss: 4.542422, KL div.: 4.542422, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1117 [D loss: 0.221995, acc.: 89.84%, KL div.: 0.120231] [G loss: 4.710381, KL div.: 4.710381, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1118 [D loss: 0.212606, acc.: 91.80%, KL div.: 0.106534] [G loss: 4.970147, KL div.: 4.970147, FID: 0.000000]
4/4 [==============================] - 0s 37ms/step
1119 [D loss: 0.227469, acc.: 91.02%, KL div.: 0.151979] [G loss: 4.314481, KL div.: 4.314481, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1120 [D loss: 0.115626, acc.: 95.31%, KL div.: 0.046685] [G loss: 5.070567, KL div.: 5.068413, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1121 [D loss: 0.210653, acc.: 90.62%, KL div.: 0.140966] [G loss: 4.475450, KL div.: 4.475450, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1122 [D loss: 0.089650, acc.: 96.88%, KL div.: 0.040922] [G loss: 5.112844, KL div.: 5.109096, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
1123 [D loss: 0.222575, acc.: 92.97%, KL div.: 0.134943] [G loss: 4.648118, KL div.: 4.648118, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1124 [D loss: 0.262772, acc.: 88.67%, KL div.: 0.148569] [G loss: 4.660013, KL div.: 4.660013, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1125 [D loss: 0.141168, acc.: 95.31%, KL div.: 0.089901] [G loss: 4.718341, KL div.: 4.718341, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1126 [D loss: 0.128655, acc.: 95.31%, KL div.: 0.083323] [G loss: 4.629844, KL div.: 4.629844, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1127 [D loss: 0.150923, acc.: 94.92%, KL div.: 0.067323] [G loss: 4.480123, KL div.: 4.480123, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1128 [D loss: 0.197054, acc.: 93.36%, KL div.: 0.114610] [G loss: 5.028483, KL div.: 5.023837, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1129 [D loss: 0.266104, acc.: 90.23%, KL div.: 0.172790] [G loss: 4.250252, KL div.: 4.250252, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1130 [D loss: 0.123383, acc.: 94.53%, KL div.: 0.047645] [G loss: 4.883612, KL div.: 4.883612, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
1131 [D loss: 0.195759, acc.: 92.58%, KL div.: 0.138917] [G loss: 4.130743, KL div.: 4.130744, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1132 [D loss: 0.120537, acc.: 96.88%, KL div.: 0.067826] [G loss: 4.667087, KL div.: 4.667087, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1133 [D loss: 0.229771, acc.: 92.19%, KL div.: 0.113296] [G loss: 4.427543, KL div.: 4.427543, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1134 [D loss: 0.132908, acc.: 96.09%, KL div.: 0.100849] [G loss: 4.691114, KL div.: 4.691114, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1135 [D loss: 0.110479, acc.: 96.48%, KL div.: 0.046668] [G loss: 4.912422, KL div.: 4.912422, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1136 [D loss: 0.152282, acc.: 92.97%, KL div.: 0.075392] [G loss: 4.923300, KL div.: 4.922544, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1137 [D loss: 0.209134, acc.: 93.36%, KL div.: 0.154317] [G loss: 4.255327, KL div.: 4.255327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1138 [D loss: 0.157455, acc.: 94.92%, KL div.: 0.050500] [G loss: 4.959098, KL div.: 4.959098, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1139 [D loss: 0.196790, acc.: 92.97%, KL div.: 0.132771] [G loss: 4.687231, KL div.: 4.684267, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1140 [D loss: 0.146523, acc.: 95.31%, KL div.: 0.085406] [G loss: 4.421732, KL div.: 4.421732, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1141 [D loss: 0.146393, acc.: 94.53%, KL div.: 0.065922] [G loss: 5.046448, KL div.: 5.046448, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1142 [D loss: 0.147351, acc.: 95.31%, KL div.: 0.078382] [G loss: 4.612716, KL div.: 4.612717, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1143 [D loss: 0.265135, acc.: 87.50%, KL div.: 0.147991] [G loss: 4.561707, KL div.: 4.561707, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1144 [D loss: 0.131399, acc.: 95.70%, KL div.: 0.070616] [G loss: 4.905958, KL div.: 4.905958, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1145 [D loss: 0.251664, acc.: 89.06%, KL div.: 0.134898] [G loss: 4.145108, KL div.: 4.145108, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1146 [D loss: 0.106742, acc.: 96.48%, KL div.: 0.074771] [G loss: 4.718339, KL div.: 4.718339, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1147 [D loss: 0.182396, acc.: 92.19%, KL div.: 0.081294] [G loss: 4.634695, KL div.: 4.634695, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1148 [D loss: 0.139388, acc.: 94.14%, KL div.: 0.080073] [G loss: 5.214756, KL div.: 5.214756, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1149 [D loss: 0.140532, acc.: 95.31%, KL div.: 0.082530] [G loss: 4.559628, KL div.: 4.559628, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1150 [D loss: 0.276521, acc.: 87.11%, KL div.: 0.129495] [G loss: 4.717109, KL div.: 4.717109, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1151 [D loss: 0.127614, acc.: 94.92%, KL div.: 0.082358] [G loss: 4.734563, KL div.: 4.734563, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1152 [D loss: 0.176338, acc.: 93.75%, KL div.: 0.093295] [G loss: 4.229974, KL div.: 4.229974, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1153 [D loss: 0.209000, acc.: 93.75%, KL div.: 0.115505] [G loss: 4.234106, KL div.: 4.234106, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1154 [D loss: 0.179343, acc.: 93.75%, KL div.: 0.085692] [G loss: 4.303994, KL div.: 4.303994, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1155 [D loss: 0.234150, acc.: 90.23%, KL div.: 0.131536] [G loss: 4.435905, KL div.: 4.435905, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1156 [D loss: 0.140527, acc.: 93.75%, KL div.: 0.087150] [G loss: 4.634986, KL div.: 4.634986, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1157 [D loss: 0.274169, acc.: 89.06%, KL div.: 0.117855] [G loss: 5.007335, KL div.: 5.006182, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1158 [D loss: 0.138581, acc.: 95.31%, KL div.: 0.096449] [G loss: 4.994129, KL div.: 4.994129, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1159 [D loss: 0.208605, acc.: 91.80%, KL div.: 0.120165] [G loss: 4.220265, KL div.: 4.220265, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1160 [D loss: 0.149886, acc.: 96.09%, KL div.: 0.055266] [G loss: 4.597198, KL div.: 4.597198, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1161 [D loss: 0.103979, acc.: 94.92%, KL div.: 0.076165] [G loss: 5.091200, KL div.: 5.087048, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1162 [D loss: 0.246966, acc.: 89.84%, KL div.: 0.095601] [G loss: 4.826942, KL div.: 4.823219, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1163 [D loss: 0.191720, acc.: 92.58%, KL div.: 0.109189] [G loss: 4.302959, KL div.: 4.302959, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1164 [D loss: 0.123807, acc.: 95.70%, KL div.: 0.077122] [G loss: 4.787619, KL div.: 4.787619, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1165 [D loss: 0.256321, acc.: 88.67%, KL div.: 0.121014] [G loss: 4.815988, KL div.: 4.815988, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1166 [D loss: 0.171696, acc.: 92.19%, KL div.: 0.092000] [G loss: 4.392342, KL div.: 4.392342, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1167 [D loss: 0.232331, acc.: 90.62%, KL div.: 0.120640] [G loss: 4.863912, KL div.: 4.863912, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
1168 [D loss: 0.224871, acc.: 90.62%, KL div.: 0.127417] [G loss: 4.605424, KL div.: 4.592124, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1169 [D loss: 0.165301, acc.: 94.14%, KL div.: 0.080550] [G loss: 4.767185, KL div.: 4.767185, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1170 [D loss: 0.356333, acc.: 84.77%, KL div.: 0.194717] [G loss: 4.459280, KL div.: 4.459280, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1171 [D loss: 0.125164, acc.: 94.14%, KL div.: 0.073712] [G loss: 5.058522, KL div.: 5.050266, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1172 [D loss: 0.314823, acc.: 83.98%, KL div.: 0.138395] [G loss: 4.472577, KL div.: 4.472577, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1173 [D loss: 0.226539, acc.: 91.41%, KL div.: 0.175446] [G loss: 4.304399, KL div.: 4.304399, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1174 [D loss: 0.176354, acc.: 93.36%, KL div.: 0.075572] [G loss: 4.481145, KL div.: 4.481145, FID: 0.000000]
4/4 [==============================] - 0s 42ms/step
1175 [D loss: 0.241074, acc.: 92.58%, KL div.: 0.118042] [G loss: 4.564962, KL div.: 4.564962, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1176 [D loss: 0.226231, acc.: 89.45%, KL div.: 0.112895] [G loss: 5.423679, KL div.: 5.414002, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1177 [D loss: 0.381056, acc.: 86.33%, KL div.: 0.269571] [G loss: 4.167443, KL div.: 4.167443, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1178 [D loss: 0.162360, acc.: 94.14%, KL div.: 0.057086] [G loss: 4.457999, KL div.: 4.457999, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1179 [D loss: 0.090002, acc.: 96.48%, KL div.: 0.067471] [G loss: 5.215270, KL div.: 5.203817, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
1180 [D loss: 0.157306, acc.: 95.70%, KL div.: 0.094533] [G loss: 3.939496, KL div.: 3.939496, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1181 [D loss: 0.182678, acc.: 93.36%, KL div.: 0.068034] [G loss: 4.856343, KL div.: 4.856343, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1182 [D loss: 0.224968, acc.: 92.97%, KL div.: 0.154170] [G loss: 4.731792, KL div.: 4.731793, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1183 [D loss: 0.305337, acc.: 89.06%, KL div.: 0.173206] [G loss: 4.103316, KL div.: 4.103316, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1184 [D loss: 0.335767, acc.: 84.38%, KL div.: 0.169271] [G loss: 4.582518, KL div.: 4.582518, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1185 [D loss: 0.254880, acc.: 90.62%, KL div.: 0.159004] [G loss: 4.300117, KL div.: 4.300117, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1186 [D loss: 0.330686, acc.: 86.33%, KL div.: 0.163810] [G loss: 4.665651, KL div.: 4.665651, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1187 [D loss: 0.150563, acc.: 93.75%, KL div.: 0.097732] [G loss: 4.264193, KL div.: 4.263232, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1188 [D loss: 0.235413, acc.: 91.80%, KL div.: 0.110360] [G loss: 4.838576, KL div.: 4.838503, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1189 [D loss: 0.405538, acc.: 83.20%, KL div.: 0.245282] [G loss: 4.595638, KL div.: 4.592596, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1190 [D loss: 0.146569, acc.: 94.14%, KL div.: 0.060330] [G loss: 4.979455, KL div.: 4.979413, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1191 [D loss: 0.256640, acc.: 91.41%, KL div.: 0.180197] [G loss: 4.495878, KL div.: 4.495878, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1192 [D loss: 0.264039, acc.: 89.06%, KL div.: 0.148042] [G loss: 4.319229, KL div.: 4.319229, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1193 [D loss: 0.203456, acc.: 92.97%, KL div.: 0.112989] [G loss: 4.529905, KL div.: 4.515285, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1194 [D loss: 0.176297, acc.: 93.36%, KL div.: 0.128772] [G loss: 4.538857, KL div.: 4.538857, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1195 [D loss: 0.222969, acc.: 90.62%, KL div.: 0.098684] [G loss: 4.505317, KL div.: 4.505317, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1196 [D loss: 0.283426, acc.: 85.94%, KL div.: 0.146566] [G loss: 4.303915, KL div.: 4.303915, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1197 [D loss: 0.197031, acc.: 91.02%, KL div.: 0.133145] [G loss: 4.383781, KL div.: 4.373034, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1198 [D loss: 0.168591, acc.: 92.58%, KL div.: 0.077983] [G loss: 4.429206, KL div.: 4.429207, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1199 [D loss: 0.122563, acc.: 97.27%, KL div.: 0.073571] [G loss: 4.552921, KL div.: 4.552921, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 3s 110ms/step
4/4 [==============================] - 3s 107ms/step
1200 [D loss: 0.189841, acc.: 94.53%, KL div.: 0.112924] [G loss: 4.419618, KL div.: 4.419618, FID: 96.022369]
1/1 [==============================] - 0s 32ms/step
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1201 [D loss: 0.174587, acc.: 93.36%, KL div.: 0.096916] [G loss: 4.383604, KL div.: 4.383604, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1202 [D loss: 0.216718, acc.: 91.41%, KL div.: 0.091882] [G loss: 4.797080, KL div.: 4.797080, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
1203 [D loss: 0.128176, acc.: 96.88%, KL div.: 0.092683] [G loss: 4.390958, KL div.: 4.390958, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1204 [D loss: 0.138745, acc.: 94.53%, KL div.: 0.070796] [G loss: 4.706445, KL div.: 4.706445, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1205 [D loss: 0.282237, acc.: 87.11%, KL div.: 0.130081] [G loss: 4.888187, KL div.: 4.886603, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1206 [D loss: 0.144009, acc.: 95.70%, KL div.: 0.085868] [G loss: 4.777341, KL div.: 4.777341, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
1207 [D loss: 0.319959, acc.: 88.67%, KL div.: 0.185218] [G loss: 4.437696, KL div.: 4.433397, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1208 [D loss: 0.146358, acc.: 93.75%, KL div.: 0.081468] [G loss: 4.440162, KL div.: 4.440162, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1209 [D loss: 0.210875, acc.: 91.80%, KL div.: 0.129680] [G loss: 4.697367, KL div.: 4.687023, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1210 [D loss: 0.248500, acc.: 88.28%, KL div.: 0.139244] [G loss: 4.340597, KL div.: 4.340597, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1211 [D loss: 0.219572, acc.: 91.80%, KL div.: 0.107766] [G loss: 4.639710, KL div.: 4.639710, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1212 [D loss: 0.221574, acc.: 90.62%, KL div.: 0.161415] [G loss: 3.994833, KL div.: 3.994833, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1213 [D loss: 0.190660, acc.: 93.36%, KL div.: 0.081985] [G loss: 4.647782, KL div.: 4.647782, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1214 [D loss: 0.193526, acc.: 94.14%, KL div.: 0.111384] [G loss: 4.624241, KL div.: 4.624241, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1215 [D loss: 0.264685, acc.: 90.23%, KL div.: 0.176941] [G loss: 4.044802, KL div.: 4.044802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1216 [D loss: 0.108677, acc.: 96.88%, KL div.: 0.059984] [G loss: 4.893212, KL div.: 4.893212, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1217 [D loss: 0.180447, acc.: 92.19%, KL div.: 0.089340] [G loss: 4.488942, KL div.: 4.488942, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1218 [D loss: 0.181445, acc.: 92.19%, KL div.: 0.116224] [G loss: 4.450584, KL div.: 4.450368, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1219 [D loss: 0.174445, acc.: 93.36%, KL div.: 0.087250] [G loss: 4.445951, KL div.: 4.445951, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1220 [D loss: 0.238248, acc.: 91.80%, KL div.: 0.103235] [G loss: 4.996850, KL div.: 4.996850, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1221 [D loss: 0.361912, acc.: 87.50%, KL div.: 0.278081] [G loss: 3.661644, KL div.: 3.661644, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1222 [D loss: 0.188579, acc.: 93.36%, KL div.: 0.064803] [G loss: 4.834777, KL div.: 4.834777, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1223 [D loss: 0.196903, acc.: 92.58%, KL div.: 0.148583] [G loss: 4.230705, KL div.: 4.230705, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1224 [D loss: 0.233655, acc.: 92.97%, KL div.: 0.098067] [G loss: 4.683426, KL div.: 4.683426, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1225 [D loss: 0.200954, acc.: 91.80%, KL div.: 0.137685] [G loss: 4.070471, KL div.: 4.070470, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1226 [D loss: 0.207179, acc.: 89.84%, KL div.: 0.094346] [G loss: 4.556121, KL div.: 4.556121, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1227 [D loss: 0.199332, acc.: 93.36%, KL div.: 0.140904] [G loss: 4.438949, KL div.: 4.438949, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1228 [D loss: 0.209535, acc.: 93.36%, KL div.: 0.136702] [G loss: 4.082770, KL div.: 4.082770, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1229 [D loss: 0.160955, acc.: 94.53%, KL div.: 0.086753] [G loss: 4.042099, KL div.: 4.042099, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1230 [D loss: 0.142645, acc.: 95.31%, KL div.: 0.090351] [G loss: 4.131594, KL div.: 4.131594, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1231 [D loss: 0.185168, acc.: 93.36%, KL div.: 0.101233] [G loss: 4.172797, KL div.: 4.172797, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1232 [D loss: 0.106852, acc.: 96.09%, KL div.: 0.059693] [G loss: 4.665384, KL div.: 4.662261, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1233 [D loss: 0.249783, acc.: 89.45%, KL div.: 0.146176] [G loss: 4.171292, KL div.: 4.168142, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1234 [D loss: 0.181284, acc.: 93.36%, KL div.: 0.104148] [G loss: 4.651647, KL div.: 4.651647, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1235 [D loss: 0.186506, acc.: 92.19%, KL div.: 0.093233] [G loss: 4.454583, KL div.: 4.454583, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1236 [D loss: 0.181075, acc.: 92.19%, KL div.: 0.111711] [G loss: 4.648389, KL div.: 4.648389, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1237 [D loss: 0.193726, acc.: 94.14%, KL div.: 0.113935] [G loss: 4.520549, KL div.: 4.520549, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1238 [D loss: 0.250588, acc.: 90.23%, KL div.: 0.115300] [G loss: 4.399451, KL div.: 4.389940, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1239 [D loss: 0.167496, acc.: 94.92%, KL div.: 0.116098] [G loss: 4.599368, KL div.: 4.599368, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1240 [D loss: 0.207906, acc.: 90.23%, KL div.: 0.095761] [G loss: 4.614432, KL div.: 4.614432, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1241 [D loss: 0.229345, acc.: 92.58%, KL div.: 0.138029] [G loss: 4.244852, KL div.: 4.244852, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1242 [D loss: 0.208080, acc.: 93.36%, KL div.: 0.141996] [G loss: 4.159551, KL div.: 4.159551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1243 [D loss: 0.203020, acc.: 89.84%, KL div.: 0.098956] [G loss: 4.736279, KL div.: 4.720604, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1244 [D loss: 0.143002, acc.: 93.75%, KL div.: 0.087267] [G loss: 4.812991, KL div.: 4.812991, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1245 [D loss: 0.216166, acc.: 92.58%, KL div.: 0.149333] [G loss: 4.120178, KL div.: 4.120178, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1246 [D loss: 0.196832, acc.: 92.58%, KL div.: 0.102278] [G loss: 4.059805, KL div.: 4.059805, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1247 [D loss: 0.154825, acc.: 94.92%, KL div.: 0.074858] [G loss: 4.234012, KL div.: 4.234012, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1248 [D loss: 0.264959, acc.: 89.06%, KL div.: 0.159668] [G loss: 4.183444, KL div.: 4.183444, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1249 [D loss: 0.183155, acc.: 93.36%, KL div.: 0.116660] [G loss: 4.362237, KL div.: 4.362237, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1250 [D loss: 0.205499, acc.: 89.45%, KL div.: 0.085070] [G loss: 4.646920, KL div.: 4.646920, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1251 [D loss: 0.265783, acc.: 91.80%, KL div.: 0.186230] [G loss: 4.399969, KL div.: 4.399969, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1252 [D loss: 0.146652, acc.: 94.53%, KL div.: 0.078892] [G loss: 4.371763, KL div.: 4.371763, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1253 [D loss: 0.162337, acc.: 95.31%, KL div.: 0.085685] [G loss: 4.520412, KL div.: 4.520412, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1254 [D loss: 0.178763, acc.: 92.19%, KL div.: 0.113441] [G loss: 4.422107, KL div.: 4.422107, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1255 [D loss: 0.191773, acc.: 92.58%, KL div.: 0.100780] [G loss: 4.258502, KL div.: 4.258502, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1256 [D loss: 0.184281, acc.: 93.36%, KL div.: 0.092597] [G loss: 4.311100, KL div.: 4.311100, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1257 [D loss: 0.166187, acc.: 94.92%, KL div.: 0.113496] [G loss: 4.437498, KL div.: 4.432476, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1258 [D loss: 0.178613, acc.: 92.97%, KL div.: 0.118091] [G loss: 3.804787, KL div.: 3.804787, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1259 [D loss: 0.177488, acc.: 92.19%, KL div.: 0.083672] [G loss: 4.529832, KL div.: 4.529832, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1260 [D loss: 0.159945, acc.: 94.14%, KL div.: 0.109173] [G loss: 4.272026, KL div.: 4.272026, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1261 [D loss: 0.191904, acc.: 93.36%, KL div.: 0.090520] [G loss: 4.510887, KL div.: 4.510887, FID: 0.000000]
4/4 [==============================] - 0s 39ms/step
1262 [D loss: 0.123642, acc.: 95.70%, KL div.: 0.078867] [G loss: 4.437829, KL div.: 4.437829, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1263 [D loss: 0.217346, acc.: 89.45%, KL div.: 0.110627] [G loss: 4.624861, KL div.: 4.624861, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1264 [D loss: 0.217383, acc.: 92.19%, KL div.: 0.149338] [G loss: 4.288335, KL div.: 4.288335, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1265 [D loss: 0.223026, acc.: 89.45%, KL div.: 0.114492] [G loss: 4.134374, KL div.: 4.134374, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1266 [D loss: 0.184866, acc.: 94.14%, KL div.: 0.124759] [G loss: 4.856817, KL div.: 4.856817, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1267 [D loss: 0.142130, acc.: 93.36%, KL div.: 0.059534] [G loss: 5.044384, KL div.: 5.044384, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1268 [D loss: 0.154528, acc.: 92.97%, KL div.: 0.100945] [G loss: 4.050958, KL div.: 4.050958, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1269 [D loss: 0.266758, acc.: 89.06%, KL div.: 0.124555] [G loss: 4.369150, KL div.: 4.369150, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1270 [D loss: 0.172865, acc.: 92.97%, KL div.: 0.112383] [G loss: 4.693614, KL div.: 4.693614, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1271 [D loss: 0.204783, acc.: 91.02%, KL div.: 0.128771] [G loss: 4.176789, KL div.: 4.176789, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1272 [D loss: 0.302253, acc.: 84.38%, KL div.: 0.109386] [G loss: 4.880835, KL div.: 4.876133, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1273 [D loss: 0.189536, acc.: 90.62%, KL div.: 0.138899] [G loss: 4.544972, KL div.: 4.544972, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1274 [D loss: 0.233040, acc.: 90.62%, KL div.: 0.107624] [G loss: 4.488422, KL div.: 4.488422, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1275 [D loss: 0.209499, acc.: 92.58%, KL div.: 0.145015] [G loss: 4.492435, KL div.: 4.492435, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1276 [D loss: 0.186140, acc.: 91.80%, KL div.: 0.093806] [G loss: 4.282167, KL div.: 4.282167, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1277 [D loss: 0.261471, acc.: 86.33%, KL div.: 0.121198] [G loss: 4.621763, KL div.: 4.621763, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1278 [D loss: 0.217720, acc.: 92.97%, KL div.: 0.134135] [G loss: 4.196640, KL div.: 4.196640, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1279 [D loss: 0.328709, acc.: 86.72%, KL div.: 0.178897] [G loss: 4.382485, KL div.: 4.382197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1280 [D loss: 0.249377, acc.: 88.67%, KL div.: 0.142049] [G loss: 4.367055, KL div.: 4.359958, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1281 [D loss: 0.155819, acc.: 92.97%, KL div.: 0.069897] [G loss: 4.521481, KL div.: 4.521481, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1282 [D loss: 0.199356, acc.: 92.58%, KL div.: 0.111240] [G loss: 4.341952, KL div.: 4.341952, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1283 [D loss: 0.280340, acc.: 87.11%, KL div.: 0.148712] [G loss: 4.879426, KL div.: 4.872260, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
1284 [D loss: 0.259620, acc.: 89.45%, KL div.: 0.157761] [G loss: 4.307262, KL div.: 4.307262, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1285 [D loss: 0.214958, acc.: 91.41%, KL div.: 0.118236] [G loss: 4.572216, KL div.: 4.572216, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1286 [D loss: 0.189381, acc.: 93.36%, KL div.: 0.130335] [G loss: 4.275265, KL div.: 4.275265, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1287 [D loss: 0.219512, acc.: 91.41%, KL div.: 0.101025] [G loss: 4.229361, KL div.: 4.229361, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1288 [D loss: 0.323919, acc.: 85.16%, KL div.: 0.177426] [G loss: 4.298191, KL div.: 4.298191, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1289 [D loss: 0.188455, acc.: 94.14%, KL div.: 0.124404] [G loss: 4.523347, KL div.: 4.523347, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1290 [D loss: 0.232008, acc.: 91.41%, KL div.: 0.141484] [G loss: 4.165187, KL div.: 4.165188, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1291 [D loss: 0.169869, acc.: 93.36%, KL div.: 0.095123] [G loss: 4.218582, KL div.: 4.218582, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1292 [D loss: 0.149428, acc.: 94.53%, KL div.: 0.082720] [G loss: 4.922340, KL div.: 4.922340, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1293 [D loss: 0.123518, acc.: 95.31%, KL div.: 0.059449] [G loss: 4.824375, KL div.: 4.824375, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1294 [D loss: 0.192941, acc.: 92.58%, KL div.: 0.112774] [G loss: 4.349160, KL div.: 4.340818, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1295 [D loss: 0.254722, acc.: 90.62%, KL div.: 0.154932] [G loss: 4.090717, KL div.: 4.090717, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1296 [D loss: 0.190552, acc.: 92.58%, KL div.: 0.078321] [G loss: 4.880426, KL div.: 4.880426, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1297 [D loss: 0.131734, acc.: 94.53%, KL div.: 0.095412] [G loss: 4.525915, KL div.: 4.525915, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1298 [D loss: 0.210460, acc.: 92.58%, KL div.: 0.125515] [G loss: 3.825830, KL div.: 3.825829, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1299 [D loss: 0.126618, acc.: 96.48%, KL div.: 0.057779] [G loss: 4.463065, KL div.: 4.463065, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
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1300 [D loss: 0.201281, acc.: 92.58%, KL div.: 0.110730] [G loss: 4.785483, KL div.: 4.785483, FID: 109.288206]
1/1 [==============================] - 0s 37ms/step
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1301 [D loss: 0.214434, acc.: 92.19%, KL div.: 0.140797] [G loss: 4.468124, KL div.: 4.468124, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1302 [D loss: 0.248823, acc.: 89.84%, KL div.: 0.094158] [G loss: 5.052923, KL div.: 5.052923, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1303 [D loss: 0.221982, acc.: 91.02%, KL div.: 0.155945] [G loss: 4.688634, KL div.: 4.688634, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1304 [D loss: 0.176557, acc.: 93.75%, KL div.: 0.110646] [G loss: 4.278661, KL div.: 4.278661, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1305 [D loss: 0.159575, acc.: 94.53%, KL div.: 0.079750] [G loss: 4.671548, KL div.: 4.671548, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1306 [D loss: 0.126889, acc.: 94.14%, KL div.: 0.085824] [G loss: 4.700017, KL div.: 4.700017, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1307 [D loss: 0.150019, acc.: 94.53%, KL div.: 0.058099] [G loss: 4.774655, KL div.: 4.767684, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1308 [D loss: 0.172990, acc.: 91.80%, KL div.: 0.099216] [G loss: 5.253925, KL div.: 5.253516, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1309 [D loss: 0.203052, acc.: 91.80%, KL div.: 0.116386] [G loss: 4.559909, KL div.: 4.559909, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1310 [D loss: 0.152012, acc.: 93.75%, KL div.: 0.079027] [G loss: 4.261770, KL div.: 4.261770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1311 [D loss: 0.156944, acc.: 93.36%, KL div.: 0.081628] [G loss: 4.736613, KL div.: 4.736613, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1312 [D loss: 0.135692, acc.: 94.92%, KL div.: 0.086835] [G loss: 4.707052, KL div.: 4.707052, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1313 [D loss: 0.225940, acc.: 90.62%, KL div.: 0.103384] [G loss: 4.673695, KL div.: 4.673695, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1314 [D loss: 0.201808, acc.: 93.36%, KL div.: 0.133096] [G loss: 4.665650, KL div.: 4.665650, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1315 [D loss: 0.140323, acc.: 93.75%, KL div.: 0.080288] [G loss: 4.468706, KL div.: 4.445840, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1316 [D loss: 0.173745, acc.: 92.97%, KL div.: 0.076653] [G loss: 4.634748, KL div.: 4.634748, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1317 [D loss: 0.183905, acc.: 93.36%, KL div.: 0.103243] [G loss: 5.129303, KL div.: 5.129303, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1318 [D loss: 0.298660, acc.: 87.89%, KL div.: 0.175237] [G loss: 4.170588, KL div.: 4.170588, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1319 [D loss: 0.210252, acc.: 91.02%, KL div.: 0.097958] [G loss: 5.039539, KL div.: 5.039539, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1320 [D loss: 0.256008, acc.: 87.89%, KL div.: 0.153955] [G loss: 4.579165, KL div.: 4.579165, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1321 [D loss: 0.219343, acc.: 91.02%, KL div.: 0.109872] [G loss: 4.705120, KL div.: 4.705120, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1322 [D loss: 0.224862, acc.: 89.45%, KL div.: 0.129839] [G loss: 4.598307, KL div.: 4.598307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1323 [D loss: 0.350125, acc.: 84.77%, KL div.: 0.173494] [G loss: 4.599963, KL div.: 4.599963, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1324 [D loss: 0.245004, acc.: 89.84%, KL div.: 0.169005] [G loss: 4.264071, KL div.: 4.264071, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1325 [D loss: 0.372152, acc.: 82.81%, KL div.: 0.170790] [G loss: 4.491995, KL div.: 4.491995, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1326 [D loss: 0.148647, acc.: 96.09%, KL div.: 0.104022] [G loss: 4.308997, KL div.: 4.308997, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1327 [D loss: 0.303778, acc.: 88.67%, KL div.: 0.156589] [G loss: 3.967095, KL div.: 3.967095, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1328 [D loss: 0.170107, acc.: 92.97%, KL div.: 0.097679] [G loss: 4.662029, KL div.: 4.662029, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1329 [D loss: 0.344876, acc.: 85.94%, KL div.: 0.197783] [G loss: 3.964639, KL div.: 3.964639, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1330 [D loss: 0.139436, acc.: 94.92%, KL div.: 0.057522] [G loss: 4.978110, KL div.: 4.978110, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1331 [D loss: 0.299145, acc.: 87.11%, KL div.: 0.162984] [G loss: 4.300548, KL div.: 4.300548, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1332 [D loss: 0.134937, acc.: 94.14%, KL div.: 0.066881] [G loss: 4.913332, KL div.: 4.913332, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1333 [D loss: 0.299664, acc.: 85.94%, KL div.: 0.143397] [G loss: 4.145192, KL div.: 4.145192, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1334 [D loss: 0.250594, acc.: 89.45%, KL div.: 0.145252] [G loss: 4.591049, KL div.: 4.591049, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1335 [D loss: 0.179310, acc.: 93.36%, KL div.: 0.094153] [G loss: 4.399885, KL div.: 4.399885, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1336 [D loss: 0.200322, acc.: 92.97%, KL div.: 0.126323] [G loss: 4.195158, KL div.: 4.195158, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1337 [D loss: 0.228737, acc.: 92.58%, KL div.: 0.113089] [G loss: 3.859470, KL div.: 3.859470, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1338 [D loss: 0.155903, acc.: 94.53%, KL div.: 0.079243] [G loss: 4.816116, KL div.: 4.816116, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1339 [D loss: 0.309293, acc.: 86.33%, KL div.: 0.199098] [G loss: 3.946664, KL div.: 3.946664, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1340 [D loss: 0.139427, acc.: 96.88%, KL div.: 0.065989] [G loss: 4.849577, KL div.: 4.849578, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1341 [D loss: 0.127916, acc.: 97.27%, KL div.: 0.068048] [G loss: 4.766147, KL div.: 4.766070, FID: 0.000000]
4/4 [==============================] - 0s 38ms/step
1342 [D loss: 0.254135, acc.: 89.45%, KL div.: 0.120909] [G loss: 4.648051, KL div.: 4.648051, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1343 [D loss: 0.228059, acc.: 92.58%, KL div.: 0.146276] [G loss: 4.517257, KL div.: 4.517257, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1344 [D loss: 0.303242, acc.: 90.62%, KL div.: 0.187754] [G loss: 3.892426, KL div.: 3.892426, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1345 [D loss: 0.270170, acc.: 88.28%, KL div.: 0.129321] [G loss: 4.402575, KL div.: 4.402575, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1346 [D loss: 0.230536, acc.: 89.84%, KL div.: 0.106215] [G loss: 4.959453, KL div.: 4.950866, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1347 [D loss: 0.289117, acc.: 90.23%, KL div.: 0.227540] [G loss: 3.592961, KL div.: 3.592961, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1348 [D loss: 0.138004, acc.: 94.53%, KL div.: 0.055341] [G loss: 4.545674, KL div.: 4.545674, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1349 [D loss: 0.335902, acc.: 83.20%, KL div.: 0.169292] [G loss: 4.637885, KL div.: 4.637885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1350 [D loss: 0.235344, acc.: 89.84%, KL div.: 0.147497] [G loss: 4.385916, KL div.: 4.385916, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1351 [D loss: 0.258256, acc.: 91.02%, KL div.: 0.146615] [G loss: 4.015438, KL div.: 4.015438, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1352 [D loss: 0.147685, acc.: 95.31%, KL div.: 0.057564] [G loss: 4.911717, KL div.: 4.911717, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1353 [D loss: 0.290419, acc.: 86.72%, KL div.: 0.193539] [G loss: 3.910296, KL div.: 3.910296, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1354 [D loss: 0.174835, acc.: 92.19%, KL div.: 0.064668] [G loss: 5.174709, KL div.: 5.170107, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1355 [D loss: 0.257988, acc.: 88.67%, KL div.: 0.153385] [G loss: 4.223726, KL div.: 4.207908, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1356 [D loss: 0.239279, acc.: 90.62%, KL div.: 0.130752] [G loss: 4.558425, KL div.: 4.558425, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1357 [D loss: 0.287384, acc.: 88.67%, KL div.: 0.152409] [G loss: 4.675679, KL div.: 4.675679, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1358 [D loss: 0.223617, acc.: 89.84%, KL div.: 0.128354] [G loss: 4.680618, KL div.: 4.680618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1359 [D loss: 0.180338, acc.: 92.97%, KL div.: 0.125715] [G loss: 4.529809, KL div.: 4.529809, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1360 [D loss: 0.195538, acc.: 93.36%, KL div.: 0.107829] [G loss: 4.327113, KL div.: 4.327113, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1361 [D loss: 0.173551, acc.: 94.14%, KL div.: 0.079286] [G loss: 4.402482, KL div.: 4.402482, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1362 [D loss: 0.249341, acc.: 90.62%, KL div.: 0.166267] [G loss: 4.481987, KL div.: 4.481987, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1363 [D loss: 0.290747, acc.: 85.55%, KL div.: 0.155229] [G loss: 4.510055, KL div.: 4.510055, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1364 [D loss: 0.185458, acc.: 92.19%, KL div.: 0.117554] [G loss: 4.494089, KL div.: 4.483882, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1365 [D loss: 0.165501, acc.: 95.70%, KL div.: 0.124636] [G loss: 4.260100, KL div.: 4.260100, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1366 [D loss: 0.148643, acc.: 94.14%, KL div.: 0.059262] [G loss: 4.679072, KL div.: 4.679072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1367 [D loss: 0.202027, acc.: 93.36%, KL div.: 0.114596] [G loss: 4.835185, KL div.: 4.835185, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1368 [D loss: 0.231711, acc.: 90.62%, KL div.: 0.132940] [G loss: 4.940177, KL div.: 4.940177, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1369 [D loss: 0.190765, acc.: 94.92%, KL div.: 0.126038] [G loss: 4.301661, KL div.: 4.301661, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1370 [D loss: 0.171141, acc.: 94.92%, KL div.: 0.085201] [G loss: 4.810659, KL div.: 4.810659, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1371 [D loss: 0.299020, acc.: 87.50%, KL div.: 0.204061] [G loss: 4.417320, KL div.: 4.417320, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1372 [D loss: 0.136551, acc.: 94.53%, KL div.: 0.070581] [G loss: 4.462353, KL div.: 4.462353, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1373 [D loss: 0.200907, acc.: 92.58%, KL div.: 0.101131] [G loss: 4.836648, KL div.: 4.833907, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1374 [D loss: 0.285149, acc.: 88.67%, KL div.: 0.166202] [G loss: 4.886428, KL div.: 4.881146, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1375 [D loss: 0.211159, acc.: 91.80%, KL div.: 0.140764] [G loss: 4.114701, KL div.: 4.114701, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1376 [D loss: 0.164959, acc.: 93.75%, KL div.: 0.077819] [G loss: 4.823628, KL div.: 4.823628, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1377 [D loss: 0.222219, acc.: 91.02%, KL div.: 0.140363] [G loss: 4.822406, KL div.: 4.822406, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1378 [D loss: 0.100981, acc.: 95.70%, KL div.: 0.056212] [G loss: 5.033215, KL div.: 5.033215, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1379 [D loss: 0.332478, acc.: 86.33%, KL div.: 0.172664] [G loss: 4.716120, KL div.: 4.696055, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1380 [D loss: 0.190007, acc.: 91.02%, KL div.: 0.130648] [G loss: 4.657010, KL div.: 4.657010, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
1381 [D loss: 0.362135, acc.: 83.20%, KL div.: 0.203631] [G loss: 4.428752, KL div.: 4.428752, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
1382 [D loss: 0.156119, acc.: 93.36%, KL div.: 0.081977] [G loss: 4.821364, KL div.: 4.821364, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1383 [D loss: 0.340038, acc.: 83.20%, KL div.: 0.189978] [G loss: 4.464656, KL div.: 4.464656, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1384 [D loss: 0.108764, acc.: 95.70%, KL div.: 0.065289] [G loss: 5.005117, KL div.: 5.005117, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1385 [D loss: 0.287834, acc.: 86.72%, KL div.: 0.173163] [G loss: 3.944077, KL div.: 3.944077, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1386 [D loss: 0.192248, acc.: 91.02%, KL div.: 0.097587] [G loss: 4.688612, KL div.: 4.681085, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1387 [D loss: 0.181209, acc.: 92.19%, KL div.: 0.113367] [G loss: 4.447109, KL div.: 4.446879, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1388 [D loss: 0.331746, acc.: 87.11%, KL div.: 0.179329] [G loss: 4.517842, KL div.: 4.517842, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1389 [D loss: 0.157260, acc.: 92.97%, KL div.: 0.089097] [G loss: 5.287725, KL div.: 5.283642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1390 [D loss: 0.281022, acc.: 89.84%, KL div.: 0.170149] [G loss: 4.403171, KL div.: 4.403171, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1391 [D loss: 0.270562, acc.: 89.06%, KL div.: 0.152418] [G loss: 4.346833, KL div.: 4.346833, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1392 [D loss: 0.227611, acc.: 91.80%, KL div.: 0.133646] [G loss: 5.077769, KL div.: 5.077769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1393 [D loss: 0.250872, acc.: 89.84%, KL div.: 0.152595] [G loss: 4.253862, KL div.: 4.253862, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1394 [D loss: 0.264959, acc.: 88.67%, KL div.: 0.131192] [G loss: 5.164522, KL div.: 5.157703, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1395 [D loss: 0.163729, acc.: 94.14%, KL div.: 0.121759] [G loss: 4.612725, KL div.: 4.612725, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1396 [D loss: 0.182486, acc.: 94.14%, KL div.: 0.107024] [G loss: 4.241271, KL div.: 4.241271, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1397 [D loss: 0.215418, acc.: 93.75%, KL div.: 0.134758] [G loss: 4.618381, KL div.: 4.618381, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1398 [D loss: 0.278058, acc.: 89.84%, KL div.: 0.158506] [G loss: 4.641376, KL div.: 4.641376, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1399 [D loss: 0.322746, acc.: 86.72%, KL div.: 0.207142] [G loss: 4.707484, KL div.: 4.707484, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
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1400 [D loss: 0.255770, acc.: 89.45%, KL div.: 0.114008] [G loss: 5.253702, KL div.: 5.252488, FID: 82.839315]
1/1 [==============================] - 0s 32ms/step
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1401 [D loss: 0.208164, acc.: 91.80%, KL div.: 0.146092] [G loss: 4.356662, KL div.: 4.356662, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1402 [D loss: 0.245850, acc.: 91.02%, KL div.: 0.146634] [G loss: 4.421621, KL div.: 4.421621, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1403 [D loss: 0.133755, acc.: 95.31%, KL div.: 0.067282] [G loss: 4.504738, KL div.: 4.504738, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1404 [D loss: 0.290752, acc.: 87.50%, KL div.: 0.170672] [G loss: 4.022655, KL div.: 4.022655, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1405 [D loss: 0.175237, acc.: 93.75%, KL div.: 0.075020] [G loss: 4.363515, KL div.: 4.363515, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1406 [D loss: 0.252366, acc.: 90.62%, KL div.: 0.175436] [G loss: 4.231920, KL div.: 4.231920, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1407 [D loss: 0.164581, acc.: 93.75%, KL div.: 0.070515] [G loss: 4.439320, KL div.: 4.439320, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1408 [D loss: 0.222309, acc.: 90.23%, KL div.: 0.106640] [G loss: 4.801702, KL div.: 4.801702, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1409 [D loss: 0.311891, acc.: 87.11%, KL div.: 0.223978] [G loss: 4.116972, KL div.: 4.116972, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1410 [D loss: 0.169620, acc.: 93.36%, KL div.: 0.085309] [G loss: 3.832551, KL div.: 3.832551, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1411 [D loss: 0.204954, acc.: 94.14%, KL div.: 0.119566] [G loss: 4.106439, KL div.: 4.106439, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
1412 [D loss: 0.201810, acc.: 91.41%, KL div.: 0.103149] [G loss: 4.475646, KL div.: 4.475646, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1413 [D loss: 0.263445, acc.: 90.23%, KL div.: 0.143896] [G loss: 4.933478, KL div.: 4.932704, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1414 [D loss: 0.245473, acc.: 90.62%, KL div.: 0.171106] [G loss: 4.418879, KL div.: 4.418879, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1415 [D loss: 0.199739, acc.: 91.80%, KL div.: 0.116094] [G loss: 4.223335, KL div.: 4.223335, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1416 [D loss: 0.191237, acc.: 91.41%, KL div.: 0.097030] [G loss: 4.782013, KL div.: 4.782013, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1417 [D loss: 0.226879, acc.: 90.62%, KL div.: 0.151078] [G loss: 3.987961, KL div.: 3.987961, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1418 [D loss: 0.188496, acc.: 91.80%, KL div.: 0.094994] [G loss: 4.668440, KL div.: 4.668440, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1419 [D loss: 0.169749, acc.: 94.14%, KL div.: 0.078507] [G loss: 4.536013, KL div.: 4.536013, FID: 0.000000]
4/4 [==============================] - 0s 20ms/step
1420 [D loss: 0.202438, acc.: 92.19%, KL div.: 0.130394] [G loss: 4.021971, KL div.: 4.021971, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1421 [D loss: 0.184552, acc.: 92.58%, KL div.: 0.111617] [G loss: 4.622019, KL div.: 4.622019, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1422 [D loss: 0.162154, acc.: 93.75%, KL div.: 0.056436] [G loss: 4.749817, KL div.: 4.740382, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1423 [D loss: 0.277104, acc.: 89.06%, KL div.: 0.200450] [G loss: 3.776257, KL div.: 3.776257, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1424 [D loss: 0.176877, acc.: 92.19%, KL div.: 0.084175] [G loss: 4.397096, KL div.: 4.397096, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1425 [D loss: 0.160741, acc.: 92.58%, KL div.: 0.081086] [G loss: 4.735757, KL div.: 4.729481, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1426 [D loss: 0.210015, acc.: 92.19%, KL div.: 0.153132] [G loss: 4.522402, KL div.: 4.522403, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
1427 [D loss: 0.183285, acc.: 94.14%, KL div.: 0.084362] [G loss: 4.199368, KL div.: 4.199368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1428 [D loss: 0.160290, acc.: 93.75%, KL div.: 0.095672] [G loss: 3.940416, KL div.: 3.940416, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1429 [D loss: 0.187968, acc.: 93.36%, KL div.: 0.099913] [G loss: 4.183063, KL div.: 4.183063, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1430 [D loss: 0.146348, acc.: 94.53%, KL div.: 0.090718] [G loss: 3.945526, KL div.: 3.945526, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1431 [D loss: 0.186762, acc.: 92.58%, KL div.: 0.076325] [G loss: 4.476640, KL div.: 4.476640, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1432 [D loss: 0.121606, acc.: 95.70%, KL div.: 0.097535] [G loss: 4.742973, KL div.: 4.742973, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1433 [D loss: 0.234016, acc.: 88.67%, KL div.: 0.094345] [G loss: 5.308455, KL div.: 5.308455, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1434 [D loss: 0.144967, acc.: 94.53%, KL div.: 0.096098] [G loss: 4.341463, KL div.: 4.341463, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1435 [D loss: 0.201913, acc.: 92.97%, KL div.: 0.128917] [G loss: 4.261683, KL div.: 4.261683, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1436 [D loss: 0.118752, acc.: 95.31%, KL div.: 0.058164] [G loss: 4.647669, KL div.: 4.638124, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1437 [D loss: 0.183784, acc.: 94.92%, KL div.: 0.089844] [G loss: 4.515884, KL div.: 4.515885, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1438 [D loss: 0.197785, acc.: 93.36%, KL div.: 0.143377] [G loss: 4.107646, KL div.: 4.107646, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1439 [D loss: 0.198614, acc.: 93.75%, KL div.: 0.073961] [G loss: 4.788540, KL div.: 4.788540, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1440 [D loss: 0.268949, acc.: 91.02%, KL div.: 0.170602] [G loss: 4.452489, KL div.: 4.452490, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1441 [D loss: 0.179819, acc.: 92.19%, KL div.: 0.106168] [G loss: 4.205351, KL div.: 4.205351, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1442 [D loss: 0.119413, acc.: 96.88%, KL div.: 0.068943] [G loss: 4.573045, KL div.: 4.573045, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1443 [D loss: 0.128873, acc.: 95.70%, KL div.: 0.062052] [G loss: 4.335661, KL div.: 4.335661, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1444 [D loss: 0.093202, acc.: 96.48%, KL div.: 0.056835] [G loss: 4.213258, KL div.: 4.213258, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1445 [D loss: 0.151769, acc.: 94.14%, KL div.: 0.081755] [G loss: 4.016290, KL div.: 4.016290, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1446 [D loss: 0.208354, acc.: 91.02%, KL div.: 0.103618] [G loss: 4.269698, KL div.: 4.269698, FID: 0.000000]
4/4 [==============================] - 0s 39ms/step
1447 [D loss: 0.216743, acc.: 90.23%, KL div.: 0.131589] [G loss: 4.909853, KL div.: 4.901382, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1448 [D loss: 0.113032, acc.: 95.70%, KL div.: 0.072305] [G loss: 4.560572, KL div.: 4.560572, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1449 [D loss: 0.244057, acc.: 90.62%, KL div.: 0.116422] [G loss: 4.438303, KL div.: 4.438303, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1450 [D loss: 0.181928, acc.: 94.53%, KL div.: 0.107273] [G loss: 4.832353, KL div.: 4.832353, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1451 [D loss: 0.212341, acc.: 92.58%, KL div.: 0.110981] [G loss: 4.394678, KL div.: 4.394678, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1452 [D loss: 0.201999, acc.: 91.80%, KL div.: 0.108920] [G loss: 4.549742, KL div.: 4.546515, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1453 [D loss: 0.132983, acc.: 95.70%, KL div.: 0.074318] [G loss: 4.575414, KL div.: 4.575414, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1454 [D loss: 0.203165, acc.: 91.41%, KL div.: 0.102294] [G loss: 4.644816, KL div.: 4.644816, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1455 [D loss: 0.192856, acc.: 91.41%, KL div.: 0.098531] [G loss: 4.534338, KL div.: 4.534338, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1456 [D loss: 0.172840, acc.: 92.97%, KL div.: 0.094597] [G loss: 4.308237, KL div.: 4.308237, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1457 [D loss: 0.251622, acc.: 89.06%, KL div.: 0.140322] [G loss: 4.218032, KL div.: 4.218032, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1458 [D loss: 0.266406, acc.: 89.45%, KL div.: 0.162265] [G loss: 4.464911, KL div.: 4.464911, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1459 [D loss: 0.146819, acc.: 94.53%, KL div.: 0.098159] [G loss: 3.835956, KL div.: 3.835956, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1460 [D loss: 0.208678, acc.: 92.97%, KL div.: 0.074229] [G loss: 4.496677, KL div.: 4.496677, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1461 [D loss: 0.215590, acc.: 92.19%, KL div.: 0.145169] [G loss: 4.251128, KL div.: 4.251128, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1462 [D loss: 0.128519, acc.: 96.09%, KL div.: 0.074704] [G loss: 4.510552, KL div.: 4.510552, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1463 [D loss: 0.219430, acc.: 88.28%, KL div.: 0.103557] [G loss: 4.295984, KL div.: 4.295984, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1464 [D loss: 0.220409, acc.: 91.02%, KL div.: 0.148150] [G loss: 4.559454, KL div.: 4.559454, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1465 [D loss: 0.194154, acc.: 92.58%, KL div.: 0.095774] [G loss: 4.212383, KL div.: 4.212383, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1466 [D loss: 0.221599, acc.: 92.97%, KL div.: 0.141757] [G loss: 3.720812, KL div.: 3.720812, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1467 [D loss: 0.171143, acc.: 94.14%, KL div.: 0.074819] [G loss: 4.519826, KL div.: 4.519826, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1468 [D loss: 0.230487, acc.: 91.02%, KL div.: 0.142955] [G loss: 4.629178, KL div.: 4.626271, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1469 [D loss: 0.232662, acc.: 90.23%, KL div.: 0.136165] [G loss: 4.236383, KL div.: 4.236383, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
1470 [D loss: 0.158321, acc.: 93.36%, KL div.: 0.086716] [G loss: 5.132045, KL div.: 5.124042, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1471 [D loss: 0.192288, acc.: 91.80%, KL div.: 0.099681] [G loss: 4.639513, KL div.: 4.639513, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1472 [D loss: 0.146112, acc.: 95.70%, KL div.: 0.108821] [G loss: 4.880589, KL div.: 4.880589, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1473 [D loss: 0.232853, acc.: 92.58%, KL div.: 0.146266] [G loss: 3.784877, KL div.: 3.784877, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1474 [D loss: 0.215544, acc.: 91.41%, KL div.: 0.077018] [G loss: 4.561361, KL div.: 4.550398, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1475 [D loss: 0.236987, acc.: 91.80%, KL div.: 0.174270] [G loss: 4.189093, KL div.: 4.189093, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1476 [D loss: 0.135130, acc.: 94.92%, KL div.: 0.077506] [G loss: 4.563963, KL div.: 4.563963, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1477 [D loss: 0.244881, acc.: 89.84%, KL div.: 0.109914] [G loss: 4.484387, KL div.: 4.484387, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1478 [D loss: 0.308740, acc.: 88.67%, KL div.: 0.222093] [G loss: 4.377370, KL div.: 4.377370, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1479 [D loss: 0.222117, acc.: 93.75%, KL div.: 0.131280] [G loss: 3.940499, KL div.: 3.940499, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1480 [D loss: 0.387890, acc.: 82.42%, KL div.: 0.186055] [G loss: 5.091028, KL div.: 5.091028, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1481 [D loss: 0.261538, acc.: 90.62%, KL div.: 0.197799] [G loss: 4.369793, KL div.: 4.363952, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1482 [D loss: 0.244845, acc.: 90.62%, KL div.: 0.101006] [G loss: 4.927472, KL div.: 4.927472, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1483 [D loss: 0.222116, acc.: 91.02%, KL div.: 0.144594] [G loss: 3.960529, KL div.: 3.960529, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1484 [D loss: 0.249860, acc.: 88.28%, KL div.: 0.138243] [G loss: 4.342929, KL div.: 4.342929, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1485 [D loss: 0.319218, acc.: 85.94%, KL div.: 0.157326] [G loss: 5.027652, KL div.: 5.019553, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1486 [D loss: 0.264341, acc.: 89.06%, KL div.: 0.150982] [G loss: 4.920198, KL div.: 4.920198, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1487 [D loss: 0.179611, acc.: 93.75%, KL div.: 0.126320] [G loss: 4.529309, KL div.: 4.529309, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1488 [D loss: 0.304624, acc.: 87.50%, KL div.: 0.154570] [G loss: 4.107972, KL div.: 4.107972, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1489 [D loss: 0.250514, acc.: 89.06%, KL div.: 0.113101] [G loss: 4.706519, KL div.: 4.706519, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1490 [D loss: 0.516707, acc.: 78.91%, KL div.: 0.312495] [G loss: 4.449762, KL div.: 4.449762, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1491 [D loss: 0.354199, acc.: 85.94%, KL div.: 0.223756] [G loss: 4.288344, KL div.: 4.288344, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1492 [D loss: 0.132238, acc.: 94.53%, KL div.: 0.078381] [G loss: 4.073127, KL div.: 4.073127, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1493 [D loss: 0.335887, acc.: 87.50%, KL div.: 0.179504] [G loss: 4.409560, KL div.: 4.409560, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1494 [D loss: 0.194483, acc.: 93.36%, KL div.: 0.131434] [G loss: 4.509782, KL div.: 4.509781, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1495 [D loss: 0.340881, acc.: 84.38%, KL div.: 0.187850] [G loss: 4.774568, KL div.: 4.774568, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1496 [D loss: 0.168364, acc.: 93.75%, KL div.: 0.117453] [G loss: 4.738443, KL div.: 4.738443, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1497 [D loss: 0.330127, acc.: 84.38%, KL div.: 0.150478] [G loss: 4.560803, KL div.: 4.551852, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1498 [D loss: 0.183585, acc.: 94.92%, KL div.: 0.133137] [G loss: 4.366062, KL div.: 4.366062, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1499 [D loss: 0.255113, acc.: 88.28%, KL div.: 0.124671] [G loss: 4.888398, KL div.: 4.884771, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 3s 99ms/step
4/4 [==============================] - 4s 127ms/step
1500 [D loss: 0.137125, acc.: 94.53%, KL div.: 0.094042] [G loss: 4.574408, KL div.: 4.574408, FID: 75.335868]
1/1 [==============================] - 0s 63ms/step
4/4 [==============================] - 0s 84ms/step
1501 [D loss: 0.244291, acc.: 89.84%, KL div.: 0.137254] [G loss: 3.975661, KL div.: 3.975661, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1502 [D loss: 0.215542, acc.: 89.84%, KL div.: 0.106588] [G loss: 4.377879, KL div.: 4.377879, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1503 [D loss: 0.272832, acc.: 87.50%, KL div.: 0.166387] [G loss: 4.252690, KL div.: 4.252690, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1504 [D loss: 0.220906, acc.: 89.84%, KL div.: 0.107058] [G loss: 4.614001, KL div.: 4.608767, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1505 [D loss: 0.131138, acc.: 94.92%, KL div.: 0.091829] [G loss: 4.896300, KL div.: 4.894499, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1506 [D loss: 0.237218, acc.: 91.41%, KL div.: 0.156280] [G loss: 3.897119, KL div.: 3.897119, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1507 [D loss: 0.168014, acc.: 93.36%, KL div.: 0.066305] [G loss: 4.527990, KL div.: 4.527990, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1508 [D loss: 0.168874, acc.: 92.97%, KL div.: 0.116258] [G loss: 4.156031, KL div.: 4.156031, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1509 [D loss: 0.246148, acc.: 88.28%, KL div.: 0.136143] [G loss: 4.103562, KL div.: 4.103562, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1510 [D loss: 0.120702, acc.: 97.27%, KL div.: 0.075774] [G loss: 4.439602, KL div.: 4.434309, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1511 [D loss: 0.136451, acc.: 95.31%, KL div.: 0.063134] [G loss: 4.810163, KL div.: 4.810163, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1512 [D loss: 0.245416, acc.: 89.84%, KL div.: 0.143296] [G loss: 4.009386, KL div.: 4.009386, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1513 [D loss: 0.141371, acc.: 93.75%, KL div.: 0.058418] [G loss: 4.489701, KL div.: 4.489701, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1514 [D loss: 0.196488, acc.: 92.58%, KL div.: 0.117435] [G loss: 4.567662, KL div.: 4.567662, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1515 [D loss: 0.134530, acc.: 94.92%, KL div.: 0.062789] [G loss: 4.815598, KL div.: 4.810837, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1516 [D loss: 0.221807, acc.: 91.41%, KL div.: 0.142606] [G loss: 4.068346, KL div.: 4.068346, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1517 [D loss: 0.141478, acc.: 95.70%, KL div.: 0.094825] [G loss: 4.365438, KL div.: 4.365438, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1518 [D loss: 0.117318, acc.: 97.27%, KL div.: 0.042908] [G loss: 4.679083, KL div.: 4.679083, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1519 [D loss: 0.237187, acc.: 89.84%, KL div.: 0.162048] [G loss: 3.987793, KL div.: 3.987793, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1520 [D loss: 0.095375, acc.: 96.09%, KL div.: 0.037892] [G loss: 5.174820, KL div.: 5.171046, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1521 [D loss: 0.219339, acc.: 91.41%, KL div.: 0.141162] [G loss: 4.091743, KL div.: 4.091743, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1522 [D loss: 0.141888, acc.: 96.09%, KL div.: 0.073553] [G loss: 4.106471, KL div.: 4.106471, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1523 [D loss: 0.148409, acc.: 93.75%, KL div.: 0.067716] [G loss: 4.793427, KL div.: 4.793427, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1524 [D loss: 0.258457, acc.: 90.23%, KL div.: 0.184681] [G loss: 4.361143, KL div.: 4.361143, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1525 [D loss: 0.175925, acc.: 94.14%, KL div.: 0.081397] [G loss: 4.347739, KL div.: 4.347739, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1526 [D loss: 0.211523, acc.: 92.58%, KL div.: 0.166997] [G loss: 3.940346, KL div.: 3.940346, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1527 [D loss: 0.169111, acc.: 92.58%, KL div.: 0.061543] [G loss: 4.459949, KL div.: 4.449974, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1528 [D loss: 0.171142, acc.: 93.36%, KL div.: 0.080981] [G loss: 4.918599, KL div.: 4.918599, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1529 [D loss: 0.185740, acc.: 93.75%, KL div.: 0.122544] [G loss: 4.704488, KL div.: 4.704488, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1530 [D loss: 0.163455, acc.: 94.14%, KL div.: 0.097725] [G loss: 4.683520, KL div.: 4.683520, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1531 [D loss: 0.239980, acc.: 89.84%, KL div.: 0.109580] [G loss: 4.726137, KL div.: 4.726137, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1532 [D loss: 0.140781, acc.: 94.53%, KL div.: 0.107121] [G loss: 4.396682, KL div.: 4.396682, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1533 [D loss: 0.175823, acc.: 93.36%, KL div.: 0.106018] [G loss: 4.305352, KL div.: 4.305352, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1534 [D loss: 0.164445, acc.: 95.31%, KL div.: 0.089353] [G loss: 4.016306, KL div.: 4.016306, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1535 [D loss: 0.141781, acc.: 96.88%, KL div.: 0.091250] [G loss: 5.127651, KL div.: 5.127651, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1536 [D loss: 0.124587, acc.: 96.09%, KL div.: 0.081694] [G loss: 4.483372, KL div.: 4.483372, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1537 [D loss: 0.277162, acc.: 87.89%, KL div.: 0.136342] [G loss: 4.709096, KL div.: 4.709096, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1538 [D loss: 0.111101, acc.: 94.92%, KL div.: 0.058029] [G loss: 5.397638, KL div.: 5.397638, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1539 [D loss: 0.200277, acc.: 92.58%, KL div.: 0.144054] [G loss: 3.830137, KL div.: 3.830137, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1540 [D loss: 0.212400, acc.: 91.41%, KL div.: 0.061421] [G loss: 4.801444, KL div.: 4.797308, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1541 [D loss: 0.234224, acc.: 92.19%, KL div.: 0.186046] [G loss: 4.189184, KL div.: 4.187560, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1542 [D loss: 0.227452, acc.: 91.80%, KL div.: 0.117506] [G loss: 4.327336, KL div.: 4.327336, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1543 [D loss: 0.186218, acc.: 91.02%, KL div.: 0.089239] [G loss: 4.566281, KL div.: 4.566281, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1544 [D loss: 0.258059, acc.: 89.45%, KL div.: 0.155142] [G loss: 4.322552, KL div.: 4.322551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1545 [D loss: 0.144038, acc.: 94.92%, KL div.: 0.085969] [G loss: 4.495772, KL div.: 4.495772, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
1546 [D loss: 0.335434, acc.: 88.28%, KL div.: 0.177225] [G loss: 4.498421, KL div.: 4.498421, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1547 [D loss: 0.128177, acc.: 94.92%, KL div.: 0.078441] [G loss: 4.854298, KL div.: 4.854298, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1548 [D loss: 0.270926, acc.: 89.06%, KL div.: 0.179693] [G loss: 3.965336, KL div.: 3.965335, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1549 [D loss: 0.204198, acc.: 91.02%, KL div.: 0.073556] [G loss: 4.239140, KL div.: 4.239140, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1550 [D loss: 0.194183, acc.: 92.19%, KL div.: 0.138852] [G loss: 4.779399, KL div.: 4.779399, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1551 [D loss: 0.162672, acc.: 94.14%, KL div.: 0.087997] [G loss: 4.713264, KL div.: 4.713264, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1552 [D loss: 0.344899, acc.: 83.98%, KL div.: 0.145705] [G loss: 4.530552, KL div.: 4.530552, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1553 [D loss: 0.222528, acc.: 91.80%, KL div.: 0.157638] [G loss: 4.507895, KL div.: 4.507895, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1554 [D loss: 0.287431, acc.: 87.50%, KL div.: 0.163041] [G loss: 4.178907, KL div.: 4.178907, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1555 [D loss: 0.260560, acc.: 91.41%, KL div.: 0.154558] [G loss: 4.082428, KL div.: 4.082428, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1556 [D loss: 0.268001, acc.: 87.89%, KL div.: 0.150310] [G loss: 3.912372, KL div.: 3.912372, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1557 [D loss: 0.190557, acc.: 92.97%, KL div.: 0.122489] [G loss: 4.094100, KL div.: 4.094100, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1558 [D loss: 0.193352, acc.: 92.58%, KL div.: 0.102219] [G loss: 4.413721, KL div.: 4.413721, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1559 [D loss: 0.247251, acc.: 89.84%, KL div.: 0.163984] [G loss: 4.039320, KL div.: 4.039320, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1560 [D loss: 0.289607, acc.: 87.50%, KL div.: 0.159855] [G loss: 3.991089, KL div.: 3.991089, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1561 [D loss: 0.275940, acc.: 88.28%, KL div.: 0.149748] [G loss: 4.280080, KL div.: 4.280080, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1562 [D loss: 0.219011, acc.: 90.23%, KL div.: 0.136488] [G loss: 4.653546, KL div.: 4.653546, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1563 [D loss: 0.282641, acc.: 88.28%, KL div.: 0.190251] [G loss: 3.790370, KL div.: 3.790370, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1564 [D loss: 0.172698, acc.: 94.53%, KL div.: 0.072497] [G loss: 4.990764, KL div.: 4.990764, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
1565 [D loss: 0.252249, acc.: 89.84%, KL div.: 0.189091] [G loss: 3.714920, KL div.: 3.714920, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1566 [D loss: 0.173859, acc.: 94.14%, KL div.: 0.077541] [G loss: 4.137146, KL div.: 4.137146, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1567 [D loss: 0.152089, acc.: 94.53%, KL div.: 0.081974] [G loss: 4.155624, KL div.: 4.155624, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1568 [D loss: 0.307017, acc.: 88.67%, KL div.: 0.187218] [G loss: 4.447497, KL div.: 4.447497, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1569 [D loss: 0.133921, acc.: 94.14%, KL div.: 0.083633] [G loss: 4.628646, KL div.: 4.628646, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1570 [D loss: 0.224332, acc.: 91.80%, KL div.: 0.132233] [G loss: 3.804410, KL div.: 3.804410, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1571 [D loss: 0.198088, acc.: 92.19%, KL div.: 0.082805] [G loss: 5.005030, KL div.: 5.005030, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1572 [D loss: 0.218269, acc.: 91.02%, KL div.: 0.167134] [G loss: 3.682040, KL div.: 3.682040, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1573 [D loss: 0.279157, acc.: 84.77%, KL div.: 0.124327] [G loss: 4.720417, KL div.: 4.715760, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1574 [D loss: 0.137746, acc.: 95.70%, KL div.: 0.103717] [G loss: 4.874832, KL div.: 4.874832, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1575 [D loss: 0.177779, acc.: 93.36%, KL div.: 0.095270] [G loss: 4.381883, KL div.: 4.381883, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1576 [D loss: 0.165955, acc.: 93.75%, KL div.: 0.092789] [G loss: 4.508378, KL div.: 4.506152, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1577 [D loss: 0.236776, acc.: 89.45%, KL div.: 0.139981] [G loss: 4.631698, KL div.: 4.631698, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1578 [D loss: 0.174534, acc.: 92.97%, KL div.: 0.113873] [G loss: 4.215377, KL div.: 4.215377, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1579 [D loss: 0.166416, acc.: 92.19%, KL div.: 0.091001] [G loss: 4.351355, KL div.: 4.351355, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1580 [D loss: 0.278558, acc.: 87.50%, KL div.: 0.162499] [G loss: 4.111354, KL div.: 4.111354, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1581 [D loss: 0.202410, acc.: 92.97%, KL div.: 0.125113] [G loss: 4.445383, KL div.: 4.445383, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1582 [D loss: 0.252339, acc.: 89.84%, KL div.: 0.138978] [G loss: 4.308747, KL div.: 4.308747, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1583 [D loss: 0.228122, acc.: 92.97%, KL div.: 0.161697] [G loss: 4.372263, KL div.: 4.355811, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1584 [D loss: 0.260398, acc.: 89.84%, KL div.: 0.148087] [G loss: 4.188811, KL div.: 4.188811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1585 [D loss: 0.164686, acc.: 94.53%, KL div.: 0.096874] [G loss: 4.415490, KL div.: 4.415490, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1586 [D loss: 0.158679, acc.: 94.53%, KL div.: 0.097803] [G loss: 4.940671, KL div.: 4.940671, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1587 [D loss: 0.185512, acc.: 93.36%, KL div.: 0.098617] [G loss: 4.697463, KL div.: 4.676466, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1588 [D loss: 0.192660, acc.: 92.58%, KL div.: 0.117956] [G loss: 4.904927, KL div.: 4.904927, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1589 [D loss: 0.179948, acc.: 93.75%, KL div.: 0.106564] [G loss: 4.126447, KL div.: 4.126447, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1590 [D loss: 0.227235, acc.: 91.02%, KL div.: 0.129164] [G loss: 3.669087, KL div.: 3.669087, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1591 [D loss: 0.270271, acc.: 89.84%, KL div.: 0.158541] [G loss: 4.418495, KL div.: 4.418495, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1592 [D loss: 0.204374, acc.: 91.80%, KL div.: 0.087363] [G loss: 5.081440, KL div.: 5.079440, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1593 [D loss: 0.296774, acc.: 87.89%, KL div.: 0.220097] [G loss: 3.618217, KL div.: 3.618217, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1594 [D loss: 0.184676, acc.: 92.58%, KL div.: 0.075649] [G loss: 4.358650, KL div.: 4.358650, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1595 [D loss: 0.164327, acc.: 94.53%, KL div.: 0.111418] [G loss: 4.566059, KL div.: 4.566059, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1596 [D loss: 0.186023, acc.: 93.36%, KL div.: 0.121309] [G loss: 4.337423, KL div.: 4.337423, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1597 [D loss: 0.202799, acc.: 92.19%, KL div.: 0.106357] [G loss: 4.535562, KL div.: 4.535562, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1598 [D loss: 0.169542, acc.: 92.97%, KL div.: 0.101734] [G loss: 4.365154, KL div.: 4.365153, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1599 [D loss: 0.131001, acc.: 96.48%, KL div.: 0.089104] [G loss: 4.361444, KL div.: 4.361444, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 3s 100ms/step
4/4 [==============================] - 3s 115ms/step
1600 [D loss: 0.199947, acc.: 92.19%, KL div.: 0.096010] [G loss: 4.473654, KL div.: 4.473654, FID: 93.077145]
1/1 [==============================] - 0s 47ms/step
4/4 [==============================] - 0s 79ms/step
1601 [D loss: 0.183650, acc.: 91.80%, KL div.: 0.111769] [G loss: 4.988600, KL div.: 4.988600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1602 [D loss: 0.190369, acc.: 91.80%, KL div.: 0.102627] [G loss: 4.637929, KL div.: 4.637929, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1603 [D loss: 0.243538, acc.: 88.28%, KL div.: 0.152829] [G loss: 4.295607, KL div.: 4.295607, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1604 [D loss: 0.179739, acc.: 93.36%, KL div.: 0.076354] [G loss: 4.575124, KL div.: 4.569139, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1605 [D loss: 0.224338, acc.: 92.58%, KL div.: 0.150649] [G loss: 4.998614, KL div.: 4.998614, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1606 [D loss: 0.203435, acc.: 92.97%, KL div.: 0.122133] [G loss: 4.582952, KL div.: 4.582952, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1607 [D loss: 0.105715, acc.: 96.09%, KL div.: 0.041206] [G loss: 5.036367, KL div.: 5.036096, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1608 [D loss: 0.198406, acc.: 92.19%, KL div.: 0.141169] [G loss: 4.139234, KL div.: 4.139234, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1609 [D loss: 0.170313, acc.: 92.58%, KL div.: 0.096557] [G loss: 4.540484, KL div.: 4.540484, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1610 [D loss: 0.211219, acc.: 92.97%, KL div.: 0.092832] [G loss: 5.167020, KL div.: 5.167020, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1611 [D loss: 0.177404, acc.: 94.92%, KL div.: 0.155218] [G loss: 4.742253, KL div.: 4.742253, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1612 [D loss: 0.176590, acc.: 94.14%, KL div.: 0.082106] [G loss: 5.135300, KL div.: 5.135300, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1613 [D loss: 0.229199, acc.: 90.62%, KL div.: 0.135359] [G loss: 4.483432, KL div.: 4.483432, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1614 [D loss: 0.166165, acc.: 93.36%, KL div.: 0.124542] [G loss: 4.629335, KL div.: 4.629335, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1615 [D loss: 0.181947, acc.: 92.97%, KL div.: 0.071375] [G loss: 4.522397, KL div.: 4.501361, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1616 [D loss: 0.247871, acc.: 92.58%, KL div.: 0.162409] [G loss: 4.514862, KL div.: 4.514505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1617 [D loss: 0.148918, acc.: 95.70%, KL div.: 0.090385] [G loss: 5.215021, KL div.: 5.215021, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1618 [D loss: 0.110499, acc.: 95.70%, KL div.: 0.078983] [G loss: 4.831604, KL div.: 4.830990, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1619 [D loss: 0.217817, acc.: 92.19%, KL div.: 0.105625] [G loss: 4.519241, KL div.: 4.519241, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1620 [D loss: 0.191865, acc.: 92.19%, KL div.: 0.124415] [G loss: 4.641893, KL div.: 4.641720, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1621 [D loss: 0.196001, acc.: 93.36%, KL div.: 0.116279] [G loss: 4.900416, KL div.: 4.900416, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1622 [D loss: 0.216286, acc.: 91.80%, KL div.: 0.113295] [G loss: 4.595710, KL div.: 4.595710, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
1623 [D loss: 0.225770, acc.: 92.19%, KL div.: 0.161060] [G loss: 4.283755, KL div.: 4.283755, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1624 [D loss: 0.163341, acc.: 94.14%, KL div.: 0.073736] [G loss: 4.370298, KL div.: 4.370298, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1625 [D loss: 0.147157, acc.: 94.92%, KL div.: 0.073288] [G loss: 5.042883, KL div.: 5.042883, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1626 [D loss: 0.148866, acc.: 94.14%, KL div.: 0.110775] [G loss: 4.380198, KL div.: 4.378415, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1627 [D loss: 0.197910, acc.: 92.58%, KL div.: 0.091984] [G loss: 4.085991, KL div.: 4.085991, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1628 [D loss: 0.177831, acc.: 92.58%, KL div.: 0.095860] [G loss: 4.516410, KL div.: 4.516410, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1629 [D loss: 0.222848, acc.: 92.58%, KL div.: 0.156012] [G loss: 4.393759, KL div.: 4.393759, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1630 [D loss: 0.260359, acc.: 89.06%, KL div.: 0.124261] [G loss: 4.503730, KL div.: 4.503730, FID: 0.000000]
4/4 [==============================] - 0s 32ms/step
1631 [D loss: 0.175349, acc.: 94.14%, KL div.: 0.133086] [G loss: 4.482207, KL div.: 4.482207, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1632 [D loss: 0.239807, acc.: 88.28%, KL div.: 0.086922] [G loss: 5.015946, KL div.: 5.015946, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1633 [D loss: 0.211790, acc.: 91.41%, KL div.: 0.167469] [G loss: 4.348159, KL div.: 4.348159, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1634 [D loss: 0.229047, acc.: 91.80%, KL div.: 0.146683] [G loss: 4.007435, KL div.: 4.007435, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1635 [D loss: 0.320381, acc.: 88.28%, KL div.: 0.152553] [G loss: 4.450870, KL div.: 4.450870, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1636 [D loss: 0.115289, acc.: 96.88%, KL div.: 0.085922] [G loss: 4.606901, KL div.: 4.599107, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1637 [D loss: 0.222901, acc.: 91.02%, KL div.: 0.138189] [G loss: 3.752577, KL div.: 3.752577, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1638 [D loss: 0.223589, acc.: 91.80%, KL div.: 0.130189] [G loss: 4.286077, KL div.: 4.286077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1639 [D loss: 0.224664, acc.: 91.41%, KL div.: 0.145518] [G loss: 4.557313, KL div.: 4.557313, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1640 [D loss: 0.209696, acc.: 93.36%, KL div.: 0.108825] [G loss: 4.331988, KL div.: 4.331988, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1641 [D loss: 0.284899, acc.: 87.50%, KL div.: 0.173234] [G loss: 4.111852, KL div.: 4.111851, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1642 [D loss: 0.299171, acc.: 87.89%, KL div.: 0.141915] [G loss: 4.519739, KL div.: 4.519739, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1643 [D loss: 0.110946, acc.: 95.31%, KL div.: 0.082696] [G loss: 4.535498, KL div.: 4.535498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1644 [D loss: 0.344737, acc.: 83.98%, KL div.: 0.202097] [G loss: 4.065099, KL div.: 4.065099, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1645 [D loss: 0.182248, acc.: 91.80%, KL div.: 0.074903] [G loss: 4.697778, KL div.: 4.679377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1646 [D loss: 0.285817, acc.: 88.67%, KL div.: 0.170265] [G loss: 4.022533, KL div.: 4.022533, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1647 [D loss: 0.286190, acc.: 89.84%, KL div.: 0.153755] [G loss: 4.343860, KL div.: 4.343860, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1648 [D loss: 0.231571, acc.: 91.02%, KL div.: 0.148296] [G loss: 4.680459, KL div.: 4.680459, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1649 [D loss: 0.238990, acc.: 91.41%, KL div.: 0.147897] [G loss: 4.171043, KL div.: 4.171043, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1650 [D loss: 0.159890, acc.: 94.92%, KL div.: 0.106113] [G loss: 4.270603, KL div.: 4.270603, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1651 [D loss: 0.388067, acc.: 83.98%, KL div.: 0.157219] [G loss: 4.932466, KL div.: 4.932466, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1652 [D loss: 0.220843, acc.: 92.97%, KL div.: 0.164034] [G loss: 4.324014, KL div.: 4.324014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1653 [D loss: 0.268374, acc.: 87.89%, KL div.: 0.144746] [G loss: 4.218905, KL div.: 4.218905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1654 [D loss: 0.391941, acc.: 86.33%, KL div.: 0.253376] [G loss: 4.450689, KL div.: 4.450689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1655 [D loss: 0.299458, acc.: 88.67%, KL div.: 0.204022] [G loss: 3.602520, KL div.: 3.602520, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1656 [D loss: 0.307110, acc.: 86.72%, KL div.: 0.110526] [G loss: 5.330347, KL div.: 5.330347, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1657 [D loss: 0.317533, acc.: 88.28%, KL div.: 0.252863] [G loss: 4.353242, KL div.: 4.353242, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1658 [D loss: 0.411547, acc.: 79.30%, KL div.: 0.156789] [G loss: 4.403723, KL div.: 4.403723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1659 [D loss: 0.264609, acc.: 87.11%, KL div.: 0.187362] [G loss: 4.542285, KL div.: 4.542285, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1660 [D loss: 0.280240, acc.: 88.28%, KL div.: 0.145909] [G loss: 4.218387, KL div.: 4.218387, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1661 [D loss: 0.269495, acc.: 89.45%, KL div.: 0.170969] [G loss: 3.966792, KL div.: 3.966792, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1662 [D loss: 0.317038, acc.: 87.11%, KL div.: 0.168873] [G loss: 4.134629, KL div.: 4.134629, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1663 [D loss: 0.185791, acc.: 92.19%, KL div.: 0.101849] [G loss: 4.774967, KL div.: 4.774648, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1664 [D loss: 0.270624, acc.: 88.28%, KL div.: 0.176069] [G loss: 3.458029, KL div.: 3.458028, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1665 [D loss: 0.401595, acc.: 81.25%, KL div.: 0.171911] [G loss: 4.364956, KL div.: 4.354248, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1666 [D loss: 0.222784, acc.: 91.02%, KL div.: 0.165347] [G loss: 4.036797, KL div.: 4.036797, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1667 [D loss: 0.286283, acc.: 88.28%, KL div.: 0.115109] [G loss: 4.534187, KL div.: 4.534188, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1668 [D loss: 0.253830, acc.: 90.23%, KL div.: 0.195112] [G loss: 4.783832, KL div.: 4.783832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1669 [D loss: 0.279848, acc.: 87.50%, KL div.: 0.129919] [G loss: 4.659982, KL div.: 4.659982, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1670 [D loss: 0.296775, acc.: 85.55%, KL div.: 0.185517] [G loss: 4.348847, KL div.: 4.348847, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1671 [D loss: 0.245507, acc.: 89.45%, KL div.: 0.135490] [G loss: 4.044389, KL div.: 4.044389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1672 [D loss: 0.258734, acc.: 89.45%, KL div.: 0.126347] [G loss: 4.628853, KL div.: 4.628853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1673 [D loss: 0.148441, acc.: 92.19%, KL div.: 0.099899] [G loss: 4.234075, KL div.: 4.234075, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1674 [D loss: 0.347466, acc.: 83.98%, KL div.: 0.161387] [G loss: 4.334662, KL div.: 4.334662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1675 [D loss: 0.199857, acc.: 91.41%, KL div.: 0.150773] [G loss: 4.490981, KL div.: 4.490981, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1676 [D loss: 0.295443, acc.: 87.50%, KL div.: 0.134492] [G loss: 4.659990, KL div.: 4.659990, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1677 [D loss: 0.177712, acc.: 93.75%, KL div.: 0.112455] [G loss: 4.322876, KL div.: 4.322876, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1678 [D loss: 0.292640, acc.: 88.28%, KL div.: 0.159495] [G loss: 3.972878, KL div.: 3.972878, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1679 [D loss: 0.312552, acc.: 88.28%, KL div.: 0.135290] [G loss: 4.465305, KL div.: 4.465305, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1680 [D loss: 0.343534, acc.: 86.33%, KL div.: 0.242582] [G loss: 3.850860, KL div.: 3.850860, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1681 [D loss: 0.265507, acc.: 89.45%, KL div.: 0.132437] [G loss: 3.892231, KL div.: 3.892231, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
1682 [D loss: 0.209011, acc.: 91.80%, KL div.: 0.103989] [G loss: 4.182475, KL div.: 4.182475, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1683 [D loss: 0.269651, acc.: 88.67%, KL div.: 0.161044] [G loss: 3.968015, KL div.: 3.968015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1684 [D loss: 0.221157, acc.: 92.19%, KL div.: 0.116723] [G loss: 4.375977, KL div.: 4.375977, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1685 [D loss: 0.260898, acc.: 90.62%, KL div.: 0.159367] [G loss: 3.966343, KL div.: 3.966343, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1686 [D loss: 0.215424, acc.: 90.62%, KL div.: 0.106347] [G loss: 4.628834, KL div.: 4.628834, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1687 [D loss: 0.227279, acc.: 92.19%, KL div.: 0.147831] [G loss: 4.392646, KL div.: 4.392646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1688 [D loss: 0.272093, acc.: 87.11%, KL div.: 0.121889] [G loss: 4.016752, KL div.: 4.016752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1689 [D loss: 0.220409, acc.: 89.84%, KL div.: 0.139059] [G loss: 4.012332, KL div.: 4.012332, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1690 [D loss: 0.216497, acc.: 93.75%, KL div.: 0.141170] [G loss: 4.156378, KL div.: 4.156378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1691 [D loss: 0.199812, acc.: 91.41%, KL div.: 0.082451] [G loss: 4.563380, KL div.: 4.563380, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1692 [D loss: 0.153408, acc.: 94.53%, KL div.: 0.116344] [G loss: 4.512167, KL div.: 4.512167, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1693 [D loss: 0.208090, acc.: 92.58%, KL div.: 0.114136] [G loss: 3.910654, KL div.: 3.910654, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1694 [D loss: 0.205486, acc.: 91.80%, KL div.: 0.085337] [G loss: 4.889553, KL div.: 4.886990, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1695 [D loss: 0.115003, acc.: 96.88%, KL div.: 0.092745] [G loss: 5.090066, KL div.: 5.090066, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1696 [D loss: 0.240829, acc.: 89.84%, KL div.: 0.140214] [G loss: 4.372720, KL div.: 4.372720, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
1697 [D loss: 0.156714, acc.: 94.53%, KL div.: 0.065594] [G loss: 4.479808, KL div.: 4.459672, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1698 [D loss: 0.161823, acc.: 94.14%, KL div.: 0.108442] [G loss: 4.659358, KL div.: 4.659358, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1699 [D loss: 0.156456, acc.: 94.53%, KL div.: 0.092230] [G loss: 4.462602, KL div.: 4.462602, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 3s 105ms/step
4/4 [==============================] - 1s 82ms/step
1700 [D loss: 0.162342, acc.: 92.19%, KL div.: 0.056187] [G loss: 4.879744, KL div.: 4.879744, FID: 97.840155]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 61ms/step
1701 [D loss: 0.221342, acc.: 89.06%, KL div.: 0.160100] [G loss: 4.037378, KL div.: 4.037378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1702 [D loss: 0.142653, acc.: 93.36%, KL div.: 0.055202] [G loss: 4.370732, KL div.: 4.370732, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1703 [D loss: 0.110440, acc.: 95.70%, KL div.: 0.051786] [G loss: 4.784938, KL div.: 4.784938, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1704 [D loss: 0.214984, acc.: 93.36%, KL div.: 0.164367] [G loss: 3.834718, KL div.: 3.834718, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1705 [D loss: 0.175192, acc.: 94.14%, KL div.: 0.059003] [G loss: 4.660447, KL div.: 4.660447, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1706 [D loss: 0.126212, acc.: 95.70%, KL div.: 0.075257] [G loss: 4.650519, KL div.: 4.650519, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1707 [D loss: 0.153398, acc.: 93.75%, KL div.: 0.081313] [G loss: 4.525169, KL div.: 4.525169, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1708 [D loss: 0.135231, acc.: 95.31%, KL div.: 0.087074] [G loss: 4.528650, KL div.: 4.528650, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1709 [D loss: 0.203910, acc.: 92.19%, KL div.: 0.077497] [G loss: 4.814122, KL div.: 4.814122, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1710 [D loss: 0.276224, acc.: 87.50%, KL div.: 0.189473] [G loss: 4.137368, KL div.: 4.137368, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1711 [D loss: 0.236566, acc.: 89.84%, KL div.: 0.110256] [G loss: 4.491680, KL div.: 4.491680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1712 [D loss: 0.218814, acc.: 91.80%, KL div.: 0.116991] [G loss: 4.284613, KL div.: 4.284613, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1713 [D loss: 0.192504, acc.: 92.97%, KL div.: 0.116094] [G loss: 4.514771, KL div.: 4.514771, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1714 [D loss: 0.153232, acc.: 94.92%, KL div.: 0.102518] [G loss: 4.123842, KL div.: 4.123842, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1715 [D loss: 0.261229, acc.: 89.84%, KL div.: 0.091574] [G loss: 5.430505, KL div.: 5.430505, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1716 [D loss: 0.225223, acc.: 90.62%, KL div.: 0.191611] [G loss: 4.193747, KL div.: 4.193747, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
1717 [D loss: 0.239178, acc.: 89.06%, KL div.: 0.097564] [G loss: 4.191488, KL div.: 4.191488, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1718 [D loss: 0.312072, acc.: 90.62%, KL div.: 0.179100] [G loss: 4.432652, KL div.: 4.432652, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
1719 [D loss: 0.193146, acc.: 92.19%, KL div.: 0.130983] [G loss: 4.135800, KL div.: 4.135800, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1720 [D loss: 0.294943, acc.: 87.11%, KL div.: 0.155929] [G loss: 4.170467, KL div.: 4.170467, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
1721 [D loss: 0.183245, acc.: 91.41%, KL div.: 0.088685] [G loss: 5.039449, KL div.: 5.039449, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1722 [D loss: 0.211758, acc.: 89.45%, KL div.: 0.151638] [G loss: 3.811672, KL div.: 3.811672, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1723 [D loss: 0.218047, acc.: 92.58%, KL div.: 0.097037] [G loss: 4.228689, KL div.: 4.228689, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1724 [D loss: 0.152948, acc.: 94.53%, KL div.: 0.086570] [G loss: 4.047763, KL div.: 4.047763, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1725 [D loss: 0.285338, acc.: 88.28%, KL div.: 0.159557] [G loss: 4.909390, KL div.: 4.909031, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1726 [D loss: 0.244427, acc.: 90.62%, KL div.: 0.154653] [G loss: 4.250694, KL div.: 4.250694, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1727 [D loss: 0.259762, acc.: 88.67%, KL div.: 0.125812] [G loss: 4.637719, KL div.: 4.637719, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1728 [D loss: 0.140900, acc.: 94.53%, KL div.: 0.097832] [G loss: 4.230016, KL div.: 4.230016, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1729 [D loss: 0.163011, acc.: 93.36%, KL div.: 0.094975] [G loss: 4.227707, KL div.: 4.227707, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1730 [D loss: 0.271608, acc.: 89.06%, KL div.: 0.120619] [G loss: 4.854963, KL div.: 4.854963, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1731 [D loss: 0.290869, acc.: 89.45%, KL div.: 0.202643] [G loss: 4.721066, KL div.: 4.721066, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1732 [D loss: 0.266603, acc.: 89.06%, KL div.: 0.145303] [G loss: 4.360401, KL div.: 4.360401, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1733 [D loss: 0.180412, acc.: 92.19%, KL div.: 0.115184] [G loss: 4.508564, KL div.: 4.508564, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1734 [D loss: 0.235656, acc.: 90.62%, KL div.: 0.121972] [G loss: 4.702250, KL div.: 4.702250, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
1735 [D loss: 0.167562, acc.: 93.75%, KL div.: 0.125326] [G loss: 3.917201, KL div.: 3.917201, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1736 [D loss: 0.245770, acc.: 90.23%, KL div.: 0.086274] [G loss: 4.530080, KL div.: 4.530080, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1737 [D loss: 0.160619, acc.: 93.75%, KL div.: 0.113606] [G loss: 4.721615, KL div.: 4.721615, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1738 [D loss: 0.236746, acc.: 90.23%, KL div.: 0.144377] [G loss: 3.940616, KL div.: 3.940616, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1739 [D loss: 0.126761, acc.: 96.09%, KL div.: 0.055060] [G loss: 4.355347, KL div.: 4.355347, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1740 [D loss: 0.238046, acc.: 89.84%, KL div.: 0.163695] [G loss: 4.026164, KL div.: 4.026164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1741 [D loss: 0.185930, acc.: 94.53%, KL div.: 0.092334] [G loss: 4.557463, KL div.: 4.557463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1742 [D loss: 0.159158, acc.: 94.53%, KL div.: 0.092101] [G loss: 4.433908, KL div.: 4.433908, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1743 [D loss: 0.153375, acc.: 94.53%, KL div.: 0.098270] [G loss: 4.037414, KL div.: 4.037414, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
1744 [D loss: 0.176088, acc.: 91.80%, KL div.: 0.096998] [G loss: 4.353405, KL div.: 4.353405, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1745 [D loss: 0.212056, acc.: 89.06%, KL div.: 0.093729] [G loss: 4.484381, KL div.: 4.484381, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1746 [D loss: 0.202926, acc.: 93.36%, KL div.: 0.149439] [G loss: 4.421206, KL div.: 4.421206, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1747 [D loss: 0.255426, acc.: 91.41%, KL div.: 0.171787] [G loss: 3.881452, KL div.: 3.881452, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1748 [D loss: 0.203446, acc.: 91.41%, KL div.: 0.060905] [G loss: 4.780080, KL div.: 4.780080, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1749 [D loss: 0.326260, acc.: 87.89%, KL div.: 0.264237] [G loss: 3.716027, KL div.: 3.716027, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1750 [D loss: 0.148322, acc.: 94.92%, KL div.: 0.045747] [G loss: 4.585710, KL div.: 4.585711, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1751 [D loss: 0.242262, acc.: 88.67%, KL div.: 0.159817] [G loss: 3.999706, KL div.: 3.999706, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1752 [D loss: 0.160440, acc.: 94.53%, KL div.: 0.080812] [G loss: 4.415094, KL div.: 4.415094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1753 [D loss: 0.176050, acc.: 92.97%, KL div.: 0.112435] [G loss: 4.529557, KL div.: 4.529557, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1754 [D loss: 0.203320, acc.: 92.58%, KL div.: 0.113629] [G loss: 4.620725, KL div.: 4.620725, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1755 [D loss: 0.198742, acc.: 92.58%, KL div.: 0.117416] [G loss: 4.610987, KL div.: 4.610987, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1756 [D loss: 0.186598, acc.: 92.97%, KL div.: 0.127336] [G loss: 3.996436, KL div.: 3.992983, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1757 [D loss: 0.223940, acc.: 90.62%, KL div.: 0.107655] [G loss: 4.169185, KL div.: 4.169185, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1758 [D loss: 0.149975, acc.: 93.36%, KL div.: 0.096015] [G loss: 3.909255, KL div.: 3.909255, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1759 [D loss: 0.188745, acc.: 93.75%, KL div.: 0.095841] [G loss: 4.624881, KL div.: 4.624881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1760 [D loss: 0.284033, acc.: 87.11%, KL div.: 0.152301] [G loss: 4.105801, KL div.: 4.105801, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1761 [D loss: 0.174636, acc.: 92.58%, KL div.: 0.102893] [G loss: 4.725080, KL div.: 4.725080, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1762 [D loss: 0.170029, acc.: 93.36%, KL div.: 0.103578] [G loss: 4.221163, KL div.: 4.221163, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1763 [D loss: 0.242205, acc.: 90.23%, KL div.: 0.116976] [G loss: 4.782883, KL div.: 4.782883, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1764 [D loss: 0.323310, acc.: 87.50%, KL div.: 0.188229] [G loss: 4.521517, KL div.: 4.521517, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1765 [D loss: 0.168190, acc.: 93.36%, KL div.: 0.115094] [G loss: 4.212831, KL div.: 4.212831, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1766 [D loss: 0.198500, acc.: 92.97%, KL div.: 0.079732] [G loss: 4.281931, KL div.: 4.281931, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1767 [D loss: 0.219122, acc.: 90.62%, KL div.: 0.152829] [G loss: 4.083518, KL div.: 4.083519, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1768 [D loss: 0.270951, acc.: 89.45%, KL div.: 0.140338] [G loss: 4.088295, KL div.: 4.088295, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1769 [D loss: 0.223439, acc.: 90.23%, KL div.: 0.132415] [G loss: 4.535007, KL div.: 4.535007, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1770 [D loss: 0.201959, acc.: 92.19%, KL div.: 0.130876] [G loss: 4.455501, KL div.: 4.455501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1771 [D loss: 0.238867, acc.: 89.45%, KL div.: 0.134848] [G loss: 4.201549, KL div.: 4.201549, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1772 [D loss: 0.259150, acc.: 89.84%, KL div.: 0.142464] [G loss: 4.853715, KL div.: 4.853715, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1773 [D loss: 0.218058, acc.: 90.62%, KL div.: 0.150355] [G loss: 4.359901, KL div.: 4.359901, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1774 [D loss: 0.258674, acc.: 91.02%, KL div.: 0.131076] [G loss: 4.428449, KL div.: 4.428448, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1775 [D loss: 0.158833, acc.: 94.14%, KL div.: 0.102000] [G loss: 4.577275, KL div.: 4.577275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1776 [D loss: 0.206942, acc.: 91.41%, KL div.: 0.118448] [G loss: 4.673140, KL div.: 4.673140, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1777 [D loss: 0.312397, acc.: 87.89%, KL div.: 0.215218] [G loss: 3.917556, KL div.: 3.917556, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1778 [D loss: 0.181387, acc.: 93.36%, KL div.: 0.067367] [G loss: 4.990425, KL div.: 4.990425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1779 [D loss: 0.241436, acc.: 91.80%, KL div.: 0.165032] [G loss: 4.230713, KL div.: 4.230713, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1780 [D loss: 0.224945, acc.: 88.67%, KL div.: 0.117888] [G loss: 4.163428, KL div.: 4.163428, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1781 [D loss: 0.211812, acc.: 92.19%, KL div.: 0.128176] [G loss: 4.804122, KL div.: 4.804122, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1782 [D loss: 0.228308, acc.: 92.19%, KL div.: 0.154754] [G loss: 4.057519, KL div.: 4.057519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1783 [D loss: 0.206427, acc.: 91.02%, KL div.: 0.098315] [G loss: 4.936264, KL div.: 4.936264, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1784 [D loss: 0.124892, acc.: 96.09%, KL div.: 0.090220] [G loss: 4.257042, KL div.: 4.257042, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1785 [D loss: 0.269921, acc.: 90.23%, KL div.: 0.165869] [G loss: 3.784976, KL div.: 3.784976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1786 [D loss: 0.234545, acc.: 89.45%, KL div.: 0.120653] [G loss: 4.441120, KL div.: 4.441120, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1787 [D loss: 0.176317, acc.: 94.92%, KL div.: 0.120144] [G loss: 4.402960, KL div.: 4.402960, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1788 [D loss: 0.231479, acc.: 92.97%, KL div.: 0.149682] [G loss: 4.224882, KL div.: 4.224882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1789 [D loss: 0.140144, acc.: 95.31%, KL div.: 0.070683] [G loss: 4.684914, KL div.: 4.684914, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1790 [D loss: 0.211401, acc.: 91.41%, KL div.: 0.154301] [G loss: 3.871114, KL div.: 3.871114, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1791 [D loss: 0.110065, acc.: 96.88%, KL div.: 0.040868] [G loss: 4.826440, KL div.: 4.826440, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1792 [D loss: 0.103210, acc.: 96.09%, KL div.: 0.059339] [G loss: 5.088449, KL div.: 5.088449, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1793 [D loss: 0.204062, acc.: 91.80%, KL div.: 0.139717] [G loss: 3.959947, KL div.: 3.959947, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1794 [D loss: 0.191756, acc.: 93.75%, KL div.: 0.112935] [G loss: 4.226988, KL div.: 4.226988, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1795 [D loss: 0.125650, acc.: 95.70%, KL div.: 0.057685] [G loss: 4.507895, KL div.: 4.507895, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1796 [D loss: 0.135306, acc.: 95.70%, KL div.: 0.100522] [G loss: 4.374283, KL div.: 4.374283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1797 [D loss: 0.218506, acc.: 89.84%, KL div.: 0.119473] [G loss: 4.458699, KL div.: 4.458699, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1798 [D loss: 0.254517, acc.: 89.84%, KL div.: 0.100986] [G loss: 4.688549, KL div.: 4.688549, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1799 [D loss: 0.121915, acc.: 95.70%, KL div.: 0.102715] [G loss: 4.962735, KL div.: 4.962735, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 55ms/step
4/4 [==============================] - 1s 81ms/step
1800 [D loss: 0.207276, acc.: 92.19%, KL div.: 0.143254] [G loss: 3.928023, KL div.: 3.928023, FID: 104.425667]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 52ms/step
1801 [D loss: 0.125832, acc.: 95.31%, KL div.: 0.041562] [G loss: 4.954857, KL div.: 4.954857, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1802 [D loss: 0.121364, acc.: 96.09%, KL div.: 0.099524] [G loss: 5.030888, KL div.: 5.030888, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1803 [D loss: 0.154830, acc.: 94.53%, KL div.: 0.085895] [G loss: 4.455738, KL div.: 4.455738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1804 [D loss: 0.200785, acc.: 90.23%, KL div.: 0.080379] [G loss: 4.821193, KL div.: 4.821193, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1805 [D loss: 0.222634, acc.: 91.02%, KL div.: 0.155709] [G loss: 4.887475, KL div.: 4.887475, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1806 [D loss: 0.195427, acc.: 93.36%, KL div.: 0.145816] [G loss: 4.074170, KL div.: 4.074170, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1807 [D loss: 0.196657, acc.: 91.02%, KL div.: 0.079259] [G loss: 4.385873, KL div.: 4.385873, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1808 [D loss: 0.142241, acc.: 94.53%, KL div.: 0.106225] [G loss: 4.669498, KL div.: 4.669498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1809 [D loss: 0.211287, acc.: 91.80%, KL div.: 0.119830] [G loss: 4.482032, KL div.: 4.482032, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1810 [D loss: 0.140966, acc.: 92.19%, KL div.: 0.070241] [G loss: 4.814795, KL div.: 4.814405, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1811 [D loss: 0.273554, acc.: 89.06%, KL div.: 0.185388] [G loss: 4.228686, KL div.: 4.228686, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1812 [D loss: 0.158334, acc.: 94.53%, KL div.: 0.086157] [G loss: 4.637897, KL div.: 4.637897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1813 [D loss: 0.141181, acc.: 93.75%, KL div.: 0.076199] [G loss: 4.919943, KL div.: 4.919943, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1814 [D loss: 0.166042, acc.: 93.36%, KL div.: 0.111365] [G loss: 4.768412, KL div.: 4.768412, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1815 [D loss: 0.295307, acc.: 88.28%, KL div.: 0.177599] [G loss: 4.469588, KL div.: 4.469588, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
1816 [D loss: 0.110235, acc.: 96.09%, KL div.: 0.054119] [G loss: 4.911648, KL div.: 4.911648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1817 [D loss: 0.104727, acc.: 96.09%, KL div.: 0.075061] [G loss: 4.582096, KL div.: 4.582097, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1818 [D loss: 0.175463, acc.: 92.19%, KL div.: 0.096308] [G loss: 4.515178, KL div.: 4.515178, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1819 [D loss: 0.199511, acc.: 93.75%, KL div.: 0.134208] [G loss: 4.506212, KL div.: 4.506212, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1820 [D loss: 0.170254, acc.: 94.14%, KL div.: 0.084974] [G loss: 5.555512, KL div.: 5.550641, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1821 [D loss: 0.217430, acc.: 92.19%, KL div.: 0.130901] [G loss: 4.296552, KL div.: 4.296552, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1822 [D loss: 0.218832, acc.: 92.19%, KL div.: 0.148258] [G loss: 4.695895, KL div.: 4.695895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1823 [D loss: 0.147199, acc.: 94.92%, KL div.: 0.083811] [G loss: 4.896492, KL div.: 4.896492, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1824 [D loss: 0.175701, acc.: 94.53%, KL div.: 0.079419] [G loss: 5.318526, KL div.: 5.318526, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1825 [D loss: 0.127385, acc.: 94.92%, KL div.: 0.106540] [G loss: 4.893628, KL div.: 4.891492, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1826 [D loss: 0.226552, acc.: 89.06%, KL div.: 0.121965] [G loss: 4.210530, KL div.: 4.210530, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1827 [D loss: 0.212605, acc.: 91.02%, KL div.: 0.093355] [G loss: 4.694302, KL div.: 4.694303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1828 [D loss: 0.197090, acc.: 92.58%, KL div.: 0.152258] [G loss: 4.824259, KL div.: 4.824259, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1829 [D loss: 0.234554, acc.: 89.84%, KL div.: 0.115102] [G loss: 5.105958, KL div.: 5.100684, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1830 [D loss: 0.195437, acc.: 91.80%, KL div.: 0.122145] [G loss: 4.841992, KL div.: 4.832867, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1831 [D loss: 0.150930, acc.: 94.14%, KL div.: 0.101933] [G loss: 4.315078, KL div.: 4.315078, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1832 [D loss: 0.178561, acc.: 94.14%, KL div.: 0.098531] [G loss: 4.579226, KL div.: 4.579226, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1833 [D loss: 0.112853, acc.: 96.48%, KL div.: 0.051833] [G loss: 4.720243, KL div.: 4.720243, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1834 [D loss: 0.184738, acc.: 93.36%, KL div.: 0.145949] [G loss: 4.931733, KL div.: 4.930462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1835 [D loss: 0.237459, acc.: 88.67%, KL div.: 0.109505] [G loss: 4.398115, KL div.: 4.398115, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1836 [D loss: 0.200754, acc.: 92.19%, KL div.: 0.149364] [G loss: 4.329206, KL div.: 4.329206, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1837 [D loss: 0.339819, acc.: 85.16%, KL div.: 0.163760] [G loss: 4.871867, KL div.: 4.871867, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1838 [D loss: 0.248496, acc.: 90.23%, KL div.: 0.169681] [G loss: 4.252020, KL div.: 4.252020, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
1839 [D loss: 0.190991, acc.: 92.97%, KL div.: 0.110827] [G loss: 4.254766, KL div.: 4.254766, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1840 [D loss: 0.197405, acc.: 92.58%, KL div.: 0.103948] [G loss: 4.272902, KL div.: 4.272902, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1841 [D loss: 0.159207, acc.: 92.58%, KL div.: 0.103220] [G loss: 4.257242, KL div.: 4.257242, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1842 [D loss: 0.194173, acc.: 93.36%, KL div.: 0.117375] [G loss: 3.993160, KL div.: 3.993160, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1843 [D loss: 0.347846, acc.: 86.33%, KL div.: 0.189667] [G loss: 4.501574, KL div.: 4.501574, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1844 [D loss: 0.266576, acc.: 90.23%, KL div.: 0.200824] [G loss: 4.117660, KL div.: 4.117660, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1845 [D loss: 0.285112, acc.: 89.84%, KL div.: 0.147256] [G loss: 4.308055, KL div.: 4.308055, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1846 [D loss: 0.101560, acc.: 96.09%, KL div.: 0.053329] [G loss: 4.786337, KL div.: 4.786337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1847 [D loss: 0.345335, acc.: 85.94%, KL div.: 0.219897] [G loss: 4.314978, KL div.: 4.314978, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1848 [D loss: 0.198813, acc.: 93.36%, KL div.: 0.096343] [G loss: 4.527741, KL div.: 4.527741, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1849 [D loss: 0.255230, acc.: 92.58%, KL div.: 0.161721] [G loss: 3.818158, KL div.: 3.818158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1850 [D loss: 0.230223, acc.: 90.23%, KL div.: 0.119825] [G loss: 4.786886, KL div.: 4.786886, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1851 [D loss: 0.252475, acc.: 90.23%, KL div.: 0.161159] [G loss: 4.290247, KL div.: 4.290247, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1852 [D loss: 0.395001, acc.: 83.59%, KL div.: 0.223916] [G loss: 4.264312, KL div.: 4.264312, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1853 [D loss: 0.131728, acc.: 94.53%, KL div.: 0.075671] [G loss: 4.740961, KL div.: 4.740961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1854 [D loss: 0.248759, acc.: 90.23%, KL div.: 0.131805] [G loss: 4.852551, KL div.: 4.852551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1855 [D loss: 0.234142, acc.: 89.84%, KL div.: 0.180930] [G loss: 3.994220, KL div.: 3.994220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1856 [D loss: 0.221412, acc.: 91.80%, KL div.: 0.100441] [G loss: 4.332279, KL div.: 4.332279, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1857 [D loss: 0.347432, acc.: 85.55%, KL div.: 0.171749] [G loss: 4.787747, KL div.: 4.787747, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1858 [D loss: 0.271746, acc.: 89.06%, KL div.: 0.194553] [G loss: 4.421879, KL div.: 4.421879, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1859 [D loss: 0.285102, acc.: 87.89%, KL div.: 0.174527] [G loss: 3.835977, KL div.: 3.835977, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1860 [D loss: 0.235429, acc.: 92.19%, KL div.: 0.116778] [G loss: 4.083004, KL div.: 4.083004, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1861 [D loss: 0.363507, acc.: 83.20%, KL div.: 0.200319] [G loss: 4.792179, KL div.: 4.792179, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1862 [D loss: 0.373164, acc.: 86.72%, KL div.: 0.226851] [G loss: 4.237779, KL div.: 4.237779, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1863 [D loss: 0.263105, acc.: 90.23%, KL div.: 0.127228] [G loss: 4.705817, KL div.: 4.705817, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1864 [D loss: 0.198349, acc.: 90.62%, KL div.: 0.142941] [G loss: 4.145203, KL div.: 4.145203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1865 [D loss: 0.162951, acc.: 95.31%, KL div.: 0.108932] [G loss: 3.689314, KL div.: 3.689314, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1866 [D loss: 0.255764, acc.: 88.67%, KL div.: 0.123866] [G loss: 4.092349, KL div.: 4.092349, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1867 [D loss: 0.246435, acc.: 90.62%, KL div.: 0.148175] [G loss: 4.438387, KL div.: 4.438387, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1868 [D loss: 0.190717, acc.: 91.41%, KL div.: 0.111705] [G loss: 4.466767, KL div.: 4.461211, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1869 [D loss: 0.220685, acc.: 92.58%, KL div.: 0.113458] [G loss: 4.060431, KL div.: 4.060431, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1870 [D loss: 0.187567, acc.: 93.75%, KL div.: 0.134006] [G loss: 4.068341, KL div.: 4.068341, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1871 [D loss: 0.116187, acc.: 96.48%, KL div.: 0.045596] [G loss: 5.038995, KL div.: 5.035876, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1872 [D loss: 0.271651, acc.: 87.89%, KL div.: 0.147358] [G loss: 4.025391, KL div.: 4.025391, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1873 [D loss: 0.234418, acc.: 91.80%, KL div.: 0.130459] [G loss: 4.427525, KL div.: 4.427525, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1874 [D loss: 0.205407, acc.: 93.36%, KL div.: 0.129692] [G loss: 4.281115, KL div.: 4.281115, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1875 [D loss: 0.198667, acc.: 92.58%, KL div.: 0.123514] [G loss: 4.277362, KL div.: 4.277362, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1876 [D loss: 0.202050, acc.: 92.58%, KL div.: 0.118889] [G loss: 4.193132, KL div.: 4.193132, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1877 [D loss: 0.226181, acc.: 90.62%, KL div.: 0.109251] [G loss: 4.051495, KL div.: 4.051495, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1878 [D loss: 0.170295, acc.: 93.36%, KL div.: 0.090269] [G loss: 4.446409, KL div.: 4.446409, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1879 [D loss: 0.256947, acc.: 88.67%, KL div.: 0.150265] [G loss: 3.996586, KL div.: 3.996586, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1880 [D loss: 0.133748, acc.: 94.92%, KL div.: 0.071689] [G loss: 4.466019, KL div.: 4.466019, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1881 [D loss: 0.296279, acc.: 86.72%, KL div.: 0.158300] [G loss: 3.988064, KL div.: 3.988064, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1882 [D loss: 0.138380, acc.: 94.53%, KL div.: 0.060886] [G loss: 4.547125, KL div.: 4.547125, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1883 [D loss: 0.327488, acc.: 86.72%, KL div.: 0.216790] [G loss: 3.944945, KL div.: 3.944072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1884 [D loss: 0.229226, acc.: 91.02%, KL div.: 0.121536] [G loss: 4.118982, KL div.: 4.118982, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1885 [D loss: 0.164140, acc.: 93.36%, KL div.: 0.099523] [G loss: 4.615884, KL div.: 4.615884, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1886 [D loss: 0.186198, acc.: 93.36%, KL div.: 0.112076] [G loss: 4.347533, KL div.: 4.347533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1887 [D loss: 0.182034, acc.: 91.80%, KL div.: 0.070873] [G loss: 4.459446, KL div.: 4.459446, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1888 [D loss: 0.166940, acc.: 92.97%, KL div.: 0.112669] [G loss: 4.380060, KL div.: 4.380060, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1889 [D loss: 0.254977, acc.: 87.50%, KL div.: 0.136103] [G loss: 3.966493, KL div.: 3.966494, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1890 [D loss: 0.161789, acc.: 93.75%, KL div.: 0.090912] [G loss: 4.753598, KL div.: 4.753598, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1891 [D loss: 0.400658, acc.: 84.38%, KL div.: 0.223642] [G loss: 4.388433, KL div.: 4.388433, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1892 [D loss: 0.153702, acc.: 94.14%, KL div.: 0.109210] [G loss: 4.149175, KL div.: 4.149175, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1893 [D loss: 0.210638, acc.: 90.62%, KL div.: 0.120445] [G loss: 4.329797, KL div.: 4.329797, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1894 [D loss: 0.257641, acc.: 89.06%, KL div.: 0.122391] [G loss: 4.558124, KL div.: 4.558124, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1895 [D loss: 0.238006, acc.: 89.06%, KL div.: 0.142605] [G loss: 4.471644, KL div.: 4.471644, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1896 [D loss: 0.271012, acc.: 89.06%, KL div.: 0.162002] [G loss: 4.143143, KL div.: 4.143143, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1897 [D loss: 0.214461, acc.: 91.80%, KL div.: 0.136251] [G loss: 4.293235, KL div.: 4.293235, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1898 [D loss: 0.185365, acc.: 92.97%, KL div.: 0.131750] [G loss: 4.290033, KL div.: 4.290033, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1899 [D loss: 0.245273, acc.: 91.41%, KL div.: 0.114252] [G loss: 4.292548, KL div.: 4.292548, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 78ms/step
4/4 [==============================] - 1s 111ms/step
1900 [D loss: 0.176013, acc.: 93.36%, KL div.: 0.126148] [G loss: 4.678568, KL div.: 4.678568, FID: 105.917686]
1/1 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 74ms/step
1901 [D loss: 0.250448, acc.: 89.06%, KL div.: 0.136585] [G loss: 4.379467, KL div.: 4.379467, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
1902 [D loss: 0.210793, acc.: 92.58%, KL div.: 0.130940] [G loss: 4.357522, KL div.: 4.357522, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1903 [D loss: 0.171191, acc.: 92.19%, KL div.: 0.086652] [G loss: 4.459829, KL div.: 4.459829, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1904 [D loss: 0.270633, acc.: 89.84%, KL div.: 0.164817] [G loss: 4.453586, KL div.: 4.453586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1905 [D loss: 0.294146, acc.: 89.06%, KL div.: 0.165515] [G loss: 4.524853, KL div.: 4.524853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1906 [D loss: 0.163421, acc.: 94.53%, KL div.: 0.109950] [G loss: 4.653722, KL div.: 4.653722, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1907 [D loss: 0.188936, acc.: 92.97%, KL div.: 0.107303] [G loss: 4.609838, KL div.: 4.605506, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1908 [D loss: 0.192866, acc.: 90.62%, KL div.: 0.095672] [G loss: 4.566726, KL div.: 4.566726, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1909 [D loss: 0.313781, acc.: 88.67%, KL div.: 0.223772] [G loss: 4.015472, KL div.: 4.015472, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1910 [D loss: 0.226176, acc.: 91.41%, KL div.: 0.104484] [G loss: 4.446910, KL div.: 4.446910, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1911 [D loss: 0.254229, acc.: 89.84%, KL div.: 0.164615] [G loss: 4.390844, KL div.: 4.390844, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1912 [D loss: 0.141316, acc.: 95.31%, KL div.: 0.092596] [G loss: 4.581901, KL div.: 4.581901, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1913 [D loss: 0.301968, acc.: 86.33%, KL div.: 0.165698] [G loss: 4.192116, KL div.: 4.192116, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1914 [D loss: 0.226269, acc.: 91.02%, KL div.: 0.124152] [G loss: 4.771410, KL div.: 4.771410, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1915 [D loss: 0.212177, acc.: 91.80%, KL div.: 0.160272] [G loss: 4.204902, KL div.: 4.204902, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1916 [D loss: 0.139039, acc.: 94.53%, KL div.: 0.072948] [G loss: 4.538410, KL div.: 4.538410, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1917 [D loss: 0.208712, acc.: 92.19%, KL div.: 0.113597] [G loss: 4.120713, KL div.: 4.120713, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1918 [D loss: 0.189177, acc.: 92.97%, KL div.: 0.115478] [G loss: 4.624102, KL div.: 4.624102, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1919 [D loss: 0.238924, acc.: 92.58%, KL div.: 0.173512] [G loss: 4.273584, KL div.: 4.273584, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1920 [D loss: 0.208023, acc.: 92.58%, KL div.: 0.094267] [G loss: 4.513813, KL div.: 4.513813, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1921 [D loss: 0.150383, acc.: 94.14%, KL div.: 0.109325] [G loss: 4.551403, KL div.: 4.540848, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1922 [D loss: 0.207866, acc.: 93.36%, KL div.: 0.133880] [G loss: 4.306231, KL div.: 4.306231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1923 [D loss: 0.168436, acc.: 92.97%, KL div.: 0.075024] [G loss: 4.556803, KL div.: 4.556803, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1924 [D loss: 0.189692, acc.: 93.75%, KL div.: 0.120072] [G loss: 4.786449, KL div.: 4.786449, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1925 [D loss: 0.145098, acc.: 93.36%, KL div.: 0.097108] [G loss: 4.548066, KL div.: 4.548066, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1926 [D loss: 0.319009, acc.: 85.16%, KL div.: 0.150078] [G loss: 4.386704, KL div.: 4.386704, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1927 [D loss: 0.200583, acc.: 93.36%, KL div.: 0.151585] [G loss: 4.550699, KL div.: 4.550699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1928 [D loss: 0.241668, acc.: 90.23%, KL div.: 0.124660] [G loss: 4.106295, KL div.: 4.106295, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1929 [D loss: 0.193750, acc.: 93.36%, KL div.: 0.115929] [G loss: 4.579750, KL div.: 4.579750, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1930 [D loss: 0.238859, acc.: 91.41%, KL div.: 0.153189] [G loss: 4.165175, KL div.: 4.165175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1931 [D loss: 0.130127, acc.: 96.48%, KL div.: 0.081454] [G loss: 4.736406, KL div.: 4.736406, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1932 [D loss: 0.127905, acc.: 96.09%, KL div.: 0.070275] [G loss: 4.221572, KL div.: 4.221572, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1933 [D loss: 0.148938, acc.: 95.31%, KL div.: 0.090978] [G loss: 4.326028, KL div.: 4.326028, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1934 [D loss: 0.163508, acc.: 94.92%, KL div.: 0.106509] [G loss: 4.832225, KL div.: 4.832225, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1935 [D loss: 0.168989, acc.: 95.70%, KL div.: 0.075704] [G loss: 4.638685, KL div.: 4.638685, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1936 [D loss: 0.251941, acc.: 91.41%, KL div.: 0.200948] [G loss: 4.310815, KL div.: 4.310815, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1937 [D loss: 0.138715, acc.: 94.92%, KL div.: 0.061118] [G loss: 4.480137, KL div.: 4.480137, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1938 [D loss: 0.220221, acc.: 89.84%, KL div.: 0.120114] [G loss: 4.318468, KL div.: 4.318468, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1939 [D loss: 0.286401, acc.: 88.67%, KL div.: 0.158610] [G loss: 4.188338, KL div.: 4.187998, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1940 [D loss: 0.072032, acc.: 97.66%, KL div.: 0.044565] [G loss: 5.134951, KL div.: 5.134951, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1941 [D loss: 0.252608, acc.: 90.62%, KL div.: 0.150771] [G loss: 4.451951, KL div.: 4.451951, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1942 [D loss: 0.215470, acc.: 91.41%, KL div.: 0.131325] [G loss: 4.476917, KL div.: 4.476917, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1943 [D loss: 0.224458, acc.: 90.23%, KL div.: 0.099647] [G loss: 4.744118, KL div.: 4.744118, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1944 [D loss: 0.190660, acc.: 92.58%, KL div.: 0.132637] [G loss: 4.596628, KL div.: 4.596628, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1945 [D loss: 0.180204, acc.: 92.97%, KL div.: 0.109662] [G loss: 4.334093, KL div.: 4.334093, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1946 [D loss: 0.196235, acc.: 92.97%, KL div.: 0.099059] [G loss: 4.592447, KL div.: 4.592447, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1947 [D loss: 0.269528, acc.: 89.45%, KL div.: 0.123818] [G loss: 4.526915, KL div.: 4.526915, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1948 [D loss: 0.179003, acc.: 94.14%, KL div.: 0.132353] [G loss: 4.607556, KL div.: 4.607556, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1949 [D loss: 0.315324, acc.: 86.33%, KL div.: 0.175315] [G loss: 3.986287, KL div.: 3.986287, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1950 [D loss: 0.216129, acc.: 91.02%, KL div.: 0.106467] [G loss: 4.107062, KL div.: 4.107062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1951 [D loss: 0.159878, acc.: 94.92%, KL div.: 0.103712] [G loss: 4.891195, KL div.: 4.884785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1952 [D loss: 0.243945, acc.: 89.84%, KL div.: 0.135950] [G loss: 4.348002, KL div.: 4.339002, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1953 [D loss: 0.168345, acc.: 90.62%, KL div.: 0.080304] [G loss: 4.944344, KL div.: 4.944344, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1954 [D loss: 0.228636, acc.: 91.80%, KL div.: 0.167022] [G loss: 4.564773, KL div.: 4.564773, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1955 [D loss: 0.242829, acc.: 91.41%, KL div.: 0.136889] [G loss: 3.884511, KL div.: 3.884511, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1956 [D loss: 0.163261, acc.: 93.36%, KL div.: 0.064748] [G loss: 4.865981, KL div.: 4.858204, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1957 [D loss: 0.248871, acc.: 90.23%, KL div.: 0.178561] [G loss: 3.980834, KL div.: 3.980834, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
1958 [D loss: 0.384663, acc.: 85.55%, KL div.: 0.199246] [G loss: 4.426783, KL div.: 4.426783, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1959 [D loss: 0.206789, acc.: 93.36%, KL div.: 0.151261] [G loss: 4.189697, KL div.: 4.189697, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1960 [D loss: 0.182242, acc.: 91.80%, KL div.: 0.095902] [G loss: 4.230798, KL div.: 4.230798, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1961 [D loss: 0.161611, acc.: 92.97%, KL div.: 0.087269] [G loss: 4.330576, KL div.: 4.330576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1962 [D loss: 0.177584, acc.: 93.75%, KL div.: 0.084242] [G loss: 3.793880, KL div.: 3.793880, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1963 [D loss: 0.217338, acc.: 90.23%, KL div.: 0.133515] [G loss: 4.453272, KL div.: 4.453272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1964 [D loss: 0.176224, acc.: 94.53%, KL div.: 0.096613] [G loss: 4.397608, KL div.: 4.397608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1965 [D loss: 0.343313, acc.: 86.72%, KL div.: 0.205267] [G loss: 4.132727, KL div.: 4.130520, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1966 [D loss: 0.151799, acc.: 94.92%, KL div.: 0.096780] [G loss: 4.896367, KL div.: 4.896367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1967 [D loss: 0.270143, acc.: 90.62%, KL div.: 0.172088] [G loss: 4.083457, KL div.: 4.083457, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1968 [D loss: 0.226722, acc.: 91.02%, KL div.: 0.105483] [G loss: 3.825802, KL div.: 3.825802, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1969 [D loss: 0.194259, acc.: 92.58%, KL div.: 0.143535] [G loss: 4.361992, KL div.: 4.361992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1970 [D loss: 0.146482, acc.: 95.31%, KL div.: 0.071883] [G loss: 4.131813, KL div.: 4.131813, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1971 [D loss: 0.164519, acc.: 93.75%, KL div.: 0.076498] [G loss: 4.224394, KL div.: 4.224394, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1972 [D loss: 0.234459, acc.: 90.23%, KL div.: 0.147608] [G loss: 4.240239, KL div.: 4.240239, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1973 [D loss: 0.141501, acc.: 94.92%, KL div.: 0.087881] [G loss: 4.298515, KL div.: 4.298515, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
1974 [D loss: 0.191571, acc.: 92.58%, KL div.: 0.082476] [G loss: 3.970327, KL div.: 3.970327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1975 [D loss: 0.241448, acc.: 91.02%, KL div.: 0.176786] [G loss: 4.458175, KL div.: 4.458175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1976 [D loss: 0.325711, acc.: 85.16%, KL div.: 0.164283] [G loss: 4.230565, KL div.: 4.230565, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1977 [D loss: 0.221304, acc.: 91.80%, KL div.: 0.127971] [G loss: 4.009888, KL div.: 4.009888, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1978 [D loss: 0.254130, acc.: 91.41%, KL div.: 0.160736] [G loss: 3.856856, KL div.: 3.856856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1979 [D loss: 0.134529, acc.: 95.31%, KL div.: 0.078322] [G loss: 4.291587, KL div.: 4.291587, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1980 [D loss: 0.288450, acc.: 88.28%, KL div.: 0.130911] [G loss: 4.508191, KL div.: 4.508191, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1981 [D loss: 0.161938, acc.: 93.75%, KL div.: 0.130102] [G loss: 4.095800, KL div.: 4.095800, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1982 [D loss: 0.190237, acc.: 93.75%, KL div.: 0.096014] [G loss: 3.991757, KL div.: 3.991757, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1983 [D loss: 0.294760, acc.: 88.67%, KL div.: 0.163932] [G loss: 4.711277, KL div.: 4.711277, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1984 [D loss: 0.201416, acc.: 91.41%, KL div.: 0.148317] [G loss: 4.297411, KL div.: 4.297411, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1985 [D loss: 0.262253, acc.: 89.45%, KL div.: 0.142779] [G loss: 3.947392, KL div.: 3.947392, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1986 [D loss: 0.202593, acc.: 92.97%, KL div.: 0.099171] [G loss: 4.158249, KL div.: 4.158249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1987 [D loss: 0.122768, acc.: 95.31%, KL div.: 0.076489] [G loss: 4.723801, KL div.: 4.723801, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1988 [D loss: 0.245523, acc.: 89.84%, KL div.: 0.145344] [G loss: 4.411235, KL div.: 4.411235, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1989 [D loss: 0.286162, acc.: 89.84%, KL div.: 0.170301] [G loss: 4.073649, KL div.: 4.073649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1990 [D loss: 0.322653, acc.: 87.11%, KL div.: 0.194440] [G loss: 3.934454, KL div.: 3.934454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1991 [D loss: 0.216572, acc.: 91.02%, KL div.: 0.130825] [G loss: 3.988615, KL div.: 3.988615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1992 [D loss: 0.194284, acc.: 91.80%, KL div.: 0.068274] [G loss: 4.711557, KL div.: 4.711557, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1993 [D loss: 0.309038, acc.: 88.67%, KL div.: 0.222532] [G loss: 3.902038, KL div.: 3.902038, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1994 [D loss: 0.151655, acc.: 94.92%, KL div.: 0.066257] [G loss: 4.120739, KL div.: 4.118865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1995 [D loss: 0.288570, acc.: 88.28%, KL div.: 0.181847] [G loss: 3.628597, KL div.: 3.628597, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
1996 [D loss: 0.204945, acc.: 91.80%, KL div.: 0.078339] [G loss: 4.560736, KL div.: 4.560736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1997 [D loss: 0.285850, acc.: 87.11%, KL div.: 0.194874] [G loss: 4.193997, KL div.: 4.193997, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
1998 [D loss: 0.290940, acc.: 87.50%, KL div.: 0.178031] [G loss: 3.956927, KL div.: 3.956927, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
1999 [D loss: 0.253618, acc.: 88.67%, KL div.: 0.120200] [G loss: 4.568962, KL div.: 4.568962, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 1s 67ms/step
2000 [D loss: 0.217103, acc.: 92.97%, KL div.: 0.140950] [G loss: 4.627595, KL div.: 4.627595, FID: 104.698593]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 76ms/step
2001 [D loss: 0.199696, acc.: 93.36%, KL div.: 0.130504] [G loss: 4.236291, KL div.: 4.236291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2002 [D loss: 0.250812, acc.: 89.84%, KL div.: 0.133188] [G loss: 4.399215, KL div.: 4.399215, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2003 [D loss: 0.166535, acc.: 93.75%, KL div.: 0.081925] [G loss: 4.701275, KL div.: 4.701275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2004 [D loss: 0.226199, acc.: 87.11%, KL div.: 0.141188] [G loss: 3.712048, KL div.: 3.712048, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2005 [D loss: 0.206278, acc.: 90.23%, KL div.: 0.088638] [G loss: 4.583134, KL div.: 4.581151, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2006 [D loss: 0.171505, acc.: 94.14%, KL div.: 0.122601] [G loss: 4.594960, KL div.: 4.594961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2007 [D loss: 0.302743, acc.: 86.33%, KL div.: 0.183982] [G loss: 3.669035, KL div.: 3.669035, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2008 [D loss: 0.186495, acc.: 93.36%, KL div.: 0.082038] [G loss: 4.237587, KL div.: 4.237587, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2009 [D loss: 0.163765, acc.: 92.58%, KL div.: 0.104421] [G loss: 4.264781, KL div.: 4.264781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2010 [D loss: 0.242931, acc.: 89.84%, KL div.: 0.125135] [G loss: 4.268169, KL div.: 4.268169, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2011 [D loss: 0.160312, acc.: 94.92%, KL div.: 0.118208] [G loss: 4.148354, KL div.: 4.147395, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2012 [D loss: 0.137077, acc.: 94.53%, KL div.: 0.077606] [G loss: 4.220697, KL div.: 4.220697, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2013 [D loss: 0.263402, acc.: 89.06%, KL div.: 0.112775] [G loss: 4.166306, KL div.: 4.166306, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2014 [D loss: 0.136170, acc.: 95.31%, KL div.: 0.094894] [G loss: 4.766731, KL div.: 4.766731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2015 [D loss: 0.272233, acc.: 88.67%, KL div.: 0.160839] [G loss: 3.795301, KL div.: 3.795301, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2016 [D loss: 0.177870, acc.: 93.36%, KL div.: 0.104633] [G loss: 4.349251, KL div.: 4.349251, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2017 [D loss: 0.189914, acc.: 90.62%, KL div.: 0.107938] [G loss: 4.099368, KL div.: 4.094950, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2018 [D loss: 0.204804, acc.: 92.19%, KL div.: 0.098228] [G loss: 4.467883, KL div.: 4.467883, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2019 [D loss: 0.208564, acc.: 91.80%, KL div.: 0.138447] [G loss: 4.300041, KL div.: 4.300041, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2020 [D loss: 0.279214, acc.: 87.11%, KL div.: 0.150730] [G loss: 4.484910, KL div.: 4.484910, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2021 [D loss: 0.188370, acc.: 92.19%, KL div.: 0.105415] [G loss: 4.520470, KL div.: 4.520470, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2022 [D loss: 0.209646, acc.: 89.84%, KL div.: 0.136843] [G loss: 4.488112, KL div.: 4.488112, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2023 [D loss: 0.184747, acc.: 93.75%, KL div.: 0.114231] [G loss: 4.024222, KL div.: 4.024222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2024 [D loss: 0.170796, acc.: 94.14%, KL div.: 0.066739] [G loss: 4.448229, KL div.: 4.448229, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2025 [D loss: 0.183969, acc.: 93.75%, KL div.: 0.129278] [G loss: 4.047981, KL div.: 4.047981, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2026 [D loss: 0.216701, acc.: 91.41%, KL div.: 0.116861] [G loss: 3.887094, KL div.: 3.887094, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2027 [D loss: 0.223368, acc.: 91.02%, KL div.: 0.091070] [G loss: 4.152476, KL div.: 4.152476, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2028 [D loss: 0.204423, acc.: 91.80%, KL div.: 0.143269] [G loss: 4.165262, KL div.: 4.165262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2029 [D loss: 0.281228, acc.: 88.67%, KL div.: 0.149239] [G loss: 4.193604, KL div.: 4.193604, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2030 [D loss: 0.248553, acc.: 90.23%, KL div.: 0.147987] [G loss: 4.234451, KL div.: 4.234451, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2031 [D loss: 0.171618, acc.: 94.92%, KL div.: 0.116443] [G loss: 4.191609, KL div.: 4.191609, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2032 [D loss: 0.172190, acc.: 91.80%, KL div.: 0.069297] [G loss: 4.426422, KL div.: 4.426423, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2033 [D loss: 0.173137, acc.: 93.75%, KL div.: 0.118391] [G loss: 4.320902, KL div.: 4.320902, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2034 [D loss: 0.212712, acc.: 92.97%, KL div.: 0.105218] [G loss: 3.721824, KL div.: 3.721824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2035 [D loss: 0.187848, acc.: 93.75%, KL div.: 0.117649] [G loss: 4.199533, KL div.: 4.199533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2036 [D loss: 0.139010, acc.: 95.31%, KL div.: 0.080943] [G loss: 4.252578, KL div.: 4.252578, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2037 [D loss: 0.131081, acc.: 95.31%, KL div.: 0.074829] [G loss: 4.334395, KL div.: 4.334395, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2038 [D loss: 0.200240, acc.: 92.58%, KL div.: 0.115470] [G loss: 4.469958, KL div.: 4.469958, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2039 [D loss: 0.204612, acc.: 91.02%, KL div.: 0.138860] [G loss: 3.950791, KL div.: 3.950791, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2040 [D loss: 0.312207, acc.: 83.98%, KL div.: 0.113302] [G loss: 4.253472, KL div.: 4.253472, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2041 [D loss: 0.162600, acc.: 92.58%, KL div.: 0.120373] [G loss: 4.486589, KL div.: 4.486589, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2042 [D loss: 0.233992, acc.: 88.67%, KL div.: 0.125461] [G loss: 4.102219, KL div.: 4.102219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2043 [D loss: 0.195113, acc.: 91.41%, KL div.: 0.096701] [G loss: 3.943617, KL div.: 3.943617, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2044 [D loss: 0.406672, acc.: 82.03%, KL div.: 0.233068] [G loss: 4.311802, KL div.: 4.311802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2045 [D loss: 0.253235, acc.: 90.62%, KL div.: 0.161083] [G loss: 4.068111, KL div.: 4.068111, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2046 [D loss: 0.208619, acc.: 91.02%, KL div.: 0.094124] [G loss: 3.867218, KL div.: 3.867218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2047 [D loss: 0.197731, acc.: 92.58%, KL div.: 0.126024] [G loss: 4.299682, KL div.: 4.299682, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2048 [D loss: 0.204579, acc.: 91.02%, KL div.: 0.106733] [G loss: 4.458654, KL div.: 4.458654, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2049 [D loss: 0.326223, acc.: 85.16%, KL div.: 0.170061] [G loss: 4.244769, KL div.: 4.244770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2050 [D loss: 0.233173, acc.: 89.84%, KL div.: 0.136724] [G loss: 4.851301, KL div.: 4.849921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2051 [D loss: 0.230039, acc.: 89.84%, KL div.: 0.132474] [G loss: 4.342310, KL div.: 4.342310, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2052 [D loss: 0.234801, acc.: 91.02%, KL div.: 0.134106] [G loss: 4.044239, KL div.: 4.040083, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2053 [D loss: 0.274998, acc.: 89.06%, KL div.: 0.154969] [G loss: 3.760370, KL div.: 3.760370, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2054 [D loss: 0.279436, acc.: 87.50%, KL div.: 0.192770] [G loss: 4.179429, KL div.: 4.179429, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2055 [D loss: 0.349638, acc.: 82.81%, KL div.: 0.180201] [G loss: 3.480953, KL div.: 3.480953, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2056 [D loss: 0.284518, acc.: 86.33%, KL div.: 0.156616] [G loss: 4.613900, KL div.: 4.613900, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2057 [D loss: 0.245253, acc.: 90.62%, KL div.: 0.150147] [G loss: 4.123347, KL div.: 4.123347, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2058 [D loss: 0.371883, acc.: 80.47%, KL div.: 0.163361] [G loss: 4.030699, KL div.: 4.030699, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2059 [D loss: 0.282781, acc.: 88.28%, KL div.: 0.198705] [G loss: 4.080182, KL div.: 4.080182, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2060 [D loss: 0.268643, acc.: 88.67%, KL div.: 0.155290] [G loss: 3.916646, KL div.: 3.916646, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2061 [D loss: 0.257095, acc.: 89.45%, KL div.: 0.139704] [G loss: 4.003467, KL div.: 4.003467, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2062 [D loss: 0.300499, acc.: 87.89%, KL div.: 0.173776] [G loss: 4.157952, KL div.: 4.157952, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2063 [D loss: 0.221354, acc.: 91.02%, KL div.: 0.114000] [G loss: 4.285159, KL div.: 4.285159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2064 [D loss: 0.233212, acc.: 90.62%, KL div.: 0.144906] [G loss: 4.346438, KL div.: 4.346438, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2065 [D loss: 0.321095, acc.: 86.72%, KL div.: 0.202945] [G loss: 3.897931, KL div.: 3.897931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2066 [D loss: 0.230584, acc.: 88.67%, KL div.: 0.122860] [G loss: 3.885391, KL div.: 3.885391, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2067 [D loss: 0.275480, acc.: 87.50%, KL div.: 0.118289] [G loss: 3.994589, KL div.: 3.994589, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2068 [D loss: 0.233603, acc.: 90.23%, KL div.: 0.149986] [G loss: 3.951106, KL div.: 3.951106, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2069 [D loss: 0.225982, acc.: 90.62%, KL div.: 0.128805] [G loss: 3.658617, KL div.: 3.658617, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2070 [D loss: 0.283379, acc.: 87.11%, KL div.: 0.132513] [G loss: 4.457828, KL div.: 4.448546, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2071 [D loss: 0.276163, acc.: 89.45%, KL div.: 0.219524] [G loss: 3.901652, KL div.: 3.901652, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2072 [D loss: 0.207777, acc.: 91.02%, KL div.: 0.093524] [G loss: 4.099107, KL div.: 4.099107, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2073 [D loss: 0.286808, acc.: 87.50%, KL div.: 0.159464] [G loss: 3.812053, KL div.: 3.812053, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2074 [D loss: 0.205254, acc.: 92.19%, KL div.: 0.124722] [G loss: 4.495107, KL div.: 4.495107, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2075 [D loss: 0.288830, acc.: 89.06%, KL div.: 0.152706] [G loss: 4.688986, KL div.: 4.688986, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2076 [D loss: 0.278519, acc.: 87.89%, KL div.: 0.128211] [G loss: 4.511311, KL div.: 4.511311, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2077 [D loss: 0.276735, acc.: 87.89%, KL div.: 0.214578] [G loss: 4.204927, KL div.: 4.204927, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2078 [D loss: 0.232459, acc.: 92.19%, KL div.: 0.115938] [G loss: 3.917680, KL div.: 3.917680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2079 [D loss: 0.246693, acc.: 87.50%, KL div.: 0.119502] [G loss: 4.089156, KL div.: 4.089156, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2080 [D loss: 0.253882, acc.: 90.62%, KL div.: 0.157663] [G loss: 4.174191, KL div.: 4.174191, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2081 [D loss: 0.245520, acc.: 90.62%, KL div.: 0.130187] [G loss: 4.049355, KL div.: 4.049356, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2082 [D loss: 0.306613, acc.: 87.50%, KL div.: 0.152835] [G loss: 4.199499, KL div.: 4.199499, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2083 [D loss: 0.128487, acc.: 95.31%, KL div.: 0.087620] [G loss: 4.849959, KL div.: 4.849959, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2084 [D loss: 0.268760, acc.: 91.02%, KL div.: 0.196354] [G loss: 3.446554, KL div.: 3.446554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2085 [D loss: 0.255211, acc.: 89.06%, KL div.: 0.091311] [G loss: 4.251740, KL div.: 4.251740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2086 [D loss: 0.338348, acc.: 84.77%, KL div.: 0.237619] [G loss: 4.038874, KL div.: 4.038874, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2087 [D loss: 0.224347, acc.: 90.62%, KL div.: 0.111100] [G loss: 4.487826, KL div.: 4.487826, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2088 [D loss: 0.268971, acc.: 87.50%, KL div.: 0.145211] [G loss: 4.052814, KL div.: 4.052814, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2089 [D loss: 0.293301, acc.: 87.89%, KL div.: 0.204372] [G loss: 3.720462, KL div.: 3.720462, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2090 [D loss: 0.249842, acc.: 91.02%, KL div.: 0.124217] [G loss: 4.302089, KL div.: 4.302089, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2091 [D loss: 0.177585, acc.: 92.58%, KL div.: 0.102969] [G loss: 4.290404, KL div.: 4.290404, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2092 [D loss: 0.270703, acc.: 88.28%, KL div.: 0.188795] [G loss: 4.024296, KL div.: 4.024296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2093 [D loss: 0.188339, acc.: 93.36%, KL div.: 0.094903] [G loss: 4.288987, KL div.: 4.288987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2094 [D loss: 0.282324, acc.: 87.11%, KL div.: 0.157818] [G loss: 3.689115, KL div.: 3.689115, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2095 [D loss: 0.217484, acc.: 88.67%, KL div.: 0.109998] [G loss: 4.325491, KL div.: 4.325491, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2096 [D loss: 0.190919, acc.: 93.36%, KL div.: 0.107994] [G loss: 4.229632, KL div.: 4.229632, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2097 [D loss: 0.353465, acc.: 83.59%, KL div.: 0.183932] [G loss: 3.687070, KL div.: 3.687070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2098 [D loss: 0.288593, acc.: 85.94%, KL div.: 0.143821] [G loss: 4.275661, KL div.: 4.275661, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2099 [D loss: 0.250174, acc.: 89.84%, KL div.: 0.164219] [G loss: 4.363101, KL div.: 4.363101, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 56ms/step
4/4 [==============================] - 1s 76ms/step
2100 [D loss: 0.333361, acc.: 85.55%, KL div.: 0.183478] [G loss: 3.870766, KL div.: 3.870766, FID: 97.884974]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 55ms/step
2101 [D loss: 0.271504, acc.: 88.28%, KL div.: 0.162599] [G loss: 4.227936, KL div.: 4.227936, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2102 [D loss: 0.234202, acc.: 90.23%, KL div.: 0.142408] [G loss: 4.079682, KL div.: 4.079682, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2103 [D loss: 0.246111, acc.: 89.45%, KL div.: 0.134625] [G loss: 3.815827, KL div.: 3.815827, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2104 [D loss: 0.315553, acc.: 84.77%, KL div.: 0.176828] [G loss: 3.967177, KL div.: 3.967177, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2105 [D loss: 0.224805, acc.: 90.62%, KL div.: 0.118953] [G loss: 4.170962, KL div.: 4.170962, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2106 [D loss: 0.220721, acc.: 91.41%, KL div.: 0.127491] [G loss: 4.148344, KL div.: 4.148344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2107 [D loss: 0.185121, acc.: 92.19%, KL div.: 0.100793] [G loss: 3.999203, KL div.: 3.999203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2108 [D loss: 0.324964, acc.: 88.67%, KL div.: 0.193861] [G loss: 3.904335, KL div.: 3.904335, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2109 [D loss: 0.243185, acc.: 91.80%, KL div.: 0.117143] [G loss: 4.291497, KL div.: 4.291497, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2110 [D loss: 0.233608, acc.: 90.23%, KL div.: 0.145360] [G loss: 4.220411, KL div.: 4.220411, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2111 [D loss: 0.181923, acc.: 91.02%, KL div.: 0.105345] [G loss: 4.184197, KL div.: 4.184197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2112 [D loss: 0.255834, acc.: 88.67%, KL div.: 0.115873] [G loss: 4.261802, KL div.: 4.261802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2113 [D loss: 0.284063, acc.: 90.23%, KL div.: 0.178946] [G loss: 3.967542, KL div.: 3.967542, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2114 [D loss: 0.186347, acc.: 92.19%, KL div.: 0.098359] [G loss: 4.301171, KL div.: 4.301171, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2115 [D loss: 0.320900, acc.: 88.28%, KL div.: 0.185748] [G loss: 4.131241, KL div.: 4.131241, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2116 [D loss: 0.212073, acc.: 91.80%, KL div.: 0.139045] [G loss: 4.188190, KL div.: 4.188190, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2117 [D loss: 0.290826, acc.: 88.28%, KL div.: 0.140057] [G loss: 4.749732, KL div.: 4.749732, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2118 [D loss: 0.293044, acc.: 88.28%, KL div.: 0.166005] [G loss: 3.878670, KL div.: 3.878671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2119 [D loss: 0.282850, acc.: 87.89%, KL div.: 0.159003] [G loss: 4.401912, KL div.: 4.401912, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2120 [D loss: 0.359863, acc.: 87.11%, KL div.: 0.232512] [G loss: 3.713458, KL div.: 3.713458, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2121 [D loss: 0.181770, acc.: 93.36%, KL div.: 0.092457] [G loss: 3.858923, KL div.: 3.858923, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2122 [D loss: 0.335357, acc.: 86.33%, KL div.: 0.215372] [G loss: 3.442137, KL div.: 3.442137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2123 [D loss: 0.268681, acc.: 89.06%, KL div.: 0.121810] [G loss: 4.332117, KL div.: 4.332117, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2124 [D loss: 0.164785, acc.: 93.36%, KL div.: 0.111958] [G loss: 4.293471, KL div.: 4.293471, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2125 [D loss: 0.423707, acc.: 79.30%, KL div.: 0.239644] [G loss: 3.731852, KL div.: 3.731852, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2126 [D loss: 0.190270, acc.: 92.58%, KL div.: 0.112324] [G loss: 4.316145, KL div.: 4.316145, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2127 [D loss: 0.240851, acc.: 91.02%, KL div.: 0.125126] [G loss: 3.887693, KL div.: 3.887693, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2128 [D loss: 0.188745, acc.: 93.36%, KL div.: 0.096134] [G loss: 4.637994, KL div.: 4.637994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2129 [D loss: 0.327416, acc.: 87.50%, KL div.: 0.205642] [G loss: 3.677610, KL div.: 3.677610, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2130 [D loss: 0.295771, acc.: 87.11%, KL div.: 0.159708] [G loss: 4.071354, KL div.: 4.067015, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2131 [D loss: 0.258768, acc.: 87.11%, KL div.: 0.138186] [G loss: 4.182832, KL div.: 4.182832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2132 [D loss: 0.265669, acc.: 91.02%, KL div.: 0.156405] [G loss: 3.999776, KL div.: 3.999776, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2133 [D loss: 0.258041, acc.: 89.84%, KL div.: 0.144778] [G loss: 3.483775, KL div.: 3.483775, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2134 [D loss: 0.259762, acc.: 89.84%, KL div.: 0.151095] [G loss: 3.814952, KL div.: 3.814952, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2135 [D loss: 0.394471, acc.: 82.42%, KL div.: 0.168821] [G loss: 4.380774, KL div.: 4.380774, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2136 [D loss: 0.291060, acc.: 87.50%, KL div.: 0.178964] [G loss: 4.150381, KL div.: 4.150381, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2137 [D loss: 0.269603, acc.: 87.11%, KL div.: 0.179316] [G loss: 3.736975, KL div.: 3.736975, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2138 [D loss: 0.267373, acc.: 87.50%, KL div.: 0.092541] [G loss: 4.465369, KL div.: 4.465369, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2139 [D loss: 0.261219, acc.: 88.67%, KL div.: 0.177742] [G loss: 4.181406, KL div.: 4.181406, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2140 [D loss: 0.309969, acc.: 85.94%, KL div.: 0.170423] [G loss: 4.227223, KL div.: 4.227223, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2141 [D loss: 0.170389, acc.: 93.36%, KL div.: 0.107040] [G loss: 3.833679, KL div.: 3.833679, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2142 [D loss: 0.321688, acc.: 87.11%, KL div.: 0.159727] [G loss: 3.949280, KL div.: 3.949280, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2143 [D loss: 0.291468, acc.: 89.45%, KL div.: 0.210136] [G loss: 3.666064, KL div.: 3.666064, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2144 [D loss: 0.314339, acc.: 83.98%, KL div.: 0.138439] [G loss: 4.224610, KL div.: 4.224610, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2145 [D loss: 0.266020, acc.: 90.23%, KL div.: 0.158355] [G loss: 4.281361, KL div.: 4.281361, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2146 [D loss: 0.324257, acc.: 88.67%, KL div.: 0.215691] [G loss: 3.228314, KL div.: 3.228314, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2147 [D loss: 0.262346, acc.: 88.67%, KL div.: 0.102773] [G loss: 4.317456, KL div.: 4.317456, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2148 [D loss: 0.267924, acc.: 91.41%, KL div.: 0.165757] [G loss: 4.305225, KL div.: 4.305225, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2149 [D loss: 0.318796, acc.: 87.89%, KL div.: 0.197893] [G loss: 3.561342, KL div.: 3.561342, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2150 [D loss: 0.234981, acc.: 89.84%, KL div.: 0.114218] [G loss: 3.842766, KL div.: 3.842766, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2151 [D loss: 0.277486, acc.: 86.33%, KL div.: 0.160897] [G loss: 4.009876, KL div.: 4.009876, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2152 [D loss: 0.359764, acc.: 85.16%, KL div.: 0.227517] [G loss: 3.681407, KL div.: 3.681407, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2153 [D loss: 0.174360, acc.: 92.58%, KL div.: 0.076300] [G loss: 4.410193, KL div.: 4.410193, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2154 [D loss: 0.267487, acc.: 89.84%, KL div.: 0.158048] [G loss: 3.887043, KL div.: 3.887043, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2155 [D loss: 0.407269, acc.: 82.42%, KL div.: 0.254447] [G loss: 3.346087, KL div.: 3.346087, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2156 [D loss: 0.273147, acc.: 87.11%, KL div.: 0.119913] [G loss: 4.277750, KL div.: 4.277750, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2157 [D loss: 0.226582, acc.: 90.23%, KL div.: 0.143027] [G loss: 3.810739, KL div.: 3.810739, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2158 [D loss: 0.317726, acc.: 84.38%, KL div.: 0.178379] [G loss: 3.732242, KL div.: 3.732242, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2159 [D loss: 0.300647, acc.: 86.33%, KL div.: 0.137703] [G loss: 4.164022, KL div.: 4.164022, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2160 [D loss: 0.303794, acc.: 88.28%, KL div.: 0.219960] [G loss: 3.886006, KL div.: 3.886006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2161 [D loss: 0.344220, acc.: 83.98%, KL div.: 0.121148] [G loss: 4.327784, KL div.: 4.327784, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2162 [D loss: 0.341405, acc.: 84.38%, KL div.: 0.235595] [G loss: 3.911107, KL div.: 3.911107, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2163 [D loss: 0.356142, acc.: 87.89%, KL div.: 0.213274] [G loss: 3.844173, KL div.: 3.844173, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2164 [D loss: 0.162969, acc.: 95.31%, KL div.: 0.110228] [G loss: 3.923724, KL div.: 3.923724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2165 [D loss: 0.347124, acc.: 82.03%, KL div.: 0.162765] [G loss: 3.857512, KL div.: 3.857512, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2166 [D loss: 0.205708, acc.: 90.62%, KL div.: 0.124631] [G loss: 4.382577, KL div.: 4.382577, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2167 [D loss: 0.303945, acc.: 85.94%, KL div.: 0.158427] [G loss: 4.003595, KL div.: 4.003595, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2168 [D loss: 0.239214, acc.: 91.02%, KL div.: 0.154211] [G loss: 3.992594, KL div.: 3.992594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2169 [D loss: 0.225266, acc.: 91.41%, KL div.: 0.117707] [G loss: 3.840120, KL div.: 3.840120, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2170 [D loss: 0.302238, acc.: 86.72%, KL div.: 0.186030] [G loss: 3.861535, KL div.: 3.861535, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2171 [D loss: 0.283819, acc.: 87.50%, KL div.: 0.152648] [G loss: 4.028057, KL div.: 4.028057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2172 [D loss: 0.306499, acc.: 87.11%, KL div.: 0.176132] [G loss: 3.909033, KL div.: 3.909033, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2173 [D loss: 0.308727, acc.: 87.11%, KL div.: 0.203513] [G loss: 3.764448, KL div.: 3.764448, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2174 [D loss: 0.267264, acc.: 87.50%, KL div.: 0.103306] [G loss: 4.585118, KL div.: 4.585118, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2175 [D loss: 0.138113, acc.: 94.53%, KL div.: 0.087804] [G loss: 4.961819, KL div.: 4.961819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2176 [D loss: 0.297331, acc.: 88.28%, KL div.: 0.218817] [G loss: 3.543671, KL div.: 3.543671, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2177 [D loss: 0.177726, acc.: 93.75%, KL div.: 0.069311] [G loss: 4.117815, KL div.: 4.117815, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2178 [D loss: 0.303065, acc.: 86.72%, KL div.: 0.174411] [G loss: 3.731921, KL div.: 3.731921, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2179 [D loss: 0.191119, acc.: 90.62%, KL div.: 0.111666] [G loss: 4.147714, KL div.: 4.147714, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2180 [D loss: 0.168835, acc.: 93.75%, KL div.: 0.108744] [G loss: 4.176806, KL div.: 4.176806, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2181 [D loss: 0.270857, acc.: 87.11%, KL div.: 0.120013] [G loss: 4.417519, KL div.: 4.417519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2182 [D loss: 0.213306, acc.: 92.19%, KL div.: 0.154428] [G loss: 4.177131, KL div.: 4.170642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2183 [D loss: 0.207362, acc.: 92.97%, KL div.: 0.124082] [G loss: 4.130365, KL div.: 4.130365, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2184 [D loss: 0.240103, acc.: 87.89%, KL div.: 0.118573] [G loss: 4.114457, KL div.: 4.114457, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2185 [D loss: 0.171537, acc.: 91.80%, KL div.: 0.092506] [G loss: 4.338372, KL div.: 4.338372, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2186 [D loss: 0.257778, acc.: 89.84%, KL div.: 0.170327] [G loss: 3.636143, KL div.: 3.636143, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2187 [D loss: 0.185847, acc.: 92.97%, KL div.: 0.065327] [G loss: 3.778980, KL div.: 3.778980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2188 [D loss: 0.261894, acc.: 89.45%, KL div.: 0.176471] [G loss: 4.015425, KL div.: 4.015425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2189 [D loss: 0.180456, acc.: 92.19%, KL div.: 0.091881] [G loss: 4.395620, KL div.: 4.394022, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2190 [D loss: 0.161825, acc.: 94.53%, KL div.: 0.098468] [G loss: 4.013632, KL div.: 4.013632, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2191 [D loss: 0.197768, acc.: 91.02%, KL div.: 0.115669] [G loss: 3.961299, KL div.: 3.961299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2192 [D loss: 0.313862, acc.: 88.67%, KL div.: 0.175052] [G loss: 3.511600, KL div.: 3.511600, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2193 [D loss: 0.227546, acc.: 90.62%, KL div.: 0.107808] [G loss: 3.913821, KL div.: 3.913821, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2194 [D loss: 0.236471, acc.: 89.84%, KL div.: 0.152772] [G loss: 3.950063, KL div.: 3.950063, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2195 [D loss: 0.284408, acc.: 88.28%, KL div.: 0.176723] [G loss: 3.695609, KL div.: 3.695609, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2196 [D loss: 0.267538, acc.: 89.45%, KL div.: 0.117479] [G loss: 4.133807, KL div.: 4.133807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2197 [D loss: 0.197681, acc.: 92.19%, KL div.: 0.116821] [G loss: 4.066518, KL div.: 4.066518, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2198 [D loss: 0.309330, acc.: 87.50%, KL div.: 0.169716] [G loss: 3.726893, KL div.: 3.726893, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2199 [D loss: 0.286599, acc.: 89.45%, KL div.: 0.160221] [G loss: 3.986762, KL div.: 3.986762, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 59ms/step
4/4 [==============================] - 1s 100ms/step
2200 [D loss: 0.223298, acc.: 92.19%, KL div.: 0.154080] [G loss: 3.729996, KL div.: 3.729996, FID: 92.480654]
1/1 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 74ms/step
2201 [D loss: 0.370040, acc.: 82.81%, KL div.: 0.192087] [G loss: 3.862201, KL div.: 3.862201, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2202 [D loss: 0.193726, acc.: 92.58%, KL div.: 0.115615] [G loss: 4.773392, KL div.: 4.773392, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2203 [D loss: 0.354477, acc.: 84.77%, KL div.: 0.198851] [G loss: 3.775519, KL div.: 3.775519, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2204 [D loss: 0.279483, acc.: 89.06%, KL div.: 0.178180] [G loss: 3.874783, KL div.: 3.874783, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2205 [D loss: 0.234754, acc.: 90.23%, KL div.: 0.117442] [G loss: 3.827661, KL div.: 3.827661, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2206 [D loss: 0.287754, acc.: 90.23%, KL div.: 0.178415] [G loss: 4.075093, KL div.: 4.075093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2207 [D loss: 0.253277, acc.: 89.06%, KL div.: 0.147527] [G loss: 4.094268, KL div.: 4.094268, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2208 [D loss: 0.226002, acc.: 91.41%, KL div.: 0.123608] [G loss: 4.110290, KL div.: 4.110290, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2209 [D loss: 0.251880, acc.: 89.45%, KL div.: 0.144405] [G loss: 4.069498, KL div.: 4.069498, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2210 [D loss: 0.220528, acc.: 90.23%, KL div.: 0.118956] [G loss: 4.134659, KL div.: 4.134659, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2211 [D loss: 0.381464, acc.: 83.98%, KL div.: 0.201441] [G loss: 3.465196, KL div.: 3.465196, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2212 [D loss: 0.221749, acc.: 90.62%, KL div.: 0.139862] [G loss: 4.164207, KL div.: 4.164207, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2213 [D loss: 0.190088, acc.: 92.58%, KL div.: 0.095147] [G loss: 3.795024, KL div.: 3.795024, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2214 [D loss: 0.295707, acc.: 85.55%, KL div.: 0.158143] [G loss: 4.283590, KL div.: 4.283590, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2215 [D loss: 0.248567, acc.: 90.23%, KL div.: 0.156560] [G loss: 3.772403, KL div.: 3.772403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2216 [D loss: 0.348351, acc.: 83.98%, KL div.: 0.182723] [G loss: 4.105219, KL div.: 4.105219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2217 [D loss: 0.268145, acc.: 88.67%, KL div.: 0.156374] [G loss: 4.593281, KL div.: 4.593281, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2218 [D loss: 0.259584, acc.: 90.62%, KL div.: 0.158046] [G loss: 3.882597, KL div.: 3.882597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2219 [D loss: 0.228008, acc.: 90.62%, KL div.: 0.146225] [G loss: 3.561273, KL div.: 3.561274, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2220 [D loss: 0.220833, acc.: 90.23%, KL div.: 0.113147] [G loss: 3.933928, KL div.: 3.933928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2221 [D loss: 0.331275, acc.: 87.89%, KL div.: 0.162308] [G loss: 3.807487, KL div.: 3.807487, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2222 [D loss: 0.195095, acc.: 92.58%, KL div.: 0.153384] [G loss: 3.901481, KL div.: 3.901481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2223 [D loss: 0.273959, acc.: 88.28%, KL div.: 0.115946] [G loss: 4.311720, KL div.: 4.311720, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2224 [D loss: 0.262207, acc.: 89.06%, KL div.: 0.160690] [G loss: 3.533520, KL div.: 3.533520, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2225 [D loss: 0.250297, acc.: 91.02%, KL div.: 0.117630] [G loss: 4.264469, KL div.: 4.264469, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2226 [D loss: 0.340005, acc.: 86.33%, KL div.: 0.194982] [G loss: 3.952729, KL div.: 3.952729, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2227 [D loss: 0.278723, acc.: 89.84%, KL div.: 0.158540] [G loss: 3.889535, KL div.: 3.889535, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2228 [D loss: 0.226901, acc.: 91.41%, KL div.: 0.141454] [G loss: 4.237575, KL div.: 4.237575, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2229 [D loss: 0.242571, acc.: 89.84%, KL div.: 0.139872] [G loss: 4.052918, KL div.: 4.052918, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2230 [D loss: 0.289489, acc.: 89.06%, KL div.: 0.134227] [G loss: 4.146808, KL div.: 4.146808, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2231 [D loss: 0.255297, acc.: 91.02%, KL div.: 0.180394] [G loss: 4.086291, KL div.: 4.086291, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2232 [D loss: 0.317981, acc.: 86.72%, KL div.: 0.179494] [G loss: 3.585712, KL div.: 3.585712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2233 [D loss: 0.214849, acc.: 90.23%, KL div.: 0.092456] [G loss: 4.120870, KL div.: 4.120870, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2234 [D loss: 0.376360, acc.: 82.03%, KL div.: 0.263533] [G loss: 3.596441, KL div.: 3.596441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2235 [D loss: 0.233815, acc.: 89.84%, KL div.: 0.096140] [G loss: 4.228597, KL div.: 4.228597, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2236 [D loss: 0.243440, acc.: 88.28%, KL div.: 0.141339] [G loss: 3.633346, KL div.: 3.633346, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2237 [D loss: 0.269153, acc.: 88.67%, KL div.: 0.182021] [G loss: 3.759958, KL div.: 3.759958, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2238 [D loss: 0.237481, acc.: 88.67%, KL div.: 0.109304] [G loss: 4.179497, KL div.: 4.179497, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2239 [D loss: 0.182996, acc.: 94.14%, KL div.: 0.109215] [G loss: 4.152090, KL div.: 4.152091, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2240 [D loss: 0.181289, acc.: 91.80%, KL div.: 0.104603] [G loss: 4.208611, KL div.: 4.208611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2241 [D loss: 0.343987, acc.: 82.81%, KL div.: 0.178646] [G loss: 3.551270, KL div.: 3.551270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2242 [D loss: 0.191326, acc.: 92.58%, KL div.: 0.088840] [G loss: 4.370641, KL div.: 4.370641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2243 [D loss: 0.235724, acc.: 90.23%, KL div.: 0.171456] [G loss: 4.207295, KL div.: 4.207125, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2244 [D loss: 0.246635, acc.: 91.02%, KL div.: 0.109086] [G loss: 3.759737, KL div.: 3.759737, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2245 [D loss: 0.291254, acc.: 85.16%, KL div.: 0.140394] [G loss: 4.129170, KL div.: 4.129170, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2246 [D loss: 0.253224, acc.: 89.45%, KL div.: 0.183172] [G loss: 4.038270, KL div.: 4.038270, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2247 [D loss: 0.317056, acc.: 86.72%, KL div.: 0.191646] [G loss: 3.381269, KL div.: 3.381269, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2248 [D loss: 0.204165, acc.: 92.97%, KL div.: 0.094675] [G loss: 4.045333, KL div.: 4.045333, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2249 [D loss: 0.318413, acc.: 88.28%, KL div.: 0.183897] [G loss: 3.723824, KL div.: 3.723824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2250 [D loss: 0.315761, acc.: 87.11%, KL div.: 0.184638] [G loss: 3.654923, KL div.: 3.654923, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2251 [D loss: 0.335120, acc.: 85.94%, KL div.: 0.185597] [G loss: 3.731220, KL div.: 3.731220, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2252 [D loss: 0.239472, acc.: 89.45%, KL div.: 0.150846] [G loss: 3.876775, KL div.: 3.876775, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2253 [D loss: 0.181981, acc.: 92.19%, KL div.: 0.124247] [G loss: 3.890131, KL div.: 3.890131, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2254 [D loss: 0.374763, acc.: 80.08%, KL div.: 0.145302] [G loss: 4.099253, KL div.: 4.099253, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2255 [D loss: 0.190167, acc.: 92.97%, KL div.: 0.137521] [G loss: 4.246028, KL div.: 4.240167, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2256 [D loss: 0.314930, acc.: 84.77%, KL div.: 0.174444] [G loss: 4.137544, KL div.: 4.137544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2257 [D loss: 0.202197, acc.: 92.19%, KL div.: 0.120205] [G loss: 3.859978, KL div.: 3.859978, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2258 [D loss: 0.286860, acc.: 89.06%, KL div.: 0.187295] [G loss: 3.781479, KL div.: 3.781479, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2259 [D loss: 0.221377, acc.: 91.80%, KL div.: 0.105866] [G loss: 4.092145, KL div.: 4.092145, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2260 [D loss: 0.271514, acc.: 87.89%, KL div.: 0.161094] [G loss: 3.653971, KL div.: 3.653971, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2261 [D loss: 0.162368, acc.: 94.14%, KL div.: 0.100267] [G loss: 4.103928, KL div.: 4.103928, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2262 [D loss: 0.291028, acc.: 89.06%, KL div.: 0.168953] [G loss: 3.923847, KL div.: 3.923847, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2263 [D loss: 0.170108, acc.: 92.97%, KL div.: 0.077095] [G loss: 3.951314, KL div.: 3.951314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2264 [D loss: 0.209899, acc.: 91.41%, KL div.: 0.143621] [G loss: 4.036521, KL div.: 4.034589, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2265 [D loss: 0.182989, acc.: 93.36%, KL div.: 0.082679] [G loss: 4.071158, KL div.: 4.071158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2266 [D loss: 0.229622, acc.: 92.19%, KL div.: 0.136418] [G loss: 4.007397, KL div.: 4.007397, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2267 [D loss: 0.208168, acc.: 92.97%, KL div.: 0.127998] [G loss: 4.317160, KL div.: 4.317160, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2268 [D loss: 0.145014, acc.: 93.75%, KL div.: 0.081258] [G loss: 3.792465, KL div.: 3.792465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2269 [D loss: 0.149976, acc.: 94.14%, KL div.: 0.069934] [G loss: 4.111984, KL div.: 4.111984, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2270 [D loss: 0.272508, acc.: 88.67%, KL div.: 0.168728] [G loss: 4.088405, KL div.: 4.088405, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2271 [D loss: 0.203752, acc.: 91.41%, KL div.: 0.102965] [G loss: 4.064140, KL div.: 4.064141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2272 [D loss: 0.227069, acc.: 90.62%, KL div.: 0.150497] [G loss: 3.584563, KL div.: 3.584563, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2273 [D loss: 0.218767, acc.: 91.41%, KL div.: 0.117863] [G loss: 4.200297, KL div.: 4.200297, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2274 [D loss: 0.219444, acc.: 91.02%, KL div.: 0.103768] [G loss: 4.258548, KL div.: 4.258548, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2275 [D loss: 0.173316, acc.: 92.97%, KL div.: 0.116089] [G loss: 3.974214, KL div.: 3.974214, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2276 [D loss: 0.163181, acc.: 93.75%, KL div.: 0.074665] [G loss: 4.328074, KL div.: 4.328074, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2277 [D loss: 0.202537, acc.: 92.19%, KL div.: 0.126767] [G loss: 4.228585, KL div.: 4.228585, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2278 [D loss: 0.202390, acc.: 91.80%, KL div.: 0.093602] [G loss: 4.284632, KL div.: 4.284632, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2279 [D loss: 0.196836, acc.: 92.58%, KL div.: 0.129771] [G loss: 4.248829, KL div.: 4.248829, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2280 [D loss: 0.183152, acc.: 92.58%, KL div.: 0.097223] [G loss: 4.382795, KL div.: 4.382795, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2281 [D loss: 0.169367, acc.: 93.36%, KL div.: 0.075645] [G loss: 3.995675, KL div.: 3.995675, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2282 [D loss: 0.222789, acc.: 92.97%, KL div.: 0.150874] [G loss: 4.339252, KL div.: 4.339252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2283 [D loss: 0.226862, acc.: 90.62%, KL div.: 0.110081] [G loss: 3.584898, KL div.: 3.584898, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2284 [D loss: 0.228677, acc.: 90.23%, KL div.: 0.093007] [G loss: 4.298043, KL div.: 4.298043, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2285 [D loss: 0.246168, acc.: 90.62%, KL div.: 0.163684] [G loss: 4.240769, KL div.: 4.240769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2286 [D loss: 0.299434, acc.: 87.89%, KL div.: 0.203986] [G loss: 3.661921, KL div.: 3.661921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2287 [D loss: 0.222242, acc.: 92.19%, KL div.: 0.073318] [G loss: 4.184682, KL div.: 4.184682, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2288 [D loss: 0.178833, acc.: 93.75%, KL div.: 0.132705] [G loss: 3.963988, KL div.: 3.963988, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2289 [D loss: 0.235053, acc.: 88.67%, KL div.: 0.118488] [G loss: 4.131648, KL div.: 4.131648, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2290 [D loss: 0.299578, acc.: 87.89%, KL div.: 0.176441] [G loss: 3.857247, KL div.: 3.857247, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2291 [D loss: 0.177750, acc.: 93.36%, KL div.: 0.097672] [G loss: 4.410635, KL div.: 4.410635, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2292 [D loss: 0.151833, acc.: 95.31%, KL div.: 0.089889] [G loss: 4.424532, KL div.: 4.422043, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2293 [D loss: 0.342137, acc.: 84.77%, KL div.: 0.211314] [G loss: 3.651992, KL div.: 3.651992, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2294 [D loss: 0.196874, acc.: 92.97%, KL div.: 0.108125] [G loss: 4.242199, KL div.: 4.242199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2295 [D loss: 0.207931, acc.: 91.41%, KL div.: 0.119044] [G loss: 3.872050, KL div.: 3.872050, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2296 [D loss: 0.185175, acc.: 91.02%, KL div.: 0.080488] [G loss: 4.362381, KL div.: 4.362381, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2297 [D loss: 0.187155, acc.: 91.41%, KL div.: 0.129210] [G loss: 4.090986, KL div.: 4.090986, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2298 [D loss: 0.356865, acc.: 82.81%, KL div.: 0.185261] [G loss: 3.569143, KL div.: 3.569143, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2299 [D loss: 0.281283, acc.: 90.23%, KL div.: 0.146968] [G loss: 3.975878, KL div.: 3.975878, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 1s 71ms/step
4/4 [==============================] - 1s 74ms/step
2300 [D loss: 0.281001, acc.: 86.72%, KL div.: 0.182750] [G loss: 3.454443, KL div.: 3.454443, FID: 84.766702]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 70ms/step
2301 [D loss: 0.162259, acc.: 92.97%, KL div.: 0.077019] [G loss: 4.299558, KL div.: 4.299558, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2302 [D loss: 0.177873, acc.: 92.19%, KL div.: 0.088024] [G loss: 4.325140, KL div.: 4.325140, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2303 [D loss: 0.256063, acc.: 89.84%, KL div.: 0.169144] [G loss: 3.750405, KL div.: 3.750406, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2304 [D loss: 0.366404, acc.: 85.55%, KL div.: 0.164884] [G loss: 4.197411, KL div.: 4.197411, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2305 [D loss: 0.202623, acc.: 93.36%, KL div.: 0.151987] [G loss: 4.261063, KL div.: 4.261063, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2306 [D loss: 0.222347, acc.: 91.80%, KL div.: 0.134137] [G loss: 3.720824, KL div.: 3.720824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2307 [D loss: 0.220880, acc.: 90.23%, KL div.: 0.107820] [G loss: 3.878518, KL div.: 3.878518, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2308 [D loss: 0.182607, acc.: 92.58%, KL div.: 0.101502] [G loss: 3.873107, KL div.: 3.873107, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2309 [D loss: 0.248174, acc.: 91.41%, KL div.: 0.184153] [G loss: 3.645229, KL div.: 3.645229, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2310 [D loss: 0.224009, acc.: 90.23%, KL div.: 0.086917] [G loss: 3.942388, KL div.: 3.942388, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2311 [D loss: 0.217220, acc.: 90.62%, KL div.: 0.144174] [G loss: 3.626600, KL div.: 3.626600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2312 [D loss: 0.211379, acc.: 91.80%, KL div.: 0.088838] [G loss: 3.925309, KL div.: 3.921031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2313 [D loss: 0.239524, acc.: 89.06%, KL div.: 0.164682] [G loss: 4.040340, KL div.: 4.040340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2314 [D loss: 0.279034, acc.: 86.72%, KL div.: 0.125242] [G loss: 4.126529, KL div.: 4.126529, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2315 [D loss: 0.181960, acc.: 92.58%, KL div.: 0.123200] [G loss: 4.107255, KL div.: 4.107255, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2316 [D loss: 0.232890, acc.: 89.84%, KL div.: 0.125621] [G loss: 4.430092, KL div.: 4.430092, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2317 [D loss: 0.143188, acc.: 93.75%, KL div.: 0.069457] [G loss: 4.477216, KL div.: 4.477216, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2318 [D loss: 0.288160, acc.: 88.67%, KL div.: 0.187539] [G loss: 3.955235, KL div.: 3.955235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2319 [D loss: 0.185745, acc.: 92.97%, KL div.: 0.097696] [G loss: 4.001740, KL div.: 4.001740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2320 [D loss: 0.229785, acc.: 90.62%, KL div.: 0.125326] [G loss: 4.006572, KL div.: 4.006572, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2321 [D loss: 0.215748, acc.: 92.19%, KL div.: 0.147019] [G loss: 4.162134, KL div.: 4.154081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2322 [D loss: 0.242670, acc.: 91.41%, KL div.: 0.132736] [G loss: 3.901800, KL div.: 3.901800, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2323 [D loss: 0.298469, acc.: 89.06%, KL div.: 0.143239] [G loss: 4.104688, KL div.: 4.104688, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2324 [D loss: 0.175467, acc.: 92.58%, KL div.: 0.137716] [G loss: 4.313985, KL div.: 4.313985, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2325 [D loss: 0.336447, acc.: 85.94%, KL div.: 0.157760] [G loss: 4.077678, KL div.: 4.077677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2326 [D loss: 0.173364, acc.: 91.80%, KL div.: 0.076815] [G loss: 4.448176, KL div.: 4.448176, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2327 [D loss: 0.254295, acc.: 89.45%, KL div.: 0.192042] [G loss: 3.946462, KL div.: 3.946462, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2328 [D loss: 0.256910, acc.: 91.02%, KL div.: 0.140810] [G loss: 3.641372, KL div.: 3.641372, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2329 [D loss: 0.273212, acc.: 87.50%, KL div.: 0.128842] [G loss: 3.786900, KL div.: 3.786900, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2330 [D loss: 0.188235, acc.: 91.80%, KL div.: 0.129560] [G loss: 4.044726, KL div.: 4.044726, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2331 [D loss: 0.243262, acc.: 89.45%, KL div.: 0.114304] [G loss: 4.372537, KL div.: 4.372537, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2332 [D loss: 0.238592, acc.: 89.06%, KL div.: 0.150965] [G loss: 4.193277, KL div.: 4.193277, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2333 [D loss: 0.322431, acc.: 87.11%, KL div.: 0.185584] [G loss: 3.579070, KL div.: 3.579070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2334 [D loss: 0.213762, acc.: 91.41%, KL div.: 0.086094] [G loss: 4.239171, KL div.: 4.239171, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2335 [D loss: 0.247181, acc.: 89.06%, KL div.: 0.160120] [G loss: 3.715860, KL div.: 3.715860, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2336 [D loss: 0.345647, acc.: 83.59%, KL div.: 0.201692] [G loss: 3.711039, KL div.: 3.711039, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2337 [D loss: 0.300752, acc.: 87.50%, KL div.: 0.138794] [G loss: 4.957956, KL div.: 4.944672, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2338 [D loss: 0.266196, acc.: 87.50%, KL div.: 0.187938] [G loss: 4.111022, KL div.: 4.111022, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2339 [D loss: 0.249768, acc.: 88.67%, KL div.: 0.127186] [G loss: 3.842926, KL div.: 3.842926, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2340 [D loss: 0.378868, acc.: 82.03%, KL div.: 0.211104] [G loss: 4.027205, KL div.: 4.026762, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2341 [D loss: 0.192146, acc.: 92.19%, KL div.: 0.111436] [G loss: 4.256174, KL div.: 4.256174, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2342 [D loss: 0.217721, acc.: 91.80%, KL div.: 0.144585] [G loss: 3.850665, KL div.: 3.850665, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2343 [D loss: 0.156006, acc.: 95.31%, KL div.: 0.075179] [G loss: 3.938429, KL div.: 3.938429, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2344 [D loss: 0.362385, acc.: 83.20%, KL div.: 0.183399] [G loss: 4.482928, KL div.: 4.478111, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2345 [D loss: 0.237173, acc.: 90.62%, KL div.: 0.160126] [G loss: 4.128458, KL div.: 4.128458, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2346 [D loss: 0.457295, acc.: 78.91%, KL div.: 0.223632] [G loss: 3.526494, KL div.: 3.526494, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2347 [D loss: 0.186298, acc.: 91.80%, KL div.: 0.106148] [G loss: 4.380178, KL div.: 4.380178, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2348 [D loss: 0.333104, acc.: 83.20%, KL div.: 0.188705] [G loss: 3.928166, KL div.: 3.928166, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2349 [D loss: 0.222424, acc.: 92.97%, KL div.: 0.145460] [G loss: 3.949836, KL div.: 3.949836, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2350 [D loss: 0.251029, acc.: 91.02%, KL div.: 0.132910] [G loss: 3.858063, KL div.: 3.848646, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2351 [D loss: 0.289568, acc.: 88.28%, KL div.: 0.166646] [G loss: 3.966577, KL div.: 3.966577, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2352 [D loss: 0.321548, acc.: 86.72%, KL div.: 0.185727] [G loss: 3.922184, KL div.: 3.922184, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2353 [D loss: 0.241601, acc.: 88.67%, KL div.: 0.128231] [G loss: 4.572342, KL div.: 4.572342, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2354 [D loss: 0.282105, acc.: 88.67%, KL div.: 0.181591] [G loss: 3.638713, KL div.: 3.638713, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2355 [D loss: 0.250989, acc.: 87.50%, KL div.: 0.133887] [G loss: 3.902696, KL div.: 3.902696, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2356 [D loss: 0.203003, acc.: 92.19%, KL div.: 0.123750] [G loss: 4.113928, KL div.: 4.113928, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2357 [D loss: 0.312157, acc.: 86.72%, KL div.: 0.171080] [G loss: 3.709084, KL div.: 3.709084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2358 [D loss: 0.152766, acc.: 94.14%, KL div.: 0.074475] [G loss: 4.545169, KL div.: 4.545169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2359 [D loss: 0.274754, acc.: 88.28%, KL div.: 0.165218] [G loss: 3.676408, KL div.: 3.676408, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2360 [D loss: 0.246296, acc.: 88.67%, KL div.: 0.119684] [G loss: 3.830051, KL div.: 3.830051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2361 [D loss: 0.247734, acc.: 89.06%, KL div.: 0.170335] [G loss: 3.980351, KL div.: 3.980351, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2362 [D loss: 0.259980, acc.: 89.06%, KL div.: 0.116647] [G loss: 3.998383, KL div.: 3.998383, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2363 [D loss: 0.191652, acc.: 91.80%, KL div.: 0.112370] [G loss: 4.262975, KL div.: 4.262975, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2364 [D loss: 0.281343, acc.: 88.28%, KL div.: 0.145262] [G loss: 4.080339, KL div.: 4.080339, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2365 [D loss: 0.256693, acc.: 90.23%, KL div.: 0.172210] [G loss: 3.804964, KL div.: 3.804964, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2366 [D loss: 0.227213, acc.: 91.41%, KL div.: 0.105581] [G loss: 4.229348, KL div.: 4.229348, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2367 [D loss: 0.206999, acc.: 91.02%, KL div.: 0.141165] [G loss: 4.088574, KL div.: 4.088574, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2368 [D loss: 0.293989, acc.: 87.50%, KL div.: 0.139148] [G loss: 3.950631, KL div.: 3.950631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2369 [D loss: 0.278672, acc.: 87.89%, KL div.: 0.167398] [G loss: 4.282996, KL div.: 4.282996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2370 [D loss: 0.335027, acc.: 82.81%, KL div.: 0.181904] [G loss: 4.064623, KL div.: 4.064623, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2371 [D loss: 0.273012, acc.: 88.28%, KL div.: 0.202982] [G loss: 4.060856, KL div.: 4.060856, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2372 [D loss: 0.271487, acc.: 88.67%, KL div.: 0.118230] [G loss: 4.173914, KL div.: 4.173914, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2373 [D loss: 0.245216, acc.: 88.67%, KL div.: 0.161239] [G loss: 3.995145, KL div.: 3.995145, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2374 [D loss: 0.291953, acc.: 87.11%, KL div.: 0.134226] [G loss: 4.157792, KL div.: 4.157792, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2375 [D loss: 0.322302, acc.: 87.11%, KL div.: 0.216718] [G loss: 3.950000, KL div.: 3.950000, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2376 [D loss: 0.276917, acc.: 86.33%, KL div.: 0.132476] [G loss: 4.049693, KL div.: 4.049693, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2377 [D loss: 0.236574, acc.: 91.41%, KL div.: 0.167745] [G loss: 4.196372, KL div.: 4.196372, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2378 [D loss: 0.290272, acc.: 87.89%, KL div.: 0.199843] [G loss: 3.486169, KL div.: 3.486169, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2379 [D loss: 0.216674, acc.: 91.02%, KL div.: 0.072729] [G loss: 4.007365, KL div.: 4.007365, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2380 [D loss: 0.234531, acc.: 89.84%, KL div.: 0.145133] [G loss: 4.567938, KL div.: 4.567938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2381 [D loss: 0.238301, acc.: 90.23%, KL div.: 0.139952] [G loss: 4.073742, KL div.: 4.073742, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2382 [D loss: 0.305636, acc.: 85.55%, KL div.: 0.169398] [G loss: 3.799295, KL div.: 3.799295, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2383 [D loss: 0.234853, acc.: 91.80%, KL div.: 0.148423] [G loss: 4.192840, KL div.: 4.192840, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2384 [D loss: 0.346025, acc.: 84.38%, KL div.: 0.178547] [G loss: 3.828989, KL div.: 3.828989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2385 [D loss: 0.261966, acc.: 89.84%, KL div.: 0.175731] [G loss: 4.013452, KL div.: 4.011473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2386 [D loss: 0.214267, acc.: 91.80%, KL div.: 0.109011] [G loss: 4.226130, KL div.: 4.226130, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2387 [D loss: 0.334947, acc.: 84.38%, KL div.: 0.182968] [G loss: 4.317073, KL div.: 4.317073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2388 [D loss: 0.237622, acc.: 89.06%, KL div.: 0.144274] [G loss: 4.069281, KL div.: 4.069281, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2389 [D loss: 0.280022, acc.: 90.62%, KL div.: 0.190881] [G loss: 3.687147, KL div.: 3.687147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2390 [D loss: 0.222130, acc.: 90.62%, KL div.: 0.122397] [G loss: 3.530549, KL div.: 3.530549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2391 [D loss: 0.257914, acc.: 88.67%, KL div.: 0.122296] [G loss: 4.267856, KL div.: 4.267856, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2392 [D loss: 0.217869, acc.: 91.80%, KL div.: 0.154428] [G loss: 4.324876, KL div.: 4.324876, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2393 [D loss: 0.219393, acc.: 90.62%, KL div.: 0.105281] [G loss: 4.321579, KL div.: 4.321579, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2394 [D loss: 0.275500, acc.: 88.67%, KL div.: 0.180667] [G loss: 3.603415, KL div.: 3.603415, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2395 [D loss: 0.299311, acc.: 85.94%, KL div.: 0.155498] [G loss: 4.195438, KL div.: 4.195438, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2396 [D loss: 0.194683, acc.: 91.80%, KL div.: 0.094458] [G loss: 4.444900, KL div.: 4.444900, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2397 [D loss: 0.271180, acc.: 89.06%, KL div.: 0.156078] [G loss: 4.051367, KL div.: 4.051367, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2398 [D loss: 0.242189, acc.: 89.06%, KL div.: 0.164972] [G loss: 4.427958, KL div.: 4.427958, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2399 [D loss: 0.219290, acc.: 90.62%, KL div.: 0.119601] [G loss: 4.197629, KL div.: 4.197629, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 1s 73ms/step
2400 [D loss: 0.241373, acc.: 89.06%, KL div.: 0.128080] [G loss: 4.044428, KL div.: 4.044428, FID: 75.185200]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 74ms/step
2401 [D loss: 0.261463, acc.: 89.06%, KL div.: 0.170455] [G loss: 4.109232, KL div.: 4.109232, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2402 [D loss: 0.237548, acc.: 90.62%, KL div.: 0.120927] [G loss: 4.228590, KL div.: 4.228590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2403 [D loss: 0.321627, acc.: 85.55%, KL div.: 0.170738] [G loss: 3.984335, KL div.: 3.984335, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2404 [D loss: 0.176146, acc.: 93.36%, KL div.: 0.115785] [G loss: 4.162075, KL div.: 4.162075, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2405 [D loss: 0.267142, acc.: 89.84%, KL div.: 0.168168] [G loss: 3.998173, KL div.: 3.998173, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2406 [D loss: 0.258069, acc.: 88.67%, KL div.: 0.118542] [G loss: 4.139944, KL div.: 4.139944, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2407 [D loss: 0.211199, acc.: 89.45%, KL div.: 0.102116] [G loss: 4.796935, KL div.: 4.796935, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2408 [D loss: 0.295441, acc.: 89.45%, KL div.: 0.190643] [G loss: 3.683338, KL div.: 3.683338, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2409 [D loss: 0.294208, acc.: 86.33%, KL div.: 0.166616] [G loss: 3.944884, KL div.: 3.944884, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2410 [D loss: 0.310402, acc.: 86.33%, KL div.: 0.180708] [G loss: 3.443229, KL div.: 3.443229, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2411 [D loss: 0.270432, acc.: 88.28%, KL div.: 0.136519] [G loss: 4.264899, KL div.: 4.262982, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2412 [D loss: 0.180438, acc.: 94.14%, KL div.: 0.123678] [G loss: 4.204323, KL div.: 4.204323, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2413 [D loss: 0.357382, acc.: 85.16%, KL div.: 0.213361] [G loss: 3.910981, KL div.: 3.910981, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2414 [D loss: 0.203034, acc.: 90.62%, KL div.: 0.110570] [G loss: 4.355700, KL div.: 4.355700, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2415 [D loss: 0.241976, acc.: 91.02%, KL div.: 0.122498] [G loss: 4.554860, KL div.: 4.554860, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2416 [D loss: 0.205800, acc.: 93.36%, KL div.: 0.145256] [G loss: 3.952681, KL div.: 3.952681, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2417 [D loss: 0.178653, acc.: 93.75%, KL div.: 0.105293] [G loss: 3.789596, KL div.: 3.789596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2418 [D loss: 0.307643, acc.: 85.55%, KL div.: 0.134873] [G loss: 4.449721, KL div.: 4.449721, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2419 [D loss: 0.242716, acc.: 90.23%, KL div.: 0.161594] [G loss: 3.988509, KL div.: 3.988509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2420 [D loss: 0.229636, acc.: 90.62%, KL div.: 0.110585] [G loss: 4.308439, KL div.: 4.308439, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2421 [D loss: 0.261087, acc.: 90.62%, KL div.: 0.148100] [G loss: 4.306383, KL div.: 4.306383, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2422 [D loss: 0.232644, acc.: 93.36%, KL div.: 0.136896] [G loss: 4.364756, KL div.: 4.364756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2423 [D loss: 0.297926, acc.: 89.06%, KL div.: 0.182897] [G loss: 3.967257, KL div.: 3.967257, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2424 [D loss: 0.159846, acc.: 93.75%, KL div.: 0.066828] [G loss: 4.276653, KL div.: 4.276653, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2425 [D loss: 0.282255, acc.: 87.50%, KL div.: 0.171312] [G loss: 3.943702, KL div.: 3.943702, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2426 [D loss: 0.205117, acc.: 91.80%, KL div.: 0.103692] [G loss: 3.848540, KL div.: 3.848540, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2427 [D loss: 0.331050, acc.: 87.50%, KL div.: 0.189390] [G loss: 3.923274, KL div.: 3.923274, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2428 [D loss: 0.340646, acc.: 85.94%, KL div.: 0.178053] [G loss: 4.074253, KL div.: 4.074253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2429 [D loss: 0.209856, acc.: 90.62%, KL div.: 0.118850] [G loss: 3.878737, KL div.: 3.878737, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2430 [D loss: 0.365024, acc.: 81.64%, KL div.: 0.209813] [G loss: 3.341112, KL div.: 3.341112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2431 [D loss: 0.160622, acc.: 93.36%, KL div.: 0.064034] [G loss: 4.184498, KL div.: 4.184498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2432 [D loss: 0.325636, acc.: 87.50%, KL div.: 0.210383] [G loss: 3.687335, KL div.: 3.687335, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2433 [D loss: 0.290842, acc.: 90.23%, KL div.: 0.167849] [G loss: 3.994896, KL div.: 3.994896, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2434 [D loss: 0.159358, acc.: 92.58%, KL div.: 0.072711] [G loss: 4.707978, KL div.: 4.707978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2435 [D loss: 0.348522, acc.: 86.33%, KL div.: 0.215041] [G loss: 3.343178, KL div.: 3.343178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2436 [D loss: 0.231461, acc.: 91.80%, KL div.: 0.113775] [G loss: 3.846769, KL div.: 3.844697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2437 [D loss: 0.206393, acc.: 93.75%, KL div.: 0.135232] [G loss: 3.797672, KL div.: 3.797672, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2438 [D loss: 0.289037, acc.: 89.45%, KL div.: 0.112088] [G loss: 3.839873, KL div.: 3.839873, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2439 [D loss: 0.239745, acc.: 90.62%, KL div.: 0.170127] [G loss: 3.882818, KL div.: 3.882818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2440 [D loss: 0.226550, acc.: 90.23%, KL div.: 0.123086] [G loss: 3.923393, KL div.: 3.923393, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2441 [D loss: 0.304655, acc.: 87.50%, KL div.: 0.180980] [G loss: 3.584997, KL div.: 3.584997, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2442 [D loss: 0.277684, acc.: 87.50%, KL div.: 0.124174] [G loss: 3.962028, KL div.: 3.962028, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2443 [D loss: 0.293636, acc.: 87.50%, KL div.: 0.146388] [G loss: 4.170829, KL div.: 4.170829, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2444 [D loss: 0.294878, acc.: 87.89%, KL div.: 0.199876] [G loss: 3.455965, KL div.: 3.455965, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2445 [D loss: 0.247649, acc.: 88.67%, KL div.: 0.116320] [G loss: 3.972366, KL div.: 3.972366, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2446 [D loss: 0.214085, acc.: 91.02%, KL div.: 0.131839] [G loss: 3.991835, KL div.: 3.991835, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2447 [D loss: 0.345872, acc.: 85.94%, KL div.: 0.172354] [G loss: 3.795481, KL div.: 3.795481, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2448 [D loss: 0.208908, acc.: 91.80%, KL div.: 0.121356] [G loss: 4.249958, KL div.: 4.249958, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2449 [D loss: 0.271187, acc.: 88.67%, KL div.: 0.153150] [G loss: 3.974919, KL div.: 3.974919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2450 [D loss: 0.289839, acc.: 86.72%, KL div.: 0.166539] [G loss: 3.940803, KL div.: 3.940803, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2451 [D loss: 0.210970, acc.: 92.58%, KL div.: 0.108296] [G loss: 3.847059, KL div.: 3.847059, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2452 [D loss: 0.207986, acc.: 90.23%, KL div.: 0.110666] [G loss: 3.999297, KL div.: 3.999297, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2453 [D loss: 0.218944, acc.: 90.23%, KL div.: 0.124992] [G loss: 4.162510, KL div.: 4.162510, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2454 [D loss: 0.245488, acc.: 92.19%, KL div.: 0.124415] [G loss: 4.287688, KL div.: 4.287688, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2455 [D loss: 0.272947, acc.: 88.28%, KL div.: 0.204863] [G loss: 3.757418, KL div.: 3.757418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2456 [D loss: 0.200846, acc.: 90.23%, KL div.: 0.084428] [G loss: 4.273845, KL div.: 4.273845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2457 [D loss: 0.280750, acc.: 87.11%, KL div.: 0.126156] [G loss: 4.125558, KL div.: 4.125558, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2458 [D loss: 0.166931, acc.: 93.75%, KL div.: 0.114109] [G loss: 4.303181, KL div.: 4.303181, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2459 [D loss: 0.334100, acc.: 86.33%, KL div.: 0.221462] [G loss: 3.581428, KL div.: 3.581428, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2460 [D loss: 0.251263, acc.: 88.67%, KL div.: 0.082951] [G loss: 3.968805, KL div.: 3.968805, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2461 [D loss: 0.217181, acc.: 91.80%, KL div.: 0.143737] [G loss: 4.362887, KL div.: 4.362887, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2462 [D loss: 0.210893, acc.: 90.62%, KL div.: 0.141087] [G loss: 3.497160, KL div.: 3.497160, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2463 [D loss: 0.277713, acc.: 88.67%, KL div.: 0.097280] [G loss: 3.705469, KL div.: 3.705469, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2464 [D loss: 0.168570, acc.: 94.92%, KL div.: 0.111942] [G loss: 4.295181, KL div.: 4.295181, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2465 [D loss: 0.243245, acc.: 89.06%, KL div.: 0.152740] [G loss: 3.797935, KL div.: 3.797935, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2466 [D loss: 0.265720, acc.: 90.23%, KL div.: 0.104388] [G loss: 4.233649, KL div.: 4.233649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2467 [D loss: 0.366823, acc.: 84.38%, KL div.: 0.248696] [G loss: 3.655716, KL div.: 3.655716, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2468 [D loss: 0.345126, acc.: 86.33%, KL div.: 0.164061] [G loss: 3.784692, KL div.: 3.784692, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2469 [D loss: 0.214269, acc.: 91.80%, KL div.: 0.136311] [G loss: 4.392018, KL div.: 4.392018, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2470 [D loss: 0.217686, acc.: 90.62%, KL div.: 0.143078] [G loss: 4.351951, KL div.: 4.351951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2471 [D loss: 0.227575, acc.: 89.06%, KL div.: 0.097996] [G loss: 4.057438, KL div.: 4.057438, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2472 [D loss: 0.240078, acc.: 89.45%, KL div.: 0.138241] [G loss: 4.260693, KL div.: 4.260693, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2473 [D loss: 0.305560, acc.: 87.50%, KL div.: 0.197071] [G loss: 3.470217, KL div.: 3.470217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2474 [D loss: 0.276684, acc.: 87.89%, KL div.: 0.132655] [G loss: 3.942045, KL div.: 3.942045, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2475 [D loss: 0.282230, acc.: 87.89%, KL div.: 0.146096] [G loss: 4.092192, KL div.: 4.092192, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2476 [D loss: 0.271758, acc.: 87.89%, KL div.: 0.186532] [G loss: 3.453360, KL div.: 3.453360, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2477 [D loss: 0.288237, acc.: 83.59%, KL div.: 0.133069] [G loss: 4.193728, KL div.: 4.193728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2478 [D loss: 0.246299, acc.: 89.84%, KL div.: 0.148218] [G loss: 3.453946, KL div.: 3.453946, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2479 [D loss: 0.353874, acc.: 83.98%, KL div.: 0.196377] [G loss: 3.871046, KL div.: 3.871046, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2480 [D loss: 0.221563, acc.: 90.23%, KL div.: 0.125754] [G loss: 4.255801, KL div.: 4.255801, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2481 [D loss: 0.376869, acc.: 84.77%, KL div.: 0.222018] [G loss: 3.747186, KL div.: 3.747186, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2482 [D loss: 0.199414, acc.: 91.02%, KL div.: 0.099331] [G loss: 4.514593, KL div.: 4.514593, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2483 [D loss: 0.213020, acc.: 90.62%, KL div.: 0.141836] [G loss: 4.374449, KL div.: 4.374449, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2484 [D loss: 0.313444, acc.: 87.11%, KL div.: 0.132680] [G loss: 4.140629, KL div.: 4.140629, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2485 [D loss: 0.266090, acc.: 87.89%, KL div.: 0.150260] [G loss: 4.577322, KL div.: 4.577322, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2486 [D loss: 0.192220, acc.: 92.97%, KL div.: 0.132741] [G loss: 3.646533, KL div.: 3.646533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2487 [D loss: 0.225508, acc.: 91.02%, KL div.: 0.112200] [G loss: 3.777399, KL div.: 3.777399, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2488 [D loss: 0.160102, acc.: 94.53%, KL div.: 0.102429] [G loss: 3.967904, KL div.: 3.967904, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2489 [D loss: 0.258881, acc.: 89.45%, KL div.: 0.136892] [G loss: 3.753913, KL div.: 3.753912, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2490 [D loss: 0.282965, acc.: 87.89%, KL div.: 0.151382] [G loss: 3.830412, KL div.: 3.830412, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2491 [D loss: 0.163039, acc.: 95.70%, KL div.: 0.098680] [G loss: 4.211055, KL div.: 4.211055, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2492 [D loss: 0.227420, acc.: 93.36%, KL div.: 0.152339] [G loss: 3.464311, KL div.: 3.464311, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2493 [D loss: 0.218406, acc.: 90.62%, KL div.: 0.079546] [G loss: 3.607503, KL div.: 3.607503, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2494 [D loss: 0.214985, acc.: 91.02%, KL div.: 0.143229] [G loss: 4.179532, KL div.: 4.179532, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2495 [D loss: 0.226302, acc.: 91.41%, KL div.: 0.122998] [G loss: 4.005174, KL div.: 4.005174, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2496 [D loss: 0.309232, acc.: 86.72%, KL div.: 0.185866] [G loss: 3.467733, KL div.: 3.467733, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2497 [D loss: 0.169043, acc.: 93.75%, KL div.: 0.093576] [G loss: 4.360473, KL div.: 4.360473, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2498 [D loss: 0.400160, acc.: 80.86%, KL div.: 0.219110] [G loss: 4.074742, KL div.: 4.074742, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2499 [D loss: 0.251097, acc.: 87.50%, KL div.: 0.127382] [G loss: 4.034338, KL div.: 4.034338, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 56ms/step
4/4 [==============================] - 1s 110ms/step
2500 [D loss: 0.183833, acc.: 91.02%, KL div.: 0.120584] [G loss: 4.096361, KL div.: 4.096361, FID: 101.047559]
1/1 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 61ms/step
2501 [D loss: 0.318673, acc.: 87.11%, KL div.: 0.187171] [G loss: 3.538626, KL div.: 3.538626, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2502 [D loss: 0.243907, acc.: 89.84%, KL div.: 0.126851] [G loss: 3.828169, KL div.: 3.828169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2503 [D loss: 0.343680, acc.: 85.16%, KL div.: 0.225654] [G loss: 3.542278, KL div.: 3.542278, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2504 [D loss: 0.219757, acc.: 90.23%, KL div.: 0.102276] [G loss: 3.867597, KL div.: 3.867597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2505 [D loss: 0.350750, acc.: 84.77%, KL div.: 0.183567] [G loss: 4.124877, KL div.: 4.124877, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2506 [D loss: 0.210888, acc.: 92.19%, KL div.: 0.157355] [G loss: 4.423458, KL div.: 4.423458, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2507 [D loss: 0.195363, acc.: 92.58%, KL div.: 0.093255] [G loss: 4.030267, KL div.: 4.030267, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2508 [D loss: 0.212042, acc.: 91.02%, KL div.: 0.111716] [G loss: 3.676712, KL div.: 3.676712, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2509 [D loss: 0.249323, acc.: 90.23%, KL div.: 0.160356] [G loss: 3.609638, KL div.: 3.609638, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2510 [D loss: 0.278421, acc.: 88.28%, KL div.: 0.132405] [G loss: 4.025464, KL div.: 4.025464, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2511 [D loss: 0.189525, acc.: 93.36%, KL div.: 0.113647] [G loss: 3.806340, KL div.: 3.806340, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2512 [D loss: 0.245959, acc.: 90.62%, KL div.: 0.125577] [G loss: 4.148253, KL div.: 4.148253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2513 [D loss: 0.254795, acc.: 89.84%, KL div.: 0.179155] [G loss: 3.844728, KL div.: 3.844728, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2514 [D loss: 0.209342, acc.: 92.58%, KL div.: 0.099569] [G loss: 4.017077, KL div.: 4.017077, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2515 [D loss: 0.237791, acc.: 91.02%, KL div.: 0.137177] [G loss: 3.892140, KL div.: 3.892140, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2516 [D loss: 0.292694, acc.: 87.11%, KL div.: 0.156582] [G loss: 4.091636, KL div.: 4.091636, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
2517 [D loss: 0.341504, acc.: 85.55%, KL div.: 0.196923] [G loss: 3.892238, KL div.: 3.892238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2518 [D loss: 0.234678, acc.: 91.02%, KL div.: 0.157193] [G loss: 3.717115, KL div.: 3.717115, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2519 [D loss: 0.194027, acc.: 90.23%, KL div.: 0.104283] [G loss: 4.113052, KL div.: 4.113052, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2520 [D loss: 0.203347, acc.: 92.19%, KL div.: 0.087406] [G loss: 4.525673, KL div.: 4.525673, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2521 [D loss: 0.251929, acc.: 89.45%, KL div.: 0.163696] [G loss: 3.679137, KL div.: 3.679137, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2522 [D loss: 0.272410, acc.: 87.89%, KL div.: 0.114929] [G loss: 4.173194, KL div.: 4.173194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2523 [D loss: 0.342469, acc.: 85.16%, KL div.: 0.216150] [G loss: 3.600850, KL div.: 3.600850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2524 [D loss: 0.255799, acc.: 87.11%, KL div.: 0.150223] [G loss: 3.968801, KL div.: 3.968801, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2525 [D loss: 0.197149, acc.: 93.36%, KL div.: 0.120365] [G loss: 4.176058, KL div.: 4.176059, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2526 [D loss: 0.181852, acc.: 93.75%, KL div.: 0.105404] [G loss: 3.947727, KL div.: 3.947727, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2527 [D loss: 0.402537, acc.: 81.25%, KL div.: 0.207044] [G loss: 4.082566, KL div.: 4.082566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2528 [D loss: 0.213451, acc.: 91.41%, KL div.: 0.118687] [G loss: 4.067888, KL div.: 4.067888, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2529 [D loss: 0.275363, acc.: 87.50%, KL div.: 0.179747] [G loss: 3.182977, KL div.: 3.182977, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2530 [D loss: 0.392706, acc.: 84.38%, KL div.: 0.184177] [G loss: 3.753982, KL div.: 3.753982, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2531 [D loss: 0.253102, acc.: 90.62%, KL div.: 0.156691] [G loss: 3.946126, KL div.: 3.946126, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2532 [D loss: 0.228802, acc.: 89.84%, KL div.: 0.137752] [G loss: 3.920273, KL div.: 3.907157, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2533 [D loss: 0.303626, acc.: 86.33%, KL div.: 0.167205] [G loss: 3.711435, KL div.: 3.711435, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2534 [D loss: 0.377439, acc.: 81.64%, KL div.: 0.179866] [G loss: 3.784281, KL div.: 3.784281, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2535 [D loss: 0.261483, acc.: 88.67%, KL div.: 0.148228] [G loss: 3.911800, KL div.: 3.911800, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2536 [D loss: 0.253497, acc.: 89.45%, KL div.: 0.169758] [G loss: 4.269895, KL div.: 4.269895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2537 [D loss: 0.311922, acc.: 87.50%, KL div.: 0.172824] [G loss: 3.620669, KL div.: 3.620669, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
2538 [D loss: 0.209113, acc.: 91.80%, KL div.: 0.072151] [G loss: 4.780234, KL div.: 4.780234, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2539 [D loss: 0.229297, acc.: 90.62%, KL div.: 0.150607] [G loss: 4.087763, KL div.: 4.087763, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2540 [D loss: 0.349125, acc.: 84.38%, KL div.: 0.199755] [G loss: 3.492305, KL div.: 3.492305, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2541 [D loss: 0.309098, acc.: 85.94%, KL div.: 0.146754] [G loss: 3.534034, KL div.: 3.534034, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2542 [D loss: 0.262498, acc.: 89.06%, KL div.: 0.153534] [G loss: 3.895429, KL div.: 3.895429, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
2543 [D loss: 0.362399, acc.: 85.16%, KL div.: 0.218399] [G loss: 4.151628, KL div.: 4.151628, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2544 [D loss: 0.214241, acc.: 94.14%, KL div.: 0.145467] [G loss: 3.936898, KL div.: 3.936898, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2545 [D loss: 0.326567, acc.: 86.72%, KL div.: 0.161765] [G loss: 3.509620, KL div.: 3.509620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2546 [D loss: 0.313743, acc.: 87.11%, KL div.: 0.190683] [G loss: 3.709824, KL div.: 3.709825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2547 [D loss: 0.309940, acc.: 87.50%, KL div.: 0.166743] [G loss: 3.813223, KL div.: 3.813223, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2548 [D loss: 0.310904, acc.: 84.77%, KL div.: 0.140736] [G loss: 4.241908, KL div.: 4.241908, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2549 [D loss: 0.330194, acc.: 83.98%, KL div.: 0.203395] [G loss: 4.079823, KL div.: 4.079823, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2550 [D loss: 0.228682, acc.: 90.23%, KL div.: 0.132809] [G loss: 3.935423, KL div.: 3.934431, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2551 [D loss: 0.265081, acc.: 90.23%, KL div.: 0.179456] [G loss: 3.636321, KL div.: 3.636321, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2552 [D loss: 0.269348, acc.: 87.89%, KL div.: 0.124253] [G loss: 3.780821, KL div.: 3.780821, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2553 [D loss: 0.180195, acc.: 92.58%, KL div.: 0.119035] [G loss: 3.798609, KL div.: 3.798609, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2554 [D loss: 0.271670, acc.: 91.02%, KL div.: 0.154553] [G loss: 3.577770, KL div.: 3.577770, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2555 [D loss: 0.199126, acc.: 92.97%, KL div.: 0.099473] [G loss: 3.719017, KL div.: 3.719017, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2556 [D loss: 0.261795, acc.: 87.11%, KL div.: 0.143122] [G loss: 3.714019, KL div.: 3.714020, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2557 [D loss: 0.297896, acc.: 87.50%, KL div.: 0.163936] [G loss: 3.786760, KL div.: 3.786760, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2558 [D loss: 0.256885, acc.: 89.84%, KL div.: 0.108780] [G loss: 4.205479, KL div.: 4.205479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2559 [D loss: 0.226203, acc.: 92.19%, KL div.: 0.169912] [G loss: 3.895328, KL div.: 3.895328, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2560 [D loss: 0.302316, acc.: 86.33%, KL div.: 0.150752] [G loss: 3.702175, KL div.: 3.702175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2561 [D loss: 0.274249, acc.: 89.84%, KL div.: 0.153511] [G loss: 3.971798, KL div.: 3.971798, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2562 [D loss: 0.255358, acc.: 88.28%, KL div.: 0.150618] [G loss: 4.244373, KL div.: 4.244373, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2563 [D loss: 0.203659, acc.: 93.36%, KL div.: 0.112858] [G loss: 3.851072, KL div.: 3.851072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2564 [D loss: 0.319202, acc.: 85.55%, KL div.: 0.183973] [G loss: 3.577180, KL div.: 3.577180, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
2565 [D loss: 0.197655, acc.: 91.02%, KL div.: 0.096892] [G loss: 3.862146, KL div.: 3.862146, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2566 [D loss: 0.175889, acc.: 94.14%, KL div.: 0.095662] [G loss: 4.308706, KL div.: 4.308706, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2567 [D loss: 0.319563, acc.: 87.11%, KL div.: 0.191417] [G loss: 3.389596, KL div.: 3.389596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2568 [D loss: 0.269145, acc.: 87.89%, KL div.: 0.146869] [G loss: 3.647774, KL div.: 3.647775, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2569 [D loss: 0.211607, acc.: 92.58%, KL div.: 0.129866] [G loss: 3.590194, KL div.: 3.590194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2570 [D loss: 0.250468, acc.: 90.23%, KL div.: 0.121043] [G loss: 3.701628, KL div.: 3.701628, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2571 [D loss: 0.294090, acc.: 86.72%, KL div.: 0.153399] [G loss: 3.894692, KL div.: 3.894692, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2572 [D loss: 0.319104, acc.: 87.89%, KL div.: 0.195144] [G loss: 3.816659, KL div.: 3.816659, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2573 [D loss: 0.284651, acc.: 88.67%, KL div.: 0.174059] [G loss: 4.171387, KL div.: 4.171387, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2574 [D loss: 0.264488, acc.: 90.23%, KL div.: 0.168573] [G loss: 3.513732, KL div.: 3.513732, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2575 [D loss: 0.318267, acc.: 84.38%, KL div.: 0.137917] [G loss: 3.881389, KL div.: 3.881389, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2576 [D loss: 0.254115, acc.: 89.45%, KL div.: 0.190039] [G loss: 4.173613, KL div.: 4.173612, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2577 [D loss: 0.255578, acc.: 88.28%, KL div.: 0.121909] [G loss: 3.606619, KL div.: 3.606619, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2578 [D loss: 0.190000, acc.: 92.19%, KL div.: 0.105913] [G loss: 4.249963, KL div.: 4.249963, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2579 [D loss: 0.309168, acc.: 87.11%, KL div.: 0.184777] [G loss: 3.671232, KL div.: 3.671232, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2580 [D loss: 0.275022, acc.: 87.89%, KL div.: 0.160983] [G loss: 3.545187, KL div.: 3.545187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2581 [D loss: 0.224154, acc.: 89.84%, KL div.: 0.103160] [G loss: 3.917418, KL div.: 3.917418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2582 [D loss: 0.279013, acc.: 90.23%, KL div.: 0.173045] [G loss: 4.110273, KL div.: 4.109529, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2583 [D loss: 0.188629, acc.: 91.80%, KL div.: 0.118181] [G loss: 4.133575, KL div.: 4.133575, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2584 [D loss: 0.244271, acc.: 89.84%, KL div.: 0.117540] [G loss: 4.056570, KL div.: 4.056570, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2585 [D loss: 0.346890, acc.: 84.77%, KL div.: 0.193948] [G loss: 3.851499, KL div.: 3.851499, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2586 [D loss: 0.304774, acc.: 87.11%, KL div.: 0.178553] [G loss: 3.626387, KL div.: 3.626387, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2587 [D loss: 0.349772, acc.: 85.55%, KL div.: 0.150560] [G loss: 3.813581, KL div.: 3.813581, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2588 [D loss: 0.238177, acc.: 90.62%, KL div.: 0.169842] [G loss: 4.089930, KL div.: 4.089930, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2589 [D loss: 0.293376, acc.: 87.50%, KL div.: 0.181578] [G loss: 3.439781, KL div.: 3.439781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2590 [D loss: 0.302273, acc.: 87.11%, KL div.: 0.101901] [G loss: 3.840868, KL div.: 3.840868, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2591 [D loss: 0.351609, acc.: 83.20%, KL div.: 0.215678] [G loss: 3.610214, KL div.: 3.610214, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2592 [D loss: 0.391431, acc.: 83.98%, KL div.: 0.205174] [G loss: 3.736123, KL div.: 3.736123, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2593 [D loss: 0.291946, acc.: 87.11%, KL div.: 0.147447] [G loss: 4.338885, KL div.: 4.335441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2594 [D loss: 0.374521, acc.: 85.16%, KL div.: 0.241711] [G loss: 3.551003, KL div.: 3.551003, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2595 [D loss: 0.388488, acc.: 82.42%, KL div.: 0.196804] [G loss: 3.582671, KL div.: 3.582671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2596 [D loss: 0.273241, acc.: 89.45%, KL div.: 0.151664] [G loss: 4.085204, KL div.: 4.085204, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2597 [D loss: 0.274071, acc.: 86.33%, KL div.: 0.182176] [G loss: 3.754680, KL div.: 3.754680, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2598 [D loss: 0.304217, acc.: 85.94%, KL div.: 0.150526] [G loss: 3.465309, KL div.: 3.465309, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2599 [D loss: 0.268540, acc.: 87.89%, KL div.: 0.158996] [G loss: 3.840213, KL div.: 3.840213, FID: 0.000000]
4/4 [==============================] - 0s 944us/step
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2600 [D loss: 0.324760, acc.: 85.55%, KL div.: 0.162092] [G loss: 3.782403, KL div.: 3.782403, FID: 90.034190]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 71ms/step
2601 [D loss: 0.257105, acc.: 90.62%, KL div.: 0.174903] [G loss: 3.464911, KL div.: 3.464911, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2602 [D loss: 0.385247, acc.: 83.98%, KL div.: 0.195681] [G loss: 3.566593, KL div.: 3.566593, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
2603 [D loss: 0.246266, acc.: 88.67%, KL div.: 0.153927] [G loss: 3.390795, KL div.: 3.390795, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
2604 [D loss: 0.290164, acc.: 89.06%, KL div.: 0.129173] [G loss: 3.907529, KL div.: 3.907529, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2605 [D loss: 0.327047, acc.: 84.77%, KL div.: 0.199836] [G loss: 4.036604, KL div.: 4.036604, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2606 [D loss: 0.466406, acc.: 77.73%, KL div.: 0.225613] [G loss: 3.683430, KL div.: 3.683430, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2607 [D loss: 0.310347, acc.: 84.77%, KL div.: 0.175292] [G loss: 3.968443, KL div.: 3.968443, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
2608 [D loss: 0.248708, acc.: 91.02%, KL div.: 0.156202] [G loss: 3.919288, KL div.: 3.919288, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
2609 [D loss: 0.241086, acc.: 91.41%, KL div.: 0.126941] [G loss: 3.747823, KL div.: 3.747823, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2610 [D loss: 0.375500, acc.: 84.38%, KL div.: 0.219038] [G loss: 3.442195, KL div.: 3.442195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2611 [D loss: 0.276897, acc.: 88.28%, KL div.: 0.161018] [G loss: 3.925749, KL div.: 3.925749, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2612 [D loss: 0.239151, acc.: 87.89%, KL div.: 0.110413] [G loss: 4.142590, KL div.: 4.142590, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
2613 [D loss: 0.285516, acc.: 89.06%, KL div.: 0.151240] [G loss: 4.004458, KL div.: 4.004458, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2614 [D loss: 0.306627, acc.: 85.94%, KL div.: 0.191751] [G loss: 3.862318, KL div.: 3.862318, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2615 [D loss: 0.253049, acc.: 90.23%, KL div.: 0.139692] [G loss: 3.806576, KL div.: 3.806576, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2616 [D loss: 0.253536, acc.: 89.45%, KL div.: 0.119562] [G loss: 4.087667, KL div.: 4.087667, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2617 [D loss: 0.264073, acc.: 90.23%, KL div.: 0.165367] [G loss: 3.849255, KL div.: 3.849255, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2618 [D loss: 0.325707, acc.: 86.33%, KL div.: 0.178712] [G loss: 3.613511, KL div.: 3.613511, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
2619 [D loss: 0.186454, acc.: 93.36%, KL div.: 0.081038] [G loss: 3.656076, KL div.: 3.656076, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
2620 [D loss: 0.316323, acc.: 88.67%, KL div.: 0.173458] [G loss: 3.708649, KL div.: 3.708649, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2621 [D loss: 0.279165, acc.: 86.72%, KL div.: 0.141938] [G loss: 3.974059, KL div.: 3.974059, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
2622 [D loss: 0.302282, acc.: 87.11%, KL div.: 0.157843] [G loss: 3.839152, KL div.: 3.839152, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2623 [D loss: 0.314453, acc.: 87.89%, KL div.: 0.204986] [G loss: 3.887600, KL div.: 3.887601, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2624 [D loss: 0.281588, acc.: 88.67%, KL div.: 0.147113] [G loss: 4.109221, KL div.: 4.109221, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2625 [D loss: 0.340840, acc.: 86.72%, KL div.: 0.194735] [G loss: 3.571819, KL div.: 3.571819, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2626 [D loss: 0.353258, acc.: 83.59%, KL div.: 0.210846] [G loss: 3.662605, KL div.: 3.662605, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
2627 [D loss: 0.224492, acc.: 90.62%, KL div.: 0.120076] [G loss: 3.919733, KL div.: 3.919734, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2628 [D loss: 0.375193, acc.: 82.03%, KL div.: 0.200717] [G loss: 3.708890, KL div.: 3.708890, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2629 [D loss: 0.256095, acc.: 87.89%, KL div.: 0.140285] [G loss: 4.504506, KL div.: 4.504506, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2630 [D loss: 0.360858, acc.: 84.77%, KL div.: 0.232233] [G loss: 3.552312, KL div.: 3.552312, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2631 [D loss: 0.229346, acc.: 89.84%, KL div.: 0.121114] [G loss: 3.601007, KL div.: 3.601007, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2632 [D loss: 0.253818, acc.: 91.02%, KL div.: 0.134785] [G loss: 3.859650, KL div.: 3.859650, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2633 [D loss: 0.350002, acc.: 85.16%, KL div.: 0.179816] [G loss: 3.997843, KL div.: 3.997843, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2634 [D loss: 0.229220, acc.: 89.84%, KL div.: 0.131738] [G loss: 4.198802, KL div.: 4.198802, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2635 [D loss: 0.277198, acc.: 88.28%, KL div.: 0.184418] [G loss: 3.629322, KL div.: 3.629322, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2636 [D loss: 0.264953, acc.: 89.45%, KL div.: 0.152010] [G loss: 3.222796, KL div.: 3.222796, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2637 [D loss: 0.311850, acc.: 87.11%, KL div.: 0.149023] [G loss: 3.768088, KL div.: 3.768088, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2638 [D loss: 0.329199, acc.: 85.55%, KL div.: 0.183419] [G loss: 4.009337, KL div.: 4.005230, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2639 [D loss: 0.279017, acc.: 89.84%, KL div.: 0.203117] [G loss: 3.804304, KL div.: 3.804304, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2640 [D loss: 0.372852, acc.: 84.77%, KL div.: 0.175000] [G loss: 3.527885, KL div.: 3.527885, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2641 [D loss: 0.311733, acc.: 87.11%, KL div.: 0.173836] [G loss: 4.094381, KL div.: 4.094381, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2642 [D loss: 0.295939, acc.: 88.67%, KL div.: 0.189435] [G loss: 3.808433, KL div.: 3.808433, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2643 [D loss: 0.340525, acc.: 85.55%, KL div.: 0.219175] [G loss: 3.314566, KL div.: 3.314566, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2644 [D loss: 0.297320, acc.: 87.50%, KL div.: 0.104272] [G loss: 4.043807, KL div.: 4.043807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2645 [D loss: 0.219074, acc.: 90.23%, KL div.: 0.147197] [G loss: 4.037344, KL div.: 4.037344, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
2646 [D loss: 0.397692, acc.: 85.55%, KL div.: 0.232042] [G loss: 3.852121, KL div.: 3.852121, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2647 [D loss: 0.249481, acc.: 90.62%, KL div.: 0.166213] [G loss: 3.792922, KL div.: 3.792922, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2648 [D loss: 0.288313, acc.: 89.84%, KL div.: 0.156663] [G loss: 3.656924, KL div.: 3.656924, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2649 [D loss: 0.293281, acc.: 84.77%, KL div.: 0.158341] [G loss: 3.663457, KL div.: 3.663457, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2650 [D loss: 0.281953, acc.: 89.45%, KL div.: 0.197545] [G loss: 3.480397, KL div.: 3.480397, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2651 [D loss: 0.346094, acc.: 83.20%, KL div.: 0.143387] [G loss: 3.710357, KL div.: 3.710357, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2652 [D loss: 0.243576, acc.: 90.62%, KL div.: 0.160461] [G loss: 4.315341, KL div.: 4.315341, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2653 [D loss: 0.333830, acc.: 85.16%, KL div.: 0.225598] [G loss: 3.506575, KL div.: 3.506575, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2654 [D loss: 0.354277, acc.: 86.33%, KL div.: 0.175996] [G loss: 3.615654, KL div.: 3.615654, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2655 [D loss: 0.214653, acc.: 90.23%, KL div.: 0.110689] [G loss: 3.937085, KL div.: 3.937085, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2656 [D loss: 0.306767, acc.: 84.77%, KL div.: 0.191493] [G loss: 3.429588, KL div.: 3.429588, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2657 [D loss: 0.355960, acc.: 83.98%, KL div.: 0.181449] [G loss: 4.031260, KL div.: 4.031260, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2658 [D loss: 0.282653, acc.: 89.84%, KL div.: 0.192508] [G loss: 3.878052, KL div.: 3.878052, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
2659 [D loss: 0.398280, acc.: 82.03%, KL div.: 0.218227] [G loss: 3.251521, KL div.: 3.251521, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2660 [D loss: 0.231573, acc.: 90.23%, KL div.: 0.130040] [G loss: 4.126157, KL div.: 4.126157, FID: 0.000000]
4/4 [==============================] - 0s 31ms/step
2661 [D loss: 0.286399, acc.: 89.06%, KL div.: 0.166175] [G loss: 3.749280, KL div.: 3.749280, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2662 [D loss: 0.274789, acc.: 88.28%, KL div.: 0.155765] [G loss: 3.397806, KL div.: 3.397806, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2663 [D loss: 0.230794, acc.: 91.02%, KL div.: 0.124145] [G loss: 3.715929, KL div.: 3.715929, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2664 [D loss: 0.202914, acc.: 92.97%, KL div.: 0.099600] [G loss: 3.914302, KL div.: 3.914302, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2665 [D loss: 0.271634, acc.: 87.11%, KL div.: 0.169983] [G loss: 3.998785, KL div.: 3.998785, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
2666 [D loss: 0.289133, acc.: 88.28%, KL div.: 0.144751] [G loss: 3.506949, KL div.: 3.506949, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2667 [D loss: 0.314267, acc.: 86.33%, KL div.: 0.160652] [G loss: 3.916509, KL div.: 3.916509, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2668 [D loss: 0.325914, acc.: 87.11%, KL div.: 0.208738] [G loss: 3.389874, KL div.: 3.389874, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2669 [D loss: 0.239806, acc.: 89.45%, KL div.: 0.113475] [G loss: 3.982634, KL div.: 3.982634, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2670 [D loss: 0.312906, acc.: 87.11%, KL div.: 0.176881] [G loss: 3.695742, KL div.: 3.695742, FID: 0.000000]
4/4 [==============================] - 0s 17ms/step
2671 [D loss: 0.286972, acc.: 88.28%, KL div.: 0.170205] [G loss: 3.780663, KL div.: 3.780663, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2672 [D loss: 0.279080, acc.: 86.72%, KL div.: 0.148230] [G loss: 3.655781, KL div.: 3.655781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2673 [D loss: 0.294477, acc.: 87.11%, KL div.: 0.175995] [G loss: 3.652348, KL div.: 3.652348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2674 [D loss: 0.273834, acc.: 90.23%, KL div.: 0.142435] [G loss: 3.832506, KL div.: 3.828255, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2675 [D loss: 0.302736, acc.: 86.72%, KL div.: 0.197004] [G loss: 3.675997, KL div.: 3.675997, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2676 [D loss: 0.255702, acc.: 89.45%, KL div.: 0.117923] [G loss: 3.493265, KL div.: 3.493265, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2677 [D loss: 0.268028, acc.: 88.28%, KL div.: 0.151090] [G loss: 3.515291, KL div.: 3.515291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2678 [D loss: 0.221534, acc.: 91.02%, KL div.: 0.130982] [G loss: 3.428754, KL div.: 3.428754, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2679 [D loss: 0.283942, acc.: 87.50%, KL div.: 0.158345] [G loss: 3.554610, KL div.: 3.554610, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2680 [D loss: 0.279763, acc.: 90.23%, KL div.: 0.153776] [G loss: 3.533419, KL div.: 3.533419, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2681 [D loss: 0.247558, acc.: 89.84%, KL div.: 0.119055] [G loss: 3.525986, KL div.: 3.525986, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2682 [D loss: 0.208439, acc.: 90.62%, KL div.: 0.119474] [G loss: 4.083070, KL div.: 4.083070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2683 [D loss: 0.300199, acc.: 87.89%, KL div.: 0.188493] [G loss: 3.526700, KL div.: 3.526700, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2684 [D loss: 0.249623, acc.: 89.06%, KL div.: 0.119623] [G loss: 3.802798, KL div.: 3.802798, FID: 0.000000]
4/4 [==============================] - 0s 18ms/step
2685 [D loss: 0.290065, acc.: 87.50%, KL div.: 0.189702] [G loss: 3.469837, KL div.: 3.469837, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2686 [D loss: 0.240175, acc.: 89.45%, KL div.: 0.100827] [G loss: 4.202883, KL div.: 4.202883, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2687 [D loss: 0.280180, acc.: 86.72%, KL div.: 0.156873] [G loss: 3.774885, KL div.: 3.774885, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2688 [D loss: 0.280105, acc.: 87.50%, KL div.: 0.140562] [G loss: 3.720599, KL div.: 3.720599, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2689 [D loss: 0.287632, acc.: 86.72%, KL div.: 0.186834] [G loss: 3.429652, KL div.: 3.429652, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2690 [D loss: 0.343299, acc.: 83.59%, KL div.: 0.156140] [G loss: 3.647053, KL div.: 3.647053, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2691 [D loss: 0.360145, acc.: 84.77%, KL div.: 0.214705] [G loss: 3.631144, KL div.: 3.631144, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2692 [D loss: 0.264048, acc.: 89.06%, KL div.: 0.168633] [G loss: 4.024018, KL div.: 4.024019, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2693 [D loss: 0.328946, acc.: 87.11%, KL div.: 0.176032] [G loss: 3.321726, KL div.: 3.321726, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2694 [D loss: 0.403096, acc.: 80.08%, KL div.: 0.180860] [G loss: 3.685431, KL div.: 3.685430, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2695 [D loss: 0.287842, acc.: 88.28%, KL div.: 0.204542] [G loss: 3.906389, KL div.: 3.906389, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2696 [D loss: 0.411372, acc.: 79.30%, KL div.: 0.184036] [G loss: 3.826274, KL div.: 3.826274, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2697 [D loss: 0.247527, acc.: 88.28%, KL div.: 0.163587] [G loss: 4.129354, KL div.: 4.129354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2698 [D loss: 0.289548, acc.: 86.33%, KL div.: 0.188250] [G loss: 3.634734, KL div.: 3.634734, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2699 [D loss: 0.228982, acc.: 92.19%, KL div.: 0.113723] [G loss: 3.609531, KL div.: 3.609531, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
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2700 [D loss: 0.214669, acc.: 92.97%, KL div.: 0.123243] [G loss: 4.014498, KL div.: 4.014498, FID: 89.597584]
1/1 [==============================] - 0s 31ms/step
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2701 [D loss: 0.275132, acc.: 86.72%, KL div.: 0.132088] [G loss: 3.820056, KL div.: 3.820056, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2702 [D loss: 0.221288, acc.: 90.62%, KL div.: 0.112860] [G loss: 4.120337, KL div.: 4.120337, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2703 [D loss: 0.247512, acc.: 89.45%, KL div.: 0.189279] [G loss: 3.519648, KL div.: 3.519648, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2704 [D loss: 0.232822, acc.: 91.02%, KL div.: 0.096519] [G loss: 3.636996, KL div.: 3.636996, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2705 [D loss: 0.312560, acc.: 85.94%, KL div.: 0.152654] [G loss: 3.976590, KL div.: 3.976590, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2706 [D loss: 0.233409, acc.: 92.19%, KL div.: 0.155050] [G loss: 3.763504, KL div.: 3.763503, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2707 [D loss: 0.242538, acc.: 91.02%, KL div.: 0.152587] [G loss: 3.491164, KL div.: 3.491164, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2708 [D loss: 0.165402, acc.: 94.92%, KL div.: 0.075168] [G loss: 4.006571, KL div.: 4.006571, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2709 [D loss: 0.245969, acc.: 89.45%, KL div.: 0.145095] [G loss: 4.231962, KL div.: 4.231962, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2710 [D loss: 0.226991, acc.: 88.67%, KL div.: 0.119110] [G loss: 3.956102, KL div.: 3.956102, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2711 [D loss: 0.232757, acc.: 90.23%, KL div.: 0.120728] [G loss: 3.849521, KL div.: 3.849521, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
2712 [D loss: 0.256680, acc.: 90.23%, KL div.: 0.145606] [G loss: 4.225372, KL div.: 4.225372, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2713 [D loss: 0.260579, acc.: 89.45%, KL div.: 0.153550] [G loss: 4.040734, KL div.: 4.040734, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2714 [D loss: 0.267516, acc.: 87.11%, KL div.: 0.121000] [G loss: 3.783979, KL div.: 3.783979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2715 [D loss: 0.238367, acc.: 90.62%, KL div.: 0.156377] [G loss: 3.813249, KL div.: 3.813249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2716 [D loss: 0.257679, acc.: 87.89%, KL div.: 0.117710] [G loss: 3.925249, KL div.: 3.925249, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2717 [D loss: 0.205337, acc.: 93.36%, KL div.: 0.113167] [G loss: 3.695814, KL div.: 3.695814, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2718 [D loss: 0.314255, acc.: 85.94%, KL div.: 0.182010] [G loss: 3.755247, KL div.: 3.755247, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
2719 [D loss: 0.184980, acc.: 92.58%, KL div.: 0.091106] [G loss: 3.893393, KL div.: 3.893393, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2720 [D loss: 0.285548, acc.: 87.89%, KL div.: 0.159004] [G loss: 3.626678, KL div.: 3.626678, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
2721 [D loss: 0.260776, acc.: 88.28%, KL div.: 0.127120] [G loss: 3.879082, KL div.: 3.879081, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2722 [D loss: 0.295562, acc.: 88.28%, KL div.: 0.173870] [G loss: 3.578262, KL div.: 3.578262, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2723 [D loss: 0.299754, acc.: 87.50%, KL div.: 0.151352] [G loss: 3.736447, KL div.: 3.736447, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2724 [D loss: 0.251032, acc.: 88.28%, KL div.: 0.166456] [G loss: 3.537764, KL div.: 3.537764, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2725 [D loss: 0.307080, acc.: 86.72%, KL div.: 0.147651] [G loss: 3.817424, KL div.: 3.817424, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2726 [D loss: 0.213737, acc.: 91.80%, KL div.: 0.122908] [G loss: 3.889448, KL div.: 3.889448, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2727 [D loss: 0.460801, acc.: 79.30%, KL div.: 0.292752] [G loss: 3.035773, KL div.: 3.035773, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2728 [D loss: 0.287044, acc.: 87.11%, KL div.: 0.125723] [G loss: 3.721261, KL div.: 3.721261, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2729 [D loss: 0.318409, acc.: 87.11%, KL div.: 0.192515] [G loss: 3.249054, KL div.: 3.249054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2730 [D loss: 0.265013, acc.: 90.23%, KL div.: 0.188840] [G loss: 3.339240, KL div.: 3.339240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2731 [D loss: 0.314443, acc.: 85.94%, KL div.: 0.128229] [G loss: 3.877929, KL div.: 3.877929, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2732 [D loss: 0.238413, acc.: 91.02%, KL div.: 0.164360] [G loss: 3.815146, KL div.: 3.815146, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2733 [D loss: 0.360560, acc.: 82.81%, KL div.: 0.197345] [G loss: 3.676175, KL div.: 3.675201, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2734 [D loss: 0.300278, acc.: 87.89%, KL div.: 0.193023] [G loss: 3.554346, KL div.: 3.554346, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2735 [D loss: 0.150226, acc.: 94.53%, KL div.: 0.076029] [G loss: 4.152083, KL div.: 4.152083, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2736 [D loss: 0.298273, acc.: 89.06%, KL div.: 0.197811] [G loss: 3.572751, KL div.: 3.572751, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2737 [D loss: 0.343047, acc.: 85.16%, KL div.: 0.147838] [G loss: 3.515318, KL div.: 3.515318, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2738 [D loss: 0.250921, acc.: 89.84%, KL div.: 0.149918] [G loss: 3.845881, KL div.: 3.845881, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2739 [D loss: 0.201526, acc.: 91.80%, KL div.: 0.112850] [G loss: 3.740366, KL div.: 3.740366, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2740 [D loss: 0.357758, acc.: 85.55%, KL div.: 0.186130] [G loss: 3.556127, KL div.: 3.556127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2741 [D loss: 0.248269, acc.: 90.23%, KL div.: 0.153924] [G loss: 4.204153, KL div.: 4.204153, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2742 [D loss: 0.274861, acc.: 88.28%, KL div.: 0.153242] [G loss: 3.653386, KL div.: 3.653386, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2743 [D loss: 0.265797, acc.: 89.06%, KL div.: 0.184785] [G loss: 3.625583, KL div.: 3.625583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2744 [D loss: 0.312729, acc.: 86.33%, KL div.: 0.144360] [G loss: 3.761983, KL div.: 3.761982, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2745 [D loss: 0.215409, acc.: 90.62%, KL div.: 0.146712] [G loss: 4.145615, KL div.: 4.145615, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2746 [D loss: 0.310509, acc.: 87.89%, KL div.: 0.170804] [G loss: 3.661910, KL div.: 3.661910, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
2747 [D loss: 0.294114, acc.: 90.23%, KL div.: 0.183418] [G loss: 3.484517, KL div.: 3.484517, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2748 [D loss: 0.246422, acc.: 89.06%, KL div.: 0.154422] [G loss: 3.682225, KL div.: 3.682225, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
2749 [D loss: 0.320044, acc.: 88.28%, KL div.: 0.177875] [G loss: 3.581353, KL div.: 3.581353, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2750 [D loss: 0.337128, acc.: 85.55%, KL div.: 0.183406] [G loss: 3.458724, KL div.: 3.458724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2751 [D loss: 0.350003, acc.: 85.94%, KL div.: 0.228468] [G loss: 3.514762, KL div.: 3.514762, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2752 [D loss: 0.268373, acc.: 89.45%, KL div.: 0.177859] [G loss: 3.734135, KL div.: 3.734135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2753 [D loss: 0.252207, acc.: 88.28%, KL div.: 0.105860] [G loss: 3.710525, KL div.: 3.710525, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
2754 [D loss: 0.302441, acc.: 88.67%, KL div.: 0.193881] [G loss: 3.806040, KL div.: 3.806041, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2755 [D loss: 0.294264, acc.: 88.67%, KL div.: 0.159806] [G loss: 3.875903, KL div.: 3.875903, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2756 [D loss: 0.240175, acc.: 92.19%, KL div.: 0.131133] [G loss: 3.405315, KL div.: 3.405315, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2757 [D loss: 0.387320, acc.: 82.42%, KL div.: 0.225159] [G loss: 3.433418, KL div.: 3.433418, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2758 [D loss: 0.239966, acc.: 89.84%, KL div.: 0.115511] [G loss: 3.653339, KL div.: 3.653339, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2759 [D loss: 0.361596, acc.: 85.16%, KL div.: 0.231687] [G loss: 3.378991, KL div.: 3.378991, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2760 [D loss: 0.163784, acc.: 93.75%, KL div.: 0.063659] [G loss: 4.108047, KL div.: 4.108047, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2761 [D loss: 0.357838, acc.: 86.72%, KL div.: 0.255755] [G loss: 3.403193, KL div.: 3.403192, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2762 [D loss: 0.320649, acc.: 87.11%, KL div.: 0.167513] [G loss: 3.647650, KL div.: 3.647650, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2763 [D loss: 0.272926, acc.: 87.11%, KL div.: 0.141924] [G loss: 4.197217, KL div.: 4.197217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2764 [D loss: 0.325678, acc.: 87.50%, KL div.: 0.217223] [G loss: 3.518188, KL div.: 3.518189, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2765 [D loss: 0.229249, acc.: 89.84%, KL div.: 0.126098] [G loss: 3.501110, KL div.: 3.501110, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2766 [D loss: 0.331443, acc.: 87.89%, KL div.: 0.211145] [G loss: 3.010019, KL div.: 3.010019, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2767 [D loss: 0.286990, acc.: 84.77%, KL div.: 0.121247] [G loss: 3.816604, KL div.: 3.816604, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2768 [D loss: 0.235001, acc.: 92.58%, KL div.: 0.154902] [G loss: 4.342789, KL div.: 4.342789, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2769 [D loss: 0.252056, acc.: 91.02%, KL div.: 0.148398] [G loss: 3.753642, KL div.: 3.753642, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2770 [D loss: 0.245767, acc.: 91.80%, KL div.: 0.138046] [G loss: 3.720932, KL div.: 3.720932, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2771 [D loss: 0.231229, acc.: 89.45%, KL div.: 0.130894] [G loss: 4.093572, KL div.: 4.093572, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2772 [D loss: 0.208990, acc.: 91.80%, KL div.: 0.137653] [G loss: 3.825421, KL div.: 3.825421, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2773 [D loss: 0.282517, acc.: 88.28%, KL div.: 0.149912] [G loss: 3.498260, KL div.: 3.498260, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2774 [D loss: 0.348666, acc.: 83.59%, KL div.: 0.209721] [G loss: 3.473092, KL div.: 3.473092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2775 [D loss: 0.290938, acc.: 85.55%, KL div.: 0.128312] [G loss: 3.690991, KL div.: 3.690991, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2776 [D loss: 0.275936, acc.: 87.50%, KL div.: 0.170020] [G loss: 3.455091, KL div.: 3.455091, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2777 [D loss: 0.170944, acc.: 93.75%, KL div.: 0.083208] [G loss: 3.846707, KL div.: 3.846707, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2778 [D loss: 0.373395, acc.: 85.16%, KL div.: 0.243375] [G loss: 3.510128, KL div.: 3.510128, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2779 [D loss: 0.252322, acc.: 89.84%, KL div.: 0.117309] [G loss: 3.491015, KL div.: 3.491015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2780 [D loss: 0.255034, acc.: 90.23%, KL div.: 0.151541] [G loss: 3.598485, KL div.: 3.598485, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2781 [D loss: 0.354434, acc.: 85.55%, KL div.: 0.192539] [G loss: 3.905532, KL div.: 3.905532, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2782 [D loss: 0.292448, acc.: 85.16%, KL div.: 0.160286] [G loss: 3.732486, KL div.: 3.732486, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2783 [D loss: 0.260326, acc.: 90.62%, KL div.: 0.171209] [G loss: 3.704192, KL div.: 3.704192, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2784 [D loss: 0.346941, acc.: 85.16%, KL div.: 0.185949] [G loss: 3.442381, KL div.: 3.442381, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2785 [D loss: 0.247300, acc.: 90.62%, KL div.: 0.090579] [G loss: 4.225493, KL div.: 4.225493, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2786 [D loss: 0.344839, acc.: 85.94%, KL div.: 0.265082] [G loss: 3.447783, KL div.: 3.447784, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2787 [D loss: 0.380428, acc.: 80.86%, KL div.: 0.126302] [G loss: 3.786223, KL div.: 3.786223, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2788 [D loss: 0.321131, acc.: 85.55%, KL div.: 0.239896] [G loss: 3.639299, KL div.: 3.639299, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2789 [D loss: 0.340613, acc.: 84.38%, KL div.: 0.157200] [G loss: 3.653432, KL div.: 3.653432, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2790 [D loss: 0.291224, acc.: 88.67%, KL div.: 0.172584] [G loss: 3.914891, KL div.: 3.914891, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2791 [D loss: 0.380677, acc.: 83.98%, KL div.: 0.238854] [G loss: 3.485713, KL div.: 3.485713, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2792 [D loss: 0.265634, acc.: 89.45%, KL div.: 0.140206] [G loss: 4.118679, KL div.: 4.118679, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
2793 [D loss: 0.305023, acc.: 86.33%, KL div.: 0.199591] [G loss: 3.024955, KL div.: 3.024955, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2794 [D loss: 0.322989, acc.: 85.16%, KL div.: 0.131500] [G loss: 3.919528, KL div.: 3.919528, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2795 [D loss: 0.325295, acc.: 87.89%, KL div.: 0.231920] [G loss: 3.687612, KL div.: 3.687612, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2796 [D loss: 0.259350, acc.: 87.89%, KL div.: 0.129792] [G loss: 3.543618, KL div.: 3.543618, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2797 [D loss: 0.309253, acc.: 86.33%, KL div.: 0.156297] [G loss: 3.531221, KL div.: 3.531221, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2798 [D loss: 0.232882, acc.: 91.02%, KL div.: 0.140113] [G loss: 3.649437, KL div.: 3.649437, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2799 [D loss: 0.271969, acc.: 89.06%, KL div.: 0.154883] [G loss: 3.654726, KL div.: 3.654726, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 63ms/step
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2800 [D loss: 0.327400, acc.: 86.33%, KL div.: 0.198751] [G loss: 3.492498, KL div.: 3.492498, FID: 89.510042]
1/1 [==============================] - 0s 21ms/step
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2801 [D loss: 0.236385, acc.: 91.80%, KL div.: 0.131682] [G loss: 3.580308, KL div.: 3.580308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2802 [D loss: 0.297565, acc.: 87.11%, KL div.: 0.141119] [G loss: 3.647989, KL div.: 3.647989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2803 [D loss: 0.283759, acc.: 86.72%, KL div.: 0.162827] [G loss: 4.093629, KL div.: 4.093629, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2804 [D loss: 0.359059, acc.: 83.59%, KL div.: 0.224290] [G loss: 3.780045, KL div.: 3.780045, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2805 [D loss: 0.316189, acc.: 87.89%, KL div.: 0.180744] [G loss: 3.577773, KL div.: 3.577773, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2806 [D loss: 0.282022, acc.: 89.45%, KL div.: 0.195648] [G loss: 3.457180, KL div.: 3.457180, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2807 [D loss: 0.277976, acc.: 86.72%, KL div.: 0.122913] [G loss: 3.575123, KL div.: 3.575123, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2808 [D loss: 0.215608, acc.: 90.62%, KL div.: 0.136061] [G loss: 3.591030, KL div.: 3.591030, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2809 [D loss: 0.244558, acc.: 91.80%, KL div.: 0.163290] [G loss: 3.603833, KL div.: 3.603833, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2810 [D loss: 0.343180, acc.: 85.16%, KL div.: 0.154869] [G loss: 3.562379, KL div.: 3.562379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2811 [D loss: 0.171561, acc.: 92.97%, KL div.: 0.105444] [G loss: 3.917135, KL div.: 3.917135, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
2812 [D loss: 0.277580, acc.: 87.11%, KL div.: 0.162366] [G loss: 3.300289, KL div.: 3.300289, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2813 [D loss: 0.295050, acc.: 87.11%, KL div.: 0.145785] [G loss: 3.713599, KL div.: 3.713599, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2814 [D loss: 0.241412, acc.: 90.23%, KL div.: 0.137897] [G loss: 3.566549, KL div.: 3.566549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2815 [D loss: 0.280829, acc.: 88.67%, KL div.: 0.141221] [G loss: 3.769971, KL div.: 3.769971, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2816 [D loss: 0.188468, acc.: 92.19%, KL div.: 0.135311] [G loss: 3.797514, KL div.: 3.797514, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2817 [D loss: 0.188621, acc.: 93.75%, KL div.: 0.110667] [G loss: 3.394911, KL div.: 3.394911, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2818 [D loss: 0.212491, acc.: 91.80%, KL div.: 0.076877] [G loss: 3.943322, KL div.: 3.943322, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2819 [D loss: 0.224072, acc.: 90.23%, KL div.: 0.154425] [G loss: 3.670197, KL div.: 3.670197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2820 [D loss: 0.234468, acc.: 91.02%, KL div.: 0.119683] [G loss: 3.628395, KL div.: 3.628395, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2821 [D loss: 0.266773, acc.: 89.84%, KL div.: 0.127310] [G loss: 3.641750, KL div.: 3.641750, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2822 [D loss: 0.289363, acc.: 86.72%, KL div.: 0.181518] [G loss: 3.891907, KL div.: 3.891907, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2823 [D loss: 0.355805, acc.: 83.59%, KL div.: 0.178315] [G loss: 3.239844, KL div.: 3.239844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2824 [D loss: 0.286196, acc.: 87.50%, KL div.: 0.145591] [G loss: 3.947647, KL div.: 3.947647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2825 [D loss: 0.243023, acc.: 90.23%, KL div.: 0.185296] [G loss: 3.463917, KL div.: 3.463917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2826 [D loss: 0.328523, acc.: 86.33%, KL div.: 0.132355] [G loss: 3.807179, KL div.: 3.807179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2827 [D loss: 0.316974, acc.: 87.50%, KL div.: 0.174481] [G loss: 4.207530, KL div.: 4.207530, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2828 [D loss: 0.244561, acc.: 90.23%, KL div.: 0.178436] [G loss: 3.553820, KL div.: 3.553820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2829 [D loss: 0.300726, acc.: 89.84%, KL div.: 0.163208] [G loss: 3.133600, KL div.: 3.133600, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2830 [D loss: 0.334043, acc.: 84.38%, KL div.: 0.149975] [G loss: 3.668140, KL div.: 3.668140, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2831 [D loss: 0.247543, acc.: 89.06%, KL div.: 0.157857] [G loss: 3.983723, KL div.: 3.983723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2832 [D loss: 0.277565, acc.: 90.23%, KL div.: 0.175261] [G loss: 3.289421, KL div.: 3.289421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2833 [D loss: 0.278338, acc.: 87.11%, KL div.: 0.124754] [G loss: 3.429252, KL div.: 3.429253, FID: 0.000000]
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2834 [D loss: 0.309966, acc.: 86.33%, KL div.: 0.209982] [G loss: 3.802407, KL div.: 3.802407, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2835 [D loss: 0.341780, acc.: 84.77%, KL div.: 0.191340] [G loss: 3.668209, KL div.: 3.668209, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2836 [D loss: 0.466792, acc.: 77.34%, KL div.: 0.213110] [G loss: 3.676696, KL div.: 3.676696, FID: 0.000000]
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2837 [D loss: 0.279566, acc.: 88.67%, KL div.: 0.192115] [G loss: 4.088474, KL div.: 4.088474, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2838 [D loss: 0.330617, acc.: 87.11%, KL div.: 0.209158] [G loss: 3.847768, KL div.: 3.847768, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2839 [D loss: 0.447355, acc.: 77.73%, KL div.: 0.202023] [G loss: 3.323094, KL div.: 3.323094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2840 [D loss: 0.301137, acc.: 89.06%, KL div.: 0.211605] [G loss: 3.479310, KL div.: 3.479310, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2841 [D loss: 0.199596, acc.: 92.19%, KL div.: 0.113071] [G loss: 3.436099, KL div.: 3.436099, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2842 [D loss: 0.344116, acc.: 85.55%, KL div.: 0.179953] [G loss: 3.675874, KL div.: 3.675874, FID: 0.000000]
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2843 [D loss: 0.279834, acc.: 89.84%, KL div.: 0.153156] [G loss: 4.253617, KL div.: 4.253617, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2844 [D loss: 0.245945, acc.: 89.06%, KL div.: 0.165901] [G loss: 3.584445, KL div.: 3.584446, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2845 [D loss: 0.417742, acc.: 79.69%, KL div.: 0.155736] [G loss: 4.152328, KL div.: 4.152328, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2846 [D loss: 0.322970, acc.: 86.33%, KL div.: 0.248984] [G loss: 3.490986, KL div.: 3.490986, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2847 [D loss: 0.245336, acc.: 89.45%, KL div.: 0.128510] [G loss: 3.448951, KL div.: 3.448951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2848 [D loss: 0.417320, acc.: 81.64%, KL div.: 0.232799] [G loss: 3.422291, KL div.: 3.422291, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2849 [D loss: 0.241460, acc.: 90.62%, KL div.: 0.123152] [G loss: 4.069492, KL div.: 4.069492, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2850 [D loss: 0.412385, acc.: 80.86%, KL div.: 0.241821] [G loss: 3.453614, KL div.: 3.453614, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2851 [D loss: 0.310261, acc.: 84.38%, KL div.: 0.181560] [G loss: 3.456127, KL div.: 3.456127, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2852 [D loss: 0.205658, acc.: 92.19%, KL div.: 0.125112] [G loss: 4.043872, KL div.: 4.043872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2853 [D loss: 0.267880, acc.: 90.62%, KL div.: 0.171174] [G loss: 3.474171, KL div.: 3.474171, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2854 [D loss: 0.384389, acc.: 81.64%, KL div.: 0.176901] [G loss: 3.427843, KL div.: 3.427843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2855 [D loss: 0.243101, acc.: 90.23%, KL div.: 0.155452] [G loss: 3.873440, KL div.: 3.873440, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2856 [D loss: 0.359644, acc.: 87.11%, KL div.: 0.241982] [G loss: 2.945155, KL div.: 2.945155, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2857 [D loss: 0.370828, acc.: 82.03%, KL div.: 0.152447] [G loss: 3.449473, KL div.: 3.449473, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2858 [D loss: 0.230610, acc.: 91.80%, KL div.: 0.151681] [G loss: 4.222206, KL div.: 4.222206, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2859 [D loss: 0.248990, acc.: 90.23%, KL div.: 0.159508] [G loss: 3.404230, KL div.: 3.404230, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2860 [D loss: 0.324601, acc.: 85.94%, KL div.: 0.164572] [G loss: 3.385093, KL div.: 3.385093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2861 [D loss: 0.261246, acc.: 89.84%, KL div.: 0.172609] [G loss: 3.533337, KL div.: 3.533337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2862 [D loss: 0.275909, acc.: 90.23%, KL div.: 0.148109] [G loss: 3.391436, KL div.: 3.391436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2863 [D loss: 0.347269, acc.: 84.38%, KL div.: 0.183609] [G loss: 3.904434, KL div.: 3.904434, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2864 [D loss: 0.350612, acc.: 86.33%, KL div.: 0.228500] [G loss: 3.899581, KL div.: 3.899581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2865 [D loss: 0.304351, acc.: 86.33%, KL div.: 0.166573] [G loss: 3.440591, KL div.: 3.440591, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2866 [D loss: 0.325469, acc.: 84.38%, KL div.: 0.163478] [G loss: 3.564899, KL div.: 3.564899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2867 [D loss: 0.274826, acc.: 89.45%, KL div.: 0.170070] [G loss: 4.105619, KL div.: 4.105619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2868 [D loss: 0.299176, acc.: 89.06%, KL div.: 0.190996] [G loss: 3.454859, KL div.: 3.454859, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2869 [D loss: 0.295126, acc.: 86.33%, KL div.: 0.132220] [G loss: 3.589834, KL div.: 3.589834, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2870 [D loss: 0.246328, acc.: 90.23%, KL div.: 0.159476] [G loss: 3.464374, KL div.: 3.464374, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2871 [D loss: 0.330689, acc.: 83.59%, KL div.: 0.158806] [G loss: 3.781024, KL div.: 3.781024, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2872 [D loss: 0.337023, acc.: 85.16%, KL div.: 0.199777] [G loss: 3.229435, KL div.: 3.229435, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2873 [D loss: 0.309729, acc.: 84.77%, KL div.: 0.173921] [G loss: 3.740236, KL div.: 3.740236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2874 [D loss: 0.276809, acc.: 88.28%, KL div.: 0.158365] [G loss: 3.614215, KL div.: 3.614215, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
2875 [D loss: 0.287428, acc.: 89.45%, KL div.: 0.163743] [G loss: 3.882008, KL div.: 3.882008, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2876 [D loss: 0.253279, acc.: 90.62%, KL div.: 0.154431] [G loss: 3.674551, KL div.: 3.674551, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2877 [D loss: 0.255672, acc.: 89.45%, KL div.: 0.154833] [G loss: 3.630403, KL div.: 3.630403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2878 [D loss: 0.292462, acc.: 86.72%, KL div.: 0.117081] [G loss: 3.840837, KL div.: 3.840837, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2879 [D loss: 0.207767, acc.: 91.02%, KL div.: 0.147691] [G loss: 3.958592, KL div.: 3.958592, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2880 [D loss: 0.416216, acc.: 84.77%, KL div.: 0.260709] [G loss: 3.171967, KL div.: 3.171967, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2881 [D loss: 0.331077, acc.: 87.11%, KL div.: 0.171394] [G loss: 3.349605, KL div.: 3.349605, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2882 [D loss: 0.238669, acc.: 92.19%, KL div.: 0.142017] [G loss: 3.761511, KL div.: 3.761511, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2883 [D loss: 0.279313, acc.: 87.50%, KL div.: 0.151463] [G loss: 4.058655, KL div.: 4.058655, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2884 [D loss: 0.236417, acc.: 93.36%, KL div.: 0.146003] [G loss: 3.515350, KL div.: 3.515350, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2885 [D loss: 0.288004, acc.: 89.84%, KL div.: 0.139296] [G loss: 4.088780, KL div.: 4.088780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2886 [D loss: 0.191523, acc.: 91.80%, KL div.: 0.123244] [G loss: 4.303465, KL div.: 4.302691, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2887 [D loss: 0.333314, acc.: 83.20%, KL div.: 0.179913] [G loss: 3.234758, KL div.: 3.234758, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2888 [D loss: 0.200719, acc.: 91.41%, KL div.: 0.090641] [G loss: 3.820036, KL div.: 3.820036, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2889 [D loss: 0.209330, acc.: 93.36%, KL div.: 0.119143] [G loss: 3.486977, KL div.: 3.486977, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2890 [D loss: 0.345803, acc.: 82.42%, KL div.: 0.135335] [G loss: 3.971529, KL div.: 3.971529, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2891 [D loss: 0.232203, acc.: 91.80%, KL div.: 0.181882] [G loss: 4.192006, KL div.: 4.192006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2892 [D loss: 0.350218, acc.: 85.16%, KL div.: 0.214296] [G loss: 3.332467, KL div.: 3.332467, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2893 [D loss: 0.267952, acc.: 88.67%, KL div.: 0.088274] [G loss: 4.043331, KL div.: 4.043331, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2894 [D loss: 0.251930, acc.: 90.62%, KL div.: 0.182388] [G loss: 3.404708, KL div.: 3.404708, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2895 [D loss: 0.305061, acc.: 85.94%, KL div.: 0.161101] [G loss: 3.196215, KL div.: 3.196215, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2896 [D loss: 0.413405, acc.: 82.03%, KL div.: 0.193362] [G loss: 3.561586, KL div.: 3.561586, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2897 [D loss: 0.272997, acc.: 89.06%, KL div.: 0.158265] [G loss: 3.857007, KL div.: 3.857007, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2898 [D loss: 0.365917, acc.: 82.81%, KL div.: 0.227983] [G loss: 2.916033, KL div.: 2.916033, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2899 [D loss: 0.325109, acc.: 85.94%, KL div.: 0.177812] [G loss: 3.535278, KL div.: 3.535278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 1s 74ms/step
2900 [D loss: 0.208739, acc.: 90.62%, KL div.: 0.103256] [G loss: 3.635068, KL div.: 3.635068, FID: 88.308568]
1/1 [==============================] - 0s 15ms/step
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2901 [D loss: 0.424848, acc.: 82.03%, KL div.: 0.279297] [G loss: 3.251018, KL div.: 3.251018, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2902 [D loss: 0.330118, acc.: 86.33%, KL div.: 0.123479] [G loss: 4.178616, KL div.: 4.178616, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2903 [D loss: 0.299314, acc.: 87.89%, KL div.: 0.191240] [G loss: 3.814579, KL div.: 3.814579, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2904 [D loss: 0.502017, acc.: 76.95%, KL div.: 0.345477] [G loss: 2.863493, KL div.: 2.863493, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2905 [D loss: 0.338128, acc.: 83.20%, KL div.: 0.113792] [G loss: 3.606109, KL div.: 3.606109, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2906 [D loss: 0.549904, acc.: 72.27%, KL div.: 0.330860] [G loss: 3.215348, KL div.: 3.215348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2907 [D loss: 0.308307, acc.: 87.11%, KL div.: 0.193195] [G loss: 3.734559, KL div.: 3.734559, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2908 [D loss: 0.463491, acc.: 77.34%, KL div.: 0.241297] [G loss: 3.225353, KL div.: 3.225353, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2909 [D loss: 0.296217, acc.: 86.72%, KL div.: 0.171332] [G loss: 3.722363, KL div.: 3.722363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2910 [D loss: 0.546589, acc.: 76.17%, KL div.: 0.315714] [G loss: 3.360207, KL div.: 3.360207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2911 [D loss: 0.336438, acc.: 85.94%, KL div.: 0.154366] [G loss: 3.609032, KL div.: 3.609032, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2912 [D loss: 0.514835, acc.: 76.17%, KL div.: 0.324419] [G loss: 2.892742, KL div.: 2.892743, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2913 [D loss: 0.363275, acc.: 83.20%, KL div.: 0.178858] [G loss: 3.309282, KL div.: 3.309282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2914 [D loss: 0.236848, acc.: 90.23%, KL div.: 0.158198] [G loss: 3.451308, KL div.: 3.451308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2915 [D loss: 0.370378, acc.: 84.38%, KL div.: 0.228471] [G loss: 3.033990, KL div.: 3.033990, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2916 [D loss: 0.405004, acc.: 80.47%, KL div.: 0.177847] [G loss: 3.712706, KL div.: 3.712706, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2917 [D loss: 0.362920, acc.: 84.38%, KL div.: 0.256501] [G loss: 3.314957, KL div.: 3.314957, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2918 [D loss: 0.399102, acc.: 80.47%, KL div.: 0.214187] [G loss: 3.389764, KL div.: 3.389764, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2919 [D loss: 0.422981, acc.: 80.47%, KL div.: 0.220130] [G loss: 3.257139, KL div.: 3.257139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2920 [D loss: 0.393676, acc.: 82.03%, KL div.: 0.218588] [G loss: 3.695583, KL div.: 3.695583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2921 [D loss: 0.356665, acc.: 83.20%, KL div.: 0.222197] [G loss: 3.299478, KL div.: 3.299478, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2922 [D loss: 0.370488, acc.: 83.20%, KL div.: 0.208312] [G loss: 3.420255, KL div.: 3.420255, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2923 [D loss: 0.333001, acc.: 85.16%, KL div.: 0.207508] [G loss: 3.276386, KL div.: 3.276386, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2924 [D loss: 0.407351, acc.: 82.81%, KL div.: 0.181633] [G loss: 3.859293, KL div.: 3.859293, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2925 [D loss: 0.400790, acc.: 84.38%, KL div.: 0.284251] [G loss: 3.245770, KL div.: 3.245770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2926 [D loss: 0.328618, acc.: 83.59%, KL div.: 0.159029] [G loss: 3.499226, KL div.: 3.499226, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2927 [D loss: 0.319579, acc.: 84.38%, KL div.: 0.181863] [G loss: 3.431886, KL div.: 3.431886, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2928 [D loss: 0.263414, acc.: 90.62%, KL div.: 0.151653] [G loss: 3.364611, KL div.: 3.364611, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2929 [D loss: 0.272923, acc.: 88.67%, KL div.: 0.164205] [G loss: 3.269221, KL div.: 3.269221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2930 [D loss: 0.273199, acc.: 87.11%, KL div.: 0.157432] [G loss: 3.506157, KL div.: 3.506157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2931 [D loss: 0.354700, acc.: 83.98%, KL div.: 0.184695] [G loss: 3.012506, KL div.: 3.012506, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2932 [D loss: 0.243493, acc.: 91.41%, KL div.: 0.128664] [G loss: 3.644658, KL div.: 3.644658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2933 [D loss: 0.345235, acc.: 84.38%, KL div.: 0.213462] [G loss: 3.560983, KL div.: 3.560983, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2934 [D loss: 0.238102, acc.: 91.02%, KL div.: 0.099945] [G loss: 3.760942, KL div.: 3.760942, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2935 [D loss: 0.356562, acc.: 85.16%, KL div.: 0.240212] [G loss: 3.147466, KL div.: 3.147466, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2936 [D loss: 0.304226, acc.: 85.55%, KL div.: 0.147827] [G loss: 3.423337, KL div.: 3.423337, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2937 [D loss: 0.296646, acc.: 86.33%, KL div.: 0.154464] [G loss: 3.566741, KL div.: 3.566741, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2938 [D loss: 0.363707, acc.: 86.72%, KL div.: 0.240306] [G loss: 3.377301, KL div.: 3.377301, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2939 [D loss: 0.410938, acc.: 82.42%, KL div.: 0.186381] [G loss: 3.309206, KL div.: 3.309206, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2940 [D loss: 0.358283, acc.: 83.59%, KL div.: 0.239624] [G loss: 3.255547, KL div.: 3.255547, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2941 [D loss: 0.341202, acc.: 83.98%, KL div.: 0.180669] [G loss: 3.188671, KL div.: 3.188671, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2942 [D loss: 0.316933, acc.: 86.33%, KL div.: 0.165583] [G loss: 3.631889, KL div.: 3.631889, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2943 [D loss: 0.252210, acc.: 89.06%, KL div.: 0.158695] [G loss: 3.156828, KL div.: 3.156828, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2944 [D loss: 0.324331, acc.: 84.77%, KL div.: 0.156621] [G loss: 3.756318, KL div.: 3.756318, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2945 [D loss: 0.254813, acc.: 90.23%, KL div.: 0.155562] [G loss: 3.862199, KL div.: 3.862199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2946 [D loss: 0.290416, acc.: 87.50%, KL div.: 0.161875] [G loss: 3.636031, KL div.: 3.636031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2947 [D loss: 0.306013, acc.: 85.16%, KL div.: 0.180140] [G loss: 3.649269, KL div.: 3.649269, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2948 [D loss: 0.340044, acc.: 83.59%, KL div.: 0.177989] [G loss: 3.508009, KL div.: 3.508009, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2949 [D loss: 0.256498, acc.: 89.84%, KL div.: 0.172109] [G loss: 3.799430, KL div.: 3.799430, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2950 [D loss: 0.356341, acc.: 83.98%, KL div.: 0.198477] [G loss: 3.201465, KL div.: 3.201465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2951 [D loss: 0.268947, acc.: 88.28%, KL div.: 0.137497] [G loss: 3.559771, KL div.: 3.559771, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2952 [D loss: 0.272261, acc.: 89.45%, KL div.: 0.172461] [G loss: 3.413900, KL div.: 3.413900, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2953 [D loss: 0.308177, acc.: 87.11%, KL div.: 0.143057] [G loss: 3.608951, KL div.: 3.608951, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2954 [D loss: 0.295081, acc.: 85.55%, KL div.: 0.190012] [G loss: 3.694138, KL div.: 3.694138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2955 [D loss: 0.329638, acc.: 88.67%, KL div.: 0.195322] [G loss: 3.085479, KL div.: 3.085479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2956 [D loss: 0.323842, acc.: 85.16%, KL div.: 0.139074] [G loss: 3.827173, KL div.: 3.827173, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2957 [D loss: 0.348985, acc.: 86.72%, KL div.: 0.231891] [G loss: 3.332211, KL div.: 3.332211, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2958 [D loss: 0.327646, acc.: 84.38%, KL div.: 0.179051] [G loss: 3.550425, KL div.: 3.550425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2959 [D loss: 0.313712, acc.: 87.11%, KL div.: 0.169623] [G loss: 3.268429, KL div.: 3.268429, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2960 [D loss: 0.329835, acc.: 86.72%, KL div.: 0.241911] [G loss: 3.379519, KL div.: 3.379519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2961 [D loss: 0.380479, acc.: 82.03%, KL div.: 0.185118] [G loss: 3.330704, KL div.: 3.330703, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2962 [D loss: 0.278193, acc.: 87.89%, KL div.: 0.133542] [G loss: 3.926726, KL div.: 3.926726, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2963 [D loss: 0.304800, acc.: 86.33%, KL div.: 0.209799] [G loss: 3.623578, KL div.: 3.623578, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2964 [D loss: 0.274702, acc.: 88.28%, KL div.: 0.155983] [G loss: 3.506660, KL div.: 3.506660, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2965 [D loss: 0.296090, acc.: 85.94%, KL div.: 0.157203] [G loss: 3.346766, KL div.: 3.346766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2966 [D loss: 0.313677, acc.: 87.11%, KL div.: 0.160714] [G loss: 3.763862, KL div.: 3.763862, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2967 [D loss: 0.279689, acc.: 89.84%, KL div.: 0.192601] [G loss: 3.308131, KL div.: 3.308131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2968 [D loss: 0.339056, acc.: 84.77%, KL div.: 0.165815] [G loss: 3.422706, KL div.: 3.422706, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2969 [D loss: 0.210144, acc.: 91.80%, KL div.: 0.128351] [G loss: 3.618551, KL div.: 3.618551, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2970 [D loss: 0.309457, acc.: 87.11%, KL div.: 0.159069] [G loss: 3.268954, KL div.: 3.268954, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2971 [D loss: 0.232433, acc.: 91.41%, KL div.: 0.135189] [G loss: 3.456372, KL div.: 3.456372, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2972 [D loss: 0.258994, acc.: 91.80%, KL div.: 0.161504] [G loss: 3.822838, KL div.: 3.822838, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2973 [D loss: 0.249308, acc.: 91.02%, KL div.: 0.136569] [G loss: 3.680430, KL div.: 3.680431, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2974 [D loss: 0.309040, acc.: 87.11%, KL div.: 0.158515] [G loss: 3.436311, KL div.: 3.436311, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2975 [D loss: 0.382046, acc.: 83.20%, KL div.: 0.222480] [G loss: 3.655748, KL div.: 3.655748, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2976 [D loss: 0.281365, acc.: 88.28%, KL div.: 0.137069] [G loss: 3.556283, KL div.: 3.556283, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
2977 [D loss: 0.322313, acc.: 87.11%, KL div.: 0.184127] [G loss: 3.180959, KL div.: 3.180959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2978 [D loss: 0.283790, acc.: 84.38%, KL div.: 0.162024] [G loss: 3.729688, KL div.: 3.729688, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
2979 [D loss: 0.336654, acc.: 84.77%, KL div.: 0.193228] [G loss: 3.369192, KL div.: 3.369192, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2980 [D loss: 0.326354, acc.: 85.16%, KL div.: 0.149181] [G loss: 3.679406, KL div.: 3.679406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2981 [D loss: 0.357163, acc.: 83.59%, KL div.: 0.240622] [G loss: 3.453686, KL div.: 3.453686, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2982 [D loss: 0.287783, acc.: 88.28%, KL div.: 0.150046] [G loss: 3.530391, KL div.: 3.530391, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2983 [D loss: 0.361134, acc.: 82.03%, KL div.: 0.209739] [G loss: 3.263278, KL div.: 3.263278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2984 [D loss: 0.347388, acc.: 83.98%, KL div.: 0.188914] [G loss: 3.789917, KL div.: 3.789917, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2985 [D loss: 0.332490, acc.: 83.20%, KL div.: 0.209426] [G loss: 3.196256, KL div.: 3.196256, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2986 [D loss: 0.340956, acc.: 82.42%, KL div.: 0.128931] [G loss: 4.114664, KL div.: 4.114664, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
2987 [D loss: 0.407195, acc.: 81.25%, KL div.: 0.275434] [G loss: 3.531319, KL div.: 3.531319, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2988 [D loss: 0.380356, acc.: 82.42%, KL div.: 0.208817] [G loss: 3.508174, KL div.: 3.508174, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2989 [D loss: 0.308368, acc.: 87.11%, KL div.: 0.166409] [G loss: 3.607656, KL div.: 3.607656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2990 [D loss: 0.258330, acc.: 89.06%, KL div.: 0.130548] [G loss: 4.004437, KL div.: 4.004437, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2991 [D loss: 0.316662, acc.: 85.94%, KL div.: 0.198751] [G loss: 3.630278, KL div.: 3.630278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2992 [D loss: 0.248225, acc.: 90.62%, KL div.: 0.120949] [G loss: 3.521925, KL div.: 3.521925, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2993 [D loss: 0.235136, acc.: 91.02%, KL div.: 0.128254] [G loss: 3.950853, KL div.: 3.950853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2994 [D loss: 0.275572, acc.: 87.89%, KL div.: 0.153871] [G loss: 3.192850, KL div.: 3.192850, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2995 [D loss: 0.289988, acc.: 87.89%, KL div.: 0.164371] [G loss: 3.412156, KL div.: 3.412156, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
2996 [D loss: 0.245507, acc.: 90.62%, KL div.: 0.142785] [G loss: 3.789270, KL div.: 3.789270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2997 [D loss: 0.233396, acc.: 91.02%, KL div.: 0.122369] [G loss: 3.922589, KL div.: 3.922589, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2998 [D loss: 0.367305, acc.: 87.11%, KL div.: 0.202861] [G loss: 3.066283, KL div.: 3.066283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
2999 [D loss: 0.386902, acc.: 82.81%, KL div.: 0.207796] [G loss: 3.587459, KL div.: 3.587459, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 1s 79ms/step
3000 [D loss: 0.261453, acc.: 88.67%, KL div.: 0.149971] [G loss: 3.421876, KL div.: 3.421876, FID: 79.168240]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 74ms/step
3001 [D loss: 0.365574, acc.: 80.08%, KL div.: 0.175262] [G loss: 3.457337, KL div.: 3.457337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3002 [D loss: 0.283665, acc.: 89.84%, KL div.: 0.197475] [G loss: 3.725741, KL div.: 3.725741, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3003 [D loss: 0.357736, acc.: 83.20%, KL div.: 0.179263] [G loss: 3.544029, KL div.: 3.544029, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3004 [D loss: 0.271591, acc.: 88.67%, KL div.: 0.130651] [G loss: 3.515363, KL div.: 3.515363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3005 [D loss: 0.191331, acc.: 92.19%, KL div.: 0.128191] [G loss: 3.719432, KL div.: 3.719432, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3006 [D loss: 0.384279, acc.: 81.25%, KL div.: 0.192156] [G loss: 3.471252, KL div.: 3.471252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3007 [D loss: 0.315087, acc.: 86.72%, KL div.: 0.180575] [G loss: 3.450872, KL div.: 3.450872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3008 [D loss: 0.310897, acc.: 85.94%, KL div.: 0.199458] [G loss: 3.705722, KL div.: 3.705722, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3009 [D loss: 0.415825, acc.: 79.69%, KL div.: 0.222773] [G loss: 3.411132, KL div.: 3.411132, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3010 [D loss: 0.300987, acc.: 87.50%, KL div.: 0.159809] [G loss: 3.619531, KL div.: 3.619531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3011 [D loss: 0.352005, acc.: 85.55%, KL div.: 0.199415] [G loss: 3.529104, KL div.: 3.529104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3012 [D loss: 0.303530, acc.: 86.33%, KL div.: 0.142575] [G loss: 3.501726, KL div.: 3.501726, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3013 [D loss: 0.260916, acc.: 89.45%, KL div.: 0.141058] [G loss: 3.684740, KL div.: 3.684740, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3014 [D loss: 0.430317, acc.: 81.64%, KL div.: 0.270997] [G loss: 2.963608, KL div.: 2.963608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3015 [D loss: 0.328001, acc.: 83.20%, KL div.: 0.164202] [G loss: 3.458660, KL div.: 3.458660, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3016 [D loss: 0.444141, acc.: 79.69%, KL div.: 0.230197] [G loss: 3.678135, KL div.: 3.678135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3017 [D loss: 0.329150, acc.: 87.50%, KL div.: 0.210025] [G loss: 3.882779, KL div.: 3.882779, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3018 [D loss: 0.309441, acc.: 86.72%, KL div.: 0.193405] [G loss: 2.980553, KL div.: 2.980553, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3019 [D loss: 0.285120, acc.: 86.72%, KL div.: 0.129542] [G loss: 3.517566, KL div.: 3.517566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3020 [D loss: 0.307287, acc.: 87.89%, KL div.: 0.203440] [G loss: 3.497705, KL div.: 3.497705, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3021 [D loss: 0.273856, acc.: 88.67%, KL div.: 0.141888] [G loss: 3.484590, KL div.: 3.484590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3022 [D loss: 0.301096, acc.: 88.28%, KL div.: 0.140149] [G loss: 3.812749, KL div.: 3.812749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3023 [D loss: 0.308263, acc.: 86.72%, KL div.: 0.177376] [G loss: 3.469434, KL div.: 3.469434, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3024 [D loss: 0.385000, acc.: 85.55%, KL div.: 0.240605] [G loss: 2.996666, KL div.: 2.996666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3025 [D loss: 0.318125, acc.: 87.11%, KL div.: 0.140321] [G loss: 3.683613, KL div.: 3.683613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3026 [D loss: 0.348122, acc.: 86.33%, KL div.: 0.254143] [G loss: 3.512300, KL div.: 3.512300, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3027 [D loss: 0.487570, acc.: 78.12%, KL div.: 0.224542] [G loss: 3.146479, KL div.: 3.146479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3028 [D loss: 0.303077, acc.: 86.33%, KL div.: 0.177710] [G loss: 3.550567, KL div.: 3.550567, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3029 [D loss: 0.398266, acc.: 81.64%, KL div.: 0.227749] [G loss: 3.176640, KL div.: 3.176640, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3030 [D loss: 0.232932, acc.: 91.80%, KL div.: 0.149565] [G loss: 3.536229, KL div.: 3.536229, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3031 [D loss: 0.348031, acc.: 85.94%, KL div.: 0.173911] [G loss: 3.296423, KL div.: 3.296423, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3032 [D loss: 0.242255, acc.: 89.06%, KL div.: 0.129327] [G loss: 3.786652, KL div.: 3.786652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3033 [D loss: 0.347461, acc.: 83.20%, KL div.: 0.221137] [G loss: 3.133579, KL div.: 3.133579, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3034 [D loss: 0.387341, acc.: 81.25%, KL div.: 0.159563] [G loss: 3.271462, KL div.: 3.271462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3035 [D loss: 0.282169, acc.: 87.50%, KL div.: 0.184932] [G loss: 3.673683, KL div.: 3.673683, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3036 [D loss: 0.437546, acc.: 81.25%, KL div.: 0.269628] [G loss: 3.034771, KL div.: 3.034771, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3037 [D loss: 0.335546, acc.: 81.64%, KL div.: 0.144286] [G loss: 3.230019, KL div.: 3.230019, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3038 [D loss: 0.274164, acc.: 87.50%, KL div.: 0.160668] [G loss: 3.430835, KL div.: 3.430835, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3039 [D loss: 0.321991, acc.: 86.72%, KL div.: 0.193763] [G loss: 3.192399, KL div.: 3.192399, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3040 [D loss: 0.421814, acc.: 78.91%, KL div.: 0.209720] [G loss: 3.173242, KL div.: 3.173242, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3041 [D loss: 0.331971, acc.: 87.89%, KL div.: 0.163428] [G loss: 3.648384, KL div.: 3.648384, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3042 [D loss: 0.459573, acc.: 80.47%, KL div.: 0.307822] [G loss: 3.032265, KL div.: 3.032265, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3043 [D loss: 0.415980, acc.: 81.64%, KL div.: 0.149360] [G loss: 3.513979, KL div.: 3.513979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3044 [D loss: 0.318657, acc.: 86.33%, KL div.: 0.197699] [G loss: 3.911193, KL div.: 3.911193, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3045 [D loss: 0.424142, acc.: 82.03%, KL div.: 0.280755] [G loss: 2.957698, KL div.: 2.957698, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3046 [D loss: 0.346437, acc.: 82.03%, KL div.: 0.157658] [G loss: 3.555335, KL div.: 3.555335, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3047 [D loss: 0.370717, acc.: 85.16%, KL div.: 0.212000] [G loss: 3.364491, KL div.: 3.364491, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3048 [D loss: 0.352403, acc.: 84.38%, KL div.: 0.228422] [G loss: 3.270794, KL div.: 3.270794, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3049 [D loss: 0.315694, acc.: 86.72%, KL div.: 0.156899] [G loss: 3.400274, KL div.: 3.400274, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3050 [D loss: 0.279896, acc.: 89.06%, KL div.: 0.168018] [G loss: 3.517664, KL div.: 3.517664, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3051 [D loss: 0.368740, acc.: 83.98%, KL div.: 0.192633] [G loss: 2.809804, KL div.: 2.809804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3052 [D loss: 0.297132, acc.: 87.89%, KL div.: 0.143679] [G loss: 3.330833, KL div.: 3.330833, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3053 [D loss: 0.291426, acc.: 87.50%, KL div.: 0.178250] [G loss: 3.572788, KL div.: 3.572788, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3054 [D loss: 0.315814, acc.: 85.94%, KL div.: 0.152643] [G loss: 3.476088, KL div.: 3.476088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3055 [D loss: 0.307389, acc.: 85.16%, KL div.: 0.175004] [G loss: 3.182984, KL div.: 3.182984, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3056 [D loss: 0.374149, acc.: 82.42%, KL div.: 0.207578] [G loss: 3.143697, KL div.: 3.143697, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3057 [D loss: 0.291261, acc.: 87.89%, KL div.: 0.160930] [G loss: 3.363782, KL div.: 3.363782, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3058 [D loss: 0.252085, acc.: 87.89%, KL div.: 0.116731] [G loss: 3.200283, KL div.: 3.200283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3059 [D loss: 0.247921, acc.: 89.84%, KL div.: 0.155897] [G loss: 3.352413, KL div.: 3.352413, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3060 [D loss: 0.331616, acc.: 84.77%, KL div.: 0.189222] [G loss: 3.381536, KL div.: 3.381536, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3061 [D loss: 0.382097, acc.: 82.03%, KL div.: 0.150117] [G loss: 3.296323, KL div.: 3.296323, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3062 [D loss: 0.299802, acc.: 87.50%, KL div.: 0.211133] [G loss: 3.499479, KL div.: 3.494674, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3063 [D loss: 0.261560, acc.: 91.02%, KL div.: 0.159859] [G loss: 3.086302, KL div.: 3.086302, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3064 [D loss: 0.319869, acc.: 84.77%, KL div.: 0.181133] [G loss: 2.975826, KL div.: 2.975826, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3065 [D loss: 0.356186, acc.: 85.94%, KL div.: 0.189695] [G loss: 3.436337, KL div.: 3.436337, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3066 [D loss: 0.312895, acc.: 87.11%, KL div.: 0.197154] [G loss: 3.521652, KL div.: 3.521652, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3067 [D loss: 0.377119, acc.: 85.55%, KL div.: 0.213709] [G loss: 2.912061, KL div.: 2.912061, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3068 [D loss: 0.238859, acc.: 89.45%, KL div.: 0.117192] [G loss: 4.129444, KL div.: 4.129444, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3069 [D loss: 0.450017, acc.: 82.03%, KL div.: 0.288738] [G loss: 2.972209, KL div.: 2.972209, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3070 [D loss: 0.281233, acc.: 87.89%, KL div.: 0.108928] [G loss: 3.210274, KL div.: 3.210274, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3071 [D loss: 0.298150, acc.: 85.94%, KL div.: 0.181393] [G loss: 3.581333, KL div.: 3.581333, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3072 [D loss: 0.340774, acc.: 88.67%, KL div.: 0.213005] [G loss: 2.929702, KL div.: 2.929702, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3073 [D loss: 0.283760, acc.: 88.28%, KL div.: 0.129776] [G loss: 3.449060, KL div.: 3.449060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3074 [D loss: 0.383589, acc.: 84.77%, KL div.: 0.237055] [G loss: 2.941154, KL div.: 2.941154, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3075 [D loss: 0.420106, acc.: 80.47%, KL div.: 0.219337] [G loss: 3.619150, KL div.: 3.619150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3076 [D loss: 0.357816, acc.: 82.03%, KL div.: 0.200360] [G loss: 3.114158, KL div.: 3.114158, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3077 [D loss: 0.434153, acc.: 79.30%, KL div.: 0.253340] [G loss: 3.320842, KL div.: 3.320842, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3078 [D loss: 0.314702, acc.: 85.55%, KL div.: 0.183052] [G loss: 3.280171, KL div.: 3.280171, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3079 [D loss: 0.487462, acc.: 78.52%, KL div.: 0.259786] [G loss: 3.084998, KL div.: 3.084998, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3080 [D loss: 0.327695, acc.: 87.50%, KL div.: 0.228180] [G loss: 3.281268, KL div.: 3.281268, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3081 [D loss: 0.348251, acc.: 87.11%, KL div.: 0.185540] [G loss: 2.986603, KL div.: 2.986603, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3082 [D loss: 0.350711, acc.: 84.38%, KL div.: 0.165162] [G loss: 3.468527, KL div.: 3.468527, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3083 [D loss: 0.311003, acc.: 86.72%, KL div.: 0.209668] [G loss: 3.431591, KL div.: 3.431591, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3084 [D loss: 0.289117, acc.: 86.72%, KL div.: 0.145991] [G loss: 3.387676, KL div.: 3.387676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3085 [D loss: 0.466264, acc.: 78.52%, KL div.: 0.290907] [G loss: 3.186666, KL div.: 3.186666, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3086 [D loss: 0.268373, acc.: 90.23%, KL div.: 0.142565] [G loss: 3.697300, KL div.: 3.697300, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3087 [D loss: 0.310303, acc.: 87.11%, KL div.: 0.173771] [G loss: 3.810451, KL div.: 3.810451, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3088 [D loss: 0.433380, acc.: 78.91%, KL div.: 0.273485] [G loss: 3.173716, KL div.: 3.173716, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3089 [D loss: 0.400926, acc.: 82.42%, KL div.: 0.201657] [G loss: 2.993494, KL div.: 2.993494, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3090 [D loss: 0.317027, acc.: 87.11%, KL div.: 0.192062] [G loss: 3.615725, KL div.: 3.615725, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3091 [D loss: 0.411079, acc.: 79.69%, KL div.: 0.240301] [G loss: 3.269062, KL div.: 3.269062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3092 [D loss: 0.341705, acc.: 85.94%, KL div.: 0.175727] [G loss: 3.099998, KL div.: 3.099998, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3093 [D loss: 0.288140, acc.: 87.89%, KL div.: 0.192287] [G loss: 3.245562, KL div.: 3.245562, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3094 [D loss: 0.328415, acc.: 85.94%, KL div.: 0.152039] [G loss: 3.239064, KL div.: 3.239064, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3095 [D loss: 0.369857, acc.: 82.03%, KL div.: 0.195253] [G loss: 3.571184, KL div.: 3.571184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3096 [D loss: 0.404453, acc.: 82.81%, KL div.: 0.228847] [G loss: 3.165898, KL div.: 3.165898, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3097 [D loss: 0.408087, acc.: 82.03%, KL div.: 0.282688] [G loss: 2.876552, KL div.: 2.876552, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3098 [D loss: 0.343171, acc.: 82.03%, KL div.: 0.142505] [G loss: 3.241614, KL div.: 3.241614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3099 [D loss: 0.363559, acc.: 85.94%, KL div.: 0.227368] [G loss: 3.512721, KL div.: 3.512721, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 61ms/step
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3100 [D loss: 0.402223, acc.: 82.81%, KL div.: 0.276449] [G loss: 3.140677, KL div.: 3.140677, FID: 84.770851]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 62ms/step
3101 [D loss: 0.287192, acc.: 86.33%, KL div.: 0.125742] [G loss: 3.193283, KL div.: 3.193283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3102 [D loss: 0.282696, acc.: 87.11%, KL div.: 0.173607] [G loss: 3.416550, KL div.: 3.416550, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3103 [D loss: 0.364262, acc.: 84.38%, KL div.: 0.185967] [G loss: 3.132243, KL div.: 3.132243, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3104 [D loss: 0.341238, acc.: 86.33%, KL div.: 0.216880] [G loss: 3.179840, KL div.: 3.179840, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3105 [D loss: 0.351422, acc.: 83.59%, KL div.: 0.170609] [G loss: 3.101592, KL div.: 3.101592, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3106 [D loss: 0.329369, acc.: 85.55%, KL div.: 0.174380] [G loss: 3.789458, KL div.: 3.789458, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3107 [D loss: 0.344269, acc.: 85.94%, KL div.: 0.229505] [G loss: 3.268386, KL div.: 3.268386, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3108 [D loss: 0.336122, acc.: 82.03%, KL div.: 0.164770] [G loss: 3.229190, KL div.: 3.229190, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3109 [D loss: 0.347407, acc.: 83.59%, KL div.: 0.204739] [G loss: 3.343796, KL div.: 3.343796, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3110 [D loss: 0.360557, acc.: 85.94%, KL div.: 0.204175] [G loss: 2.905442, KL div.: 2.905442, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3111 [D loss: 0.333623, acc.: 85.94%, KL div.: 0.193323] [G loss: 3.161442, KL div.: 3.161442, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3112 [D loss: 0.309999, acc.: 86.33%, KL div.: 0.163579] [G loss: 3.171134, KL div.: 3.171134, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3113 [D loss: 0.301598, acc.: 87.11%, KL div.: 0.169219] [G loss: 3.186419, KL div.: 3.186419, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3114 [D loss: 0.298982, acc.: 87.11%, KL div.: 0.173125] [G loss: 3.207529, KL div.: 3.207529, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3115 [D loss: 0.335086, acc.: 85.94%, KL div.: 0.190882] [G loss: 3.441673, KL div.: 3.441673, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3116 [D loss: 0.339610, acc.: 84.38%, KL div.: 0.179150] [G loss: 3.019021, KL div.: 3.019021, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3117 [D loss: 0.342023, acc.: 86.33%, KL div.: 0.187593] [G loss: 3.308022, KL div.: 3.308022, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3118 [D loss: 0.413471, acc.: 81.25%, KL div.: 0.226116] [G loss: 3.063115, KL div.: 3.063115, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3119 [D loss: 0.267071, acc.: 87.50%, KL div.: 0.159850] [G loss: 3.224414, KL div.: 3.224414, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3120 [D loss: 0.357103, acc.: 84.77%, KL div.: 0.203694] [G loss: 3.364509, KL div.: 3.364509, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3121 [D loss: 0.358887, acc.: 82.81%, KL div.: 0.159519] [G loss: 3.565614, KL div.: 3.565615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3122 [D loss: 0.421149, acc.: 83.59%, KL div.: 0.279542] [G loss: 2.917153, KL div.: 2.917153, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3123 [D loss: 0.304988, acc.: 89.45%, KL div.: 0.172593] [G loss: 3.009855, KL div.: 3.009855, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3124 [D loss: 0.320386, acc.: 85.55%, KL div.: 0.185747] [G loss: 3.181576, KL div.: 3.181576, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3125 [D loss: 0.345079, acc.: 84.38%, KL div.: 0.148014] [G loss: 3.076896, KL div.: 3.076896, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3126 [D loss: 0.373944, acc.: 86.33%, KL div.: 0.233094] [G loss: 3.236902, KL div.: 3.236902, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3127 [D loss: 0.469323, acc.: 78.91%, KL div.: 0.260392] [G loss: 3.302542, KL div.: 3.302542, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3128 [D loss: 0.365525, acc.: 85.55%, KL div.: 0.218507] [G loss: 3.188558, KL div.: 3.188558, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3129 [D loss: 0.348040, acc.: 83.59%, KL div.: 0.214146] [G loss: 3.355219, KL div.: 3.355219, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3130 [D loss: 0.390638, acc.: 81.25%, KL div.: 0.190187] [G loss: 3.218679, KL div.: 3.218679, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3131 [D loss: 0.466676, acc.: 79.30%, KL div.: 0.259430] [G loss: 3.883885, KL div.: 3.883885, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3132 [D loss: 0.411229, acc.: 82.03%, KL div.: 0.293847] [G loss: 2.865036, KL div.: 2.865036, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3133 [D loss: 0.311618, acc.: 86.72%, KL div.: 0.127125] [G loss: 3.241593, KL div.: 3.241593, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3134 [D loss: 0.330201, acc.: 86.33%, KL div.: 0.191035] [G loss: 3.426049, KL div.: 3.426049, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3135 [D loss: 0.328943, acc.: 84.77%, KL div.: 0.189687] [G loss: 3.474122, KL div.: 3.474122, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3136 [D loss: 0.268547, acc.: 87.89%, KL div.: 0.160399] [G loss: 3.496641, KL div.: 3.496641, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3137 [D loss: 0.285970, acc.: 87.11%, KL div.: 0.129617] [G loss: 3.525222, KL div.: 3.525222, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3138 [D loss: 0.335000, acc.: 85.94%, KL div.: 0.221000] [G loss: 3.340611, KL div.: 3.340611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3139 [D loss: 0.342693, acc.: 85.16%, KL div.: 0.209836] [G loss: 3.515727, KL div.: 3.515727, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3140 [D loss: 0.372196, acc.: 80.86%, KL div.: 0.164921] [G loss: 3.225198, KL div.: 3.225198, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3141 [D loss: 0.354136, acc.: 82.81%, KL div.: 0.200137] [G loss: 3.408512, KL div.: 3.408512, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3142 [D loss: 0.351157, acc.: 83.59%, KL div.: 0.226424] [G loss: 2.963004, KL div.: 2.963004, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3143 [D loss: 0.386326, acc.: 80.86%, KL div.: 0.207093] [G loss: 3.150631, KL div.: 3.150631, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3144 [D loss: 0.309709, acc.: 87.50%, KL div.: 0.152115] [G loss: 3.239094, KL div.: 3.239094, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3145 [D loss: 0.404005, acc.: 82.03%, KL div.: 0.261393] [G loss: 3.318972, KL div.: 3.318972, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3146 [D loss: 0.437908, acc.: 80.86%, KL div.: 0.241122] [G loss: 3.568144, KL div.: 3.568144, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3147 [D loss: 0.322819, acc.: 87.11%, KL div.: 0.181621] [G loss: 3.366587, KL div.: 3.366587, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3148 [D loss: 0.358374, acc.: 83.20%, KL div.: 0.198488] [G loss: 3.275381, KL div.: 3.275381, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3149 [D loss: 0.276743, acc.: 88.28%, KL div.: 0.139783] [G loss: 3.677507, KL div.: 3.677507, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3150 [D loss: 0.374626, acc.: 82.81%, KL div.: 0.222096] [G loss: 3.401948, KL div.: 3.401948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3151 [D loss: 0.367579, acc.: 85.55%, KL div.: 0.195760] [G loss: 3.056792, KL div.: 3.056792, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3152 [D loss: 0.367560, acc.: 83.59%, KL div.: 0.227373] [G loss: 3.283292, KL div.: 3.283292, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3153 [D loss: 0.353900, acc.: 86.72%, KL div.: 0.192202] [G loss: 3.349438, KL div.: 3.349438, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3154 [D loss: 0.390537, acc.: 83.20%, KL div.: 0.207114] [G loss: 3.320235, KL div.: 3.320235, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3155 [D loss: 0.319039, acc.: 88.28%, KL div.: 0.195170] [G loss: 3.368737, KL div.: 3.368737, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3156 [D loss: 0.359723, acc.: 80.86%, KL div.: 0.170007] [G loss: 3.525973, KL div.: 3.525973, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3157 [D loss: 0.271421, acc.: 90.62%, KL div.: 0.157969] [G loss: 3.366586, KL div.: 3.366586, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3158 [D loss: 0.348972, acc.: 84.77%, KL div.: 0.223292] [G loss: 2.981187, KL div.: 2.981187, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3159 [D loss: 0.341220, acc.: 84.77%, KL div.: 0.169656] [G loss: 3.398789, KL div.: 3.398789, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3160 [D loss: 0.352669, acc.: 84.38%, KL div.: 0.215163] [G loss: 3.418020, KL div.: 3.418020, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3161 [D loss: 0.374835, acc.: 82.81%, KL div.: 0.204778] [G loss: 2.911811, KL div.: 2.911811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3162 [D loss: 0.379479, acc.: 79.30%, KL div.: 0.190762] [G loss: 3.156799, KL div.: 3.156799, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3163 [D loss: 0.356023, acc.: 85.16%, KL div.: 0.231129] [G loss: 3.250805, KL div.: 3.250804, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3164 [D loss: 0.280642, acc.: 87.11%, KL div.: 0.138989] [G loss: 3.192157, KL div.: 3.192157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3165 [D loss: 0.301132, acc.: 89.84%, KL div.: 0.182508] [G loss: 3.726971, KL div.: 3.726971, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3166 [D loss: 0.356689, acc.: 85.16%, KL div.: 0.183216] [G loss: 3.155968, KL div.: 3.155968, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3167 [D loss: 0.383562, acc.: 84.38%, KL div.: 0.226373] [G loss: 3.167735, KL div.: 3.167735, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3168 [D loss: 0.340215, acc.: 83.98%, KL div.: 0.197382] [G loss: 3.219471, KL div.: 3.219471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3169 [D loss: 0.302918, acc.: 86.72%, KL div.: 0.172347] [G loss: 3.242533, KL div.: 3.242533, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3170 [D loss: 0.341129, acc.: 85.55%, KL div.: 0.177875] [G loss: 3.284961, KL div.: 3.284961, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3171 [D loss: 0.317409, acc.: 86.33%, KL div.: 0.176771] [G loss: 3.293099, KL div.: 3.293099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3172 [D loss: 0.408580, acc.: 83.59%, KL div.: 0.229071] [G loss: 3.257291, KL div.: 3.257291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3173 [D loss: 0.435326, acc.: 80.08%, KL div.: 0.260698] [G loss: 2.989571, KL div.: 2.989571, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3174 [D loss: 0.327743, acc.: 86.33%, KL div.: 0.178119] [G loss: 3.035928, KL div.: 3.035928, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3175 [D loss: 0.396529, acc.: 81.25%, KL div.: 0.201848] [G loss: 3.488589, KL div.: 3.488589, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3176 [D loss: 0.404472, acc.: 83.20%, KL div.: 0.241790] [G loss: 2.900320, KL div.: 2.900320, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3177 [D loss: 0.429627, acc.: 78.91%, KL div.: 0.192761] [G loss: 2.808378, KL div.: 2.808378, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3178 [D loss: 0.390765, acc.: 80.47%, KL div.: 0.240134] [G loss: 2.964552, KL div.: 2.964552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3179 [D loss: 0.426059, acc.: 78.52%, KL div.: 0.203860] [G loss: 3.080044, KL div.: 3.080044, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3180 [D loss: 0.281530, acc.: 88.67%, KL div.: 0.169443] [G loss: 3.333769, KL div.: 3.333769, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3181 [D loss: 0.335151, acc.: 81.64%, KL div.: 0.179023] [G loss: 3.542463, KL div.: 3.542463, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3182 [D loss: 0.318502, acc.: 86.72%, KL div.: 0.166327] [G loss: 3.272471, KL div.: 3.272471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3183 [D loss: 0.429817, acc.: 80.86%, KL div.: 0.245004] [G loss: 3.223413, KL div.: 3.223413, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3184 [D loss: 0.289141, acc.: 88.67%, KL div.: 0.150985] [G loss: 3.324110, KL div.: 3.324110, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3185 [D loss: 0.352459, acc.: 88.28%, KL div.: 0.244508] [G loss: 2.958080, KL div.: 2.958080, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3186 [D loss: 0.452984, acc.: 78.52%, KL div.: 0.242361] [G loss: 2.774483, KL div.: 2.774483, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
3187 [D loss: 0.362859, acc.: 85.16%, KL div.: 0.201900] [G loss: 2.935565, KL div.: 2.935565, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3188 [D loss: 0.344302, acc.: 85.94%, KL div.: 0.214612] [G loss: 2.936885, KL div.: 2.936885, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3189 [D loss: 0.312727, acc.: 83.98%, KL div.: 0.170243] [G loss: 3.179387, KL div.: 3.179387, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3190 [D loss: 0.278486, acc.: 90.23%, KL div.: 0.162351] [G loss: 3.378300, KL div.: 3.378300, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3191 [D loss: 0.345822, acc.: 85.94%, KL div.: 0.217766] [G loss: 3.462473, KL div.: 3.462473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3192 [D loss: 0.249761, acc.: 89.06%, KL div.: 0.110768] [G loss: 3.298396, KL div.: 3.298396, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3193 [D loss: 0.300832, acc.: 89.06%, KL div.: 0.188659] [G loss: 3.094099, KL div.: 3.094099, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3194 [D loss: 0.317789, acc.: 84.77%, KL div.: 0.165330] [G loss: 3.155171, KL div.: 3.155171, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3195 [D loss: 0.309672, acc.: 88.67%, KL div.: 0.174198] [G loss: 3.050341, KL div.: 3.050341, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3196 [D loss: 0.330418, acc.: 85.16%, KL div.: 0.195530] [G loss: 3.243590, KL div.: 3.243590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3197 [D loss: 0.376040, acc.: 84.77%, KL div.: 0.194688] [G loss: 3.369547, KL div.: 3.369547, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3198 [D loss: 0.474513, acc.: 77.34%, KL div.: 0.284276] [G loss: 2.772226, KL div.: 2.772226, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3199 [D loss: 0.352765, acc.: 83.20%, KL div.: 0.182141] [G loss: 3.167605, KL div.: 3.167605, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 2s 67ms/step
4/4 [==============================] - 1s 101ms/step
3200 [D loss: 0.272178, acc.: 89.45%, KL div.: 0.159056] [G loss: 3.198330, KL div.: 3.198330, FID: 66.499739]
1/1 [==============================] - 0s 19ms/step
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3201 [D loss: 0.311151, acc.: 86.72%, KL div.: 0.176925] [G loss: 3.076785, KL div.: 3.076785, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3202 [D loss: 0.366138, acc.: 83.98%, KL div.: 0.217948] [G loss: 2.698798, KL div.: 2.698798, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3203 [D loss: 0.398485, acc.: 84.38%, KL div.: 0.216274] [G loss: 2.534216, KL div.: 2.534216, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3204 [D loss: 0.303099, acc.: 88.28%, KL div.: 0.157438] [G loss: 3.291041, KL div.: 3.291041, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3205 [D loss: 0.336257, acc.: 85.55%, KL div.: 0.217713] [G loss: 3.021798, KL div.: 3.021798, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3206 [D loss: 0.338288, acc.: 84.38%, KL div.: 0.176855] [G loss: 2.986667, KL div.: 2.986667, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3207 [D loss: 0.380367, acc.: 80.86%, KL div.: 0.194544] [G loss: 3.340893, KL div.: 3.340893, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3208 [D loss: 0.328284, acc.: 85.16%, KL div.: 0.185796] [G loss: 3.548991, KL div.: 3.548991, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3209 [D loss: 0.349912, acc.: 85.94%, KL div.: 0.249102] [G loss: 3.024663, KL div.: 3.024663, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3210 [D loss: 0.371610, acc.: 83.59%, KL div.: 0.197888] [G loss: 3.245129, KL div.: 3.245129, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3211 [D loss: 0.333809, acc.: 85.94%, KL div.: 0.145010] [G loss: 3.672725, KL div.: 3.672725, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3212 [D loss: 0.448518, acc.: 81.64%, KL div.: 0.297858] [G loss: 2.681718, KL div.: 2.681718, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3213 [D loss: 0.361955, acc.: 82.81%, KL div.: 0.182367] [G loss: 2.937605, KL div.: 2.937605, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3214 [D loss: 0.287587, acc.: 88.28%, KL div.: 0.165261] [G loss: 3.153335, KL div.: 3.153335, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3215 [D loss: 0.376417, acc.: 84.38%, KL div.: 0.206190] [G loss: 3.078501, KL div.: 3.078501, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3216 [D loss: 0.355464, acc.: 84.77%, KL div.: 0.228199] [G loss: 3.019234, KL div.: 3.019234, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3217 [D loss: 0.279474, acc.: 87.50%, KL div.: 0.143395] [G loss: 3.170573, KL div.: 3.170573, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3218 [D loss: 0.317403, acc.: 83.98%, KL div.: 0.173082] [G loss: 3.163975, KL div.: 3.163975, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3219 [D loss: 0.354437, acc.: 83.98%, KL div.: 0.186796] [G loss: 3.275015, KL div.: 3.275015, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3220 [D loss: 0.404916, acc.: 80.86%, KL div.: 0.217271] [G loss: 3.519921, KL div.: 3.519921, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3221 [D loss: 0.373458, acc.: 83.59%, KL div.: 0.228106] [G loss: 3.310223, KL div.: 3.310224, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3222 [D loss: 0.376071, acc.: 84.77%, KL div.: 0.220451] [G loss: 3.169206, KL div.: 3.169206, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3223 [D loss: 0.290045, acc.: 87.50%, KL div.: 0.164435] [G loss: 3.097446, KL div.: 3.097446, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3224 [D loss: 0.367464, acc.: 84.38%, KL div.: 0.188037] [G loss: 3.191273, KL div.: 3.191273, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3225 [D loss: 0.290753, acc.: 88.28%, KL div.: 0.164290] [G loss: 3.055725, KL div.: 3.055725, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3226 [D loss: 0.369563, acc.: 83.59%, KL div.: 0.212104] [G loss: 2.982312, KL div.: 2.982312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3227 [D loss: 0.352707, acc.: 84.38%, KL div.: 0.185534] [G loss: 2.994718, KL div.: 2.994718, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3228 [D loss: 0.318910, acc.: 85.55%, KL div.: 0.186185] [G loss: 3.225844, KL div.: 3.225844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3229 [D loss: 0.312485, acc.: 88.67%, KL div.: 0.182629] [G loss: 2.834219, KL div.: 2.834219, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3230 [D loss: 0.386761, acc.: 82.03%, KL div.: 0.251003] [G loss: 3.138381, KL div.: 3.138381, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3231 [D loss: 0.450586, acc.: 79.69%, KL div.: 0.207107] [G loss: 2.676074, KL div.: 2.676074, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3232 [D loss: 0.266192, acc.: 87.89%, KL div.: 0.143084] [G loss: 3.582303, KL div.: 3.582303, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3233 [D loss: 0.347973, acc.: 85.55%, KL div.: 0.203080] [G loss: 3.186188, KL div.: 3.186188, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3234 [D loss: 0.421865, acc.: 80.08%, KL div.: 0.248493] [G loss: 3.256922, KL div.: 3.256922, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3235 [D loss: 0.416394, acc.: 80.47%, KL div.: 0.199250] [G loss: 2.998050, KL div.: 2.998050, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3236 [D loss: 0.326048, acc.: 86.72%, KL div.: 0.224614] [G loss: 3.259530, KL div.: 3.259530, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3237 [D loss: 0.353592, acc.: 85.94%, KL div.: 0.191985] [G loss: 3.275586, KL div.: 3.275586, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3238 [D loss: 0.338307, acc.: 83.98%, KL div.: 0.170063] [G loss: 3.073403, KL div.: 3.073403, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3239 [D loss: 0.303274, acc.: 86.72%, KL div.: 0.155636] [G loss: 3.040365, KL div.: 3.040365, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3240 [D loss: 0.403542, acc.: 81.25%, KL div.: 0.248613] [G loss: 2.942719, KL div.: 2.942719, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3241 [D loss: 0.289805, acc.: 87.89%, KL div.: 0.145219] [G loss: 3.232013, KL div.: 3.232013, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3242 [D loss: 0.436155, acc.: 80.47%, KL div.: 0.272462] [G loss: 2.791235, KL div.: 2.791235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3243 [D loss: 0.327780, acc.: 83.98%, KL div.: 0.132622] [G loss: 2.985691, KL div.: 2.985691, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3244 [D loss: 0.295243, acc.: 89.06%, KL div.: 0.169597] [G loss: 3.160486, KL div.: 3.160486, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3245 [D loss: 0.289207, acc.: 89.06%, KL div.: 0.191893] [G loss: 3.075963, KL div.: 3.075963, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3246 [D loss: 0.378854, acc.: 82.42%, KL div.: 0.210668] [G loss: 3.184276, KL div.: 3.184276, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3247 [D loss: 0.315963, acc.: 85.55%, KL div.: 0.168291] [G loss: 3.240380, KL div.: 3.240379, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3248 [D loss: 0.287968, acc.: 88.28%, KL div.: 0.193191] [G loss: 3.190594, KL div.: 3.190594, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3249 [D loss: 0.423553, acc.: 79.30%, KL div.: 0.209134] [G loss: 2.758872, KL div.: 2.758872, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3250 [D loss: 0.342777, acc.: 83.20%, KL div.: 0.191240] [G loss: 3.311613, KL div.: 3.311613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3251 [D loss: 0.385665, acc.: 79.69%, KL div.: 0.225621] [G loss: 3.284041, KL div.: 3.284041, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3252 [D loss: 0.322742, acc.: 86.72%, KL div.: 0.167875] [G loss: 3.004013, KL div.: 3.004013, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3253 [D loss: 0.336312, acc.: 84.77%, KL div.: 0.194345] [G loss: 3.180924, KL div.: 3.180924, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3254 [D loss: 0.408188, acc.: 80.86%, KL div.: 0.218731] [G loss: 3.094444, KL div.: 3.094444, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3255 [D loss: 0.370968, acc.: 81.25%, KL div.: 0.222959] [G loss: 3.381018, KL div.: 3.381018, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3256 [D loss: 0.375092, acc.: 84.77%, KL div.: 0.204614] [G loss: 3.176310, KL div.: 3.176310, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3257 [D loss: 0.421390, acc.: 79.69%, KL div.: 0.257135] [G loss: 2.739676, KL div.: 2.739676, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3258 [D loss: 0.265522, acc.: 88.28%, KL div.: 0.132783] [G loss: 3.072997, KL div.: 3.072997, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3259 [D loss: 0.367933, acc.: 84.77%, KL div.: 0.221396] [G loss: 2.942697, KL div.: 2.942697, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3260 [D loss: 0.354810, acc.: 83.20%, KL div.: 0.177473] [G loss: 3.288576, KL div.: 3.288576, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3261 [D loss: 0.393104, acc.: 81.25%, KL div.: 0.222273] [G loss: 3.194101, KL div.: 3.194101, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3262 [D loss: 0.297499, acc.: 87.11%, KL div.: 0.177038] [G loss: 3.608986, KL div.: 3.608986, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3263 [D loss: 0.449056, acc.: 80.08%, KL div.: 0.267550] [G loss: 2.867842, KL div.: 2.867842, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3264 [D loss: 0.364573, acc.: 83.20%, KL div.: 0.162808] [G loss: 3.360338, KL div.: 3.360337, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3265 [D loss: 0.507400, acc.: 76.95%, KL div.: 0.328041] [G loss: 2.841545, KL div.: 2.841545, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3266 [D loss: 0.328046, acc.: 85.94%, KL div.: 0.173440] [G loss: 3.060070, KL div.: 3.060070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3267 [D loss: 0.397110, acc.: 82.42%, KL div.: 0.223372] [G loss: 3.184702, KL div.: 3.184702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3268 [D loss: 0.354170, acc.: 86.72%, KL div.: 0.212759] [G loss: 3.064974, KL div.: 3.064974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3269 [D loss: 0.378894, acc.: 82.03%, KL div.: 0.214936] [G loss: 2.806101, KL div.: 2.806101, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3270 [D loss: 0.370189, acc.: 84.77%, KL div.: 0.155846] [G loss: 3.253782, KL div.: 3.253782, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3271 [D loss: 0.382018, acc.: 82.81%, KL div.: 0.236952] [G loss: 2.998993, KL div.: 2.998993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3272 [D loss: 0.408269, acc.: 79.69%, KL div.: 0.211730] [G loss: 2.958405, KL div.: 2.958406, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3273 [D loss: 0.343728, acc.: 86.33%, KL div.: 0.211575] [G loss: 2.950985, KL div.: 2.950985, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3274 [D loss: 0.496874, acc.: 76.17%, KL div.: 0.219583] [G loss: 2.994542, KL div.: 2.994542, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3275 [D loss: 0.397695, acc.: 83.20%, KL div.: 0.227367] [G loss: 2.912189, KL div.: 2.912189, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3276 [D loss: 0.368997, acc.: 83.98%, KL div.: 0.248900] [G loss: 2.939487, KL div.: 2.939487, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3277 [D loss: 0.290516, acc.: 89.06%, KL div.: 0.128861] [G loss: 3.350268, KL div.: 3.350268, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3278 [D loss: 0.345935, acc.: 83.98%, KL div.: 0.214880] [G loss: 3.094602, KL div.: 3.094602, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3279 [D loss: 0.342830, acc.: 85.94%, KL div.: 0.172652] [G loss: 3.022072, KL div.: 3.022072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3280 [D loss: 0.425516, acc.: 78.91%, KL div.: 0.224585] [G loss: 2.816569, KL div.: 2.816569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3281 [D loss: 0.307377, acc.: 86.33%, KL div.: 0.173561] [G loss: 3.064357, KL div.: 3.064357, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3282 [D loss: 0.395960, acc.: 82.42%, KL div.: 0.208854] [G loss: 3.202512, KL div.: 3.202512, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3283 [D loss: 0.429153, acc.: 81.25%, KL div.: 0.261677] [G loss: 2.720373, KL div.: 2.720373, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3284 [D loss: 0.303027, acc.: 86.33%, KL div.: 0.150313] [G loss: 3.067764, KL div.: 3.067764, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3285 [D loss: 0.304037, acc.: 87.50%, KL div.: 0.165032] [G loss: 3.350328, KL div.: 3.350328, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3286 [D loss: 0.287683, acc.: 88.28%, KL div.: 0.160774] [G loss: 3.184299, KL div.: 3.184299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3287 [D loss: 0.339854, acc.: 86.72%, KL div.: 0.180681] [G loss: 2.893167, KL div.: 2.893167, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3288 [D loss: 0.395261, acc.: 81.64%, KL div.: 0.208153] [G loss: 2.940293, KL div.: 2.940293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3289 [D loss: 0.479325, acc.: 78.12%, KL div.: 0.245194] [G loss: 3.101250, KL div.: 3.101250, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3290 [D loss: 0.386372, acc.: 80.47%, KL div.: 0.231845] [G loss: 3.272452, KL div.: 3.272452, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3291 [D loss: 0.488298, acc.: 75.78%, KL div.: 0.278583] [G loss: 3.131971, KL div.: 3.131971, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3292 [D loss: 0.313250, acc.: 85.55%, KL div.: 0.167557] [G loss: 3.114708, KL div.: 3.114708, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3293 [D loss: 0.369644, acc.: 83.20%, KL div.: 0.196843] [G loss: 2.983620, KL div.: 2.983620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3294 [D loss: 0.305370, acc.: 87.50%, KL div.: 0.184964] [G loss: 3.196202, KL div.: 3.196202, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3295 [D loss: 0.329560, acc.: 86.33%, KL div.: 0.174777] [G loss: 2.668184, KL div.: 2.668184, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3296 [D loss: 0.344864, acc.: 84.38%, KL div.: 0.180426] [G loss: 3.026805, KL div.: 3.026805, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3297 [D loss: 0.291371, acc.: 90.62%, KL div.: 0.164595] [G loss: 2.940287, KL div.: 2.940287, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3298 [D loss: 0.380281, acc.: 82.42%, KL div.: 0.241269] [G loss: 2.859461, KL div.: 2.859461, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3299 [D loss: 0.340095, acc.: 83.20%, KL div.: 0.125270] [G loss: 2.834980, KL div.: 2.834980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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3300 [D loss: 0.281748, acc.: 87.89%, KL div.: 0.173769] [G loss: 3.103592, KL div.: 3.103592, FID: 69.148622]
1/1 [==============================] - 0s 14ms/step
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3301 [D loss: 0.371350, acc.: 82.03%, KL div.: 0.228589] [G loss: 2.808327, KL div.: 2.808327, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3302 [D loss: 0.440305, acc.: 80.47%, KL div.: 0.205228] [G loss: 2.975048, KL div.: 2.975048, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3303 [D loss: 0.259851, acc.: 88.67%, KL div.: 0.144862] [G loss: 3.422536, KL div.: 3.422536, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3304 [D loss: 0.335941, acc.: 84.38%, KL div.: 0.197217] [G loss: 3.091342, KL div.: 3.091342, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3305 [D loss: 0.368068, acc.: 81.25%, KL div.: 0.184406] [G loss: 2.870826, KL div.: 2.870826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3306 [D loss: 0.316711, acc.: 85.16%, KL div.: 0.198856] [G loss: 3.161520, KL div.: 3.161520, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3307 [D loss: 0.348962, acc.: 82.42%, KL div.: 0.191768] [G loss: 2.972146, KL div.: 2.972146, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3308 [D loss: 0.345911, acc.: 83.20%, KL div.: 0.153950] [G loss: 3.171605, KL div.: 3.171605, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3309 [D loss: 0.248214, acc.: 89.84%, KL div.: 0.168526] [G loss: 3.363280, KL div.: 3.363280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3310 [D loss: 0.411583, acc.: 81.25%, KL div.: 0.233798] [G loss: 3.027792, KL div.: 3.027792, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3311 [D loss: 0.277330, acc.: 88.28%, KL div.: 0.143011] [G loss: 3.214792, KL div.: 3.214792, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3312 [D loss: 0.405944, acc.: 84.38%, KL div.: 0.262011] [G loss: 2.836542, KL div.: 2.836542, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3313 [D loss: 0.370004, acc.: 81.64%, KL div.: 0.164177] [G loss: 2.969637, KL div.: 2.969637, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3314 [D loss: 0.350100, acc.: 85.55%, KL div.: 0.172741] [G loss: 3.224616, KL div.: 3.224616, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3315 [D loss: 0.450587, acc.: 80.08%, KL div.: 0.273024] [G loss: 2.943736, KL div.: 2.943736, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3316 [D loss: 0.271034, acc.: 87.11%, KL div.: 0.156053] [G loss: 3.067681, KL div.: 3.067681, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3317 [D loss: 0.322288, acc.: 85.16%, KL div.: 0.151908] [G loss: 3.013015, KL div.: 3.013015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3318 [D loss: 0.390008, acc.: 82.81%, KL div.: 0.232601] [G loss: 3.690589, KL div.: 3.690589, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3319 [D loss: 0.312054, acc.: 87.50%, KL div.: 0.199918] [G loss: 2.980716, KL div.: 2.980716, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3320 [D loss: 0.426728, acc.: 80.08%, KL div.: 0.225316] [G loss: 2.709620, KL div.: 2.709620, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3321 [D loss: 0.419771, acc.: 81.25%, KL div.: 0.251560] [G loss: 3.106065, KL div.: 3.106065, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3322 [D loss: 0.332308, acc.: 87.11%, KL div.: 0.186562] [G loss: 2.944522, KL div.: 2.944522, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3323 [D loss: 0.347529, acc.: 86.72%, KL div.: 0.177337] [G loss: 2.979195, KL div.: 2.979195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3324 [D loss: 0.305698, acc.: 85.94%, KL div.: 0.171664] [G loss: 3.324329, KL div.: 3.324329, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3325 [D loss: 0.355340, acc.: 83.59%, KL div.: 0.205482] [G loss: 3.254647, KL div.: 3.254647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3326 [D loss: 0.372161, acc.: 82.81%, KL div.: 0.206290] [G loss: 2.783568, KL div.: 2.783568, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3327 [D loss: 0.358464, acc.: 84.38%, KL div.: 0.179372] [G loss: 3.124099, KL div.: 3.124099, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3328 [D loss: 0.235832, acc.: 90.23%, KL div.: 0.125257] [G loss: 3.547122, KL div.: 3.547122, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3329 [D loss: 0.448470, acc.: 81.64%, KL div.: 0.245302] [G loss: 2.896048, KL div.: 2.896048, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3330 [D loss: 0.315878, acc.: 85.94%, KL div.: 0.163730] [G loss: 3.239818, KL div.: 3.239818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3331 [D loss: 0.351267, acc.: 83.98%, KL div.: 0.238106] [G loss: 2.981722, KL div.: 2.981722, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3332 [D loss: 0.330524, acc.: 86.72%, KL div.: 0.165750] [G loss: 2.910393, KL div.: 2.910393, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3333 [D loss: 0.419004, acc.: 79.69%, KL div.: 0.234649] [G loss: 3.010281, KL div.: 3.010281, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3334 [D loss: 0.274621, acc.: 91.02%, KL div.: 0.178503] [G loss: 3.009272, KL div.: 3.009272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3335 [D loss: 0.385122, acc.: 83.20%, KL div.: 0.215184] [G loss: 2.628255, KL div.: 2.628255, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3336 [D loss: 0.337450, acc.: 86.33%, KL div.: 0.186248] [G loss: 2.998310, KL div.: 2.998310, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3337 [D loss: 0.238377, acc.: 89.45%, KL div.: 0.145784] [G loss: 3.229448, KL div.: 3.229448, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3338 [D loss: 0.373914, acc.: 83.59%, KL div.: 0.178758] [G loss: 2.917341, KL div.: 2.914173, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3339 [D loss: 0.281708, acc.: 86.72%, KL div.: 0.165512] [G loss: 3.383713, KL div.: 3.383713, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3340 [D loss: 0.255448, acc.: 90.62%, KL div.: 0.142884] [G loss: 2.910230, KL div.: 2.910230, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3341 [D loss: 0.328415, acc.: 82.81%, KL div.: 0.145508] [G loss: 3.189756, KL div.: 3.189756, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3342 [D loss: 0.418584, acc.: 80.08%, KL div.: 0.265102] [G loss: 2.905437, KL div.: 2.905437, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3343 [D loss: 0.375080, acc.: 82.81%, KL div.: 0.222596] [G loss: 3.007446, KL div.: 3.007446, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3344 [D loss: 0.292916, acc.: 87.50%, KL div.: 0.142802] [G loss: 3.103057, KL div.: 3.103057, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3345 [D loss: 0.389192, acc.: 79.30%, KL div.: 0.217011] [G loss: 2.731012, KL div.: 2.731012, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3346 [D loss: 0.293627, acc.: 87.50%, KL div.: 0.169844] [G loss: 3.117831, KL div.: 3.117831, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3347 [D loss: 0.336763, acc.: 87.11%, KL div.: 0.151865] [G loss: 3.340593, KL div.: 3.340593, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3348 [D loss: 0.383449, acc.: 82.81%, KL div.: 0.250419] [G loss: 3.008821, KL div.: 3.008821, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3349 [D loss: 0.320501, acc.: 88.28%, KL div.: 0.171745] [G loss: 2.795544, KL div.: 2.795544, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3350 [D loss: 0.306531, acc.: 86.72%, KL div.: 0.149114] [G loss: 3.523312, KL div.: 3.523312, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3351 [D loss: 0.285299, acc.: 87.89%, KL div.: 0.181894] [G loss: 3.271401, KL div.: 3.271401, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3352 [D loss: 0.394669, acc.: 80.86%, KL div.: 0.208010] [G loss: 3.103199, KL div.: 3.103199, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3353 [D loss: 0.433602, acc.: 80.86%, KL div.: 0.218847] [G loss: 3.266383, KL div.: 3.266383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3354 [D loss: 0.322182, acc.: 85.94%, KL div.: 0.184556] [G loss: 3.230812, KL div.: 3.230812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3355 [D loss: 0.385041, acc.: 82.03%, KL div.: 0.216796] [G loss: 2.877211, KL div.: 2.877211, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3356 [D loss: 0.359884, acc.: 84.38%, KL div.: 0.178623] [G loss: 3.221934, KL div.: 3.221934, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3357 [D loss: 0.312089, acc.: 87.50%, KL div.: 0.203819] [G loss: 3.118588, KL div.: 3.118588, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3358 [D loss: 0.435316, acc.: 80.47%, KL div.: 0.187406] [G loss: 2.903854, KL div.: 2.903853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3359 [D loss: 0.340499, acc.: 84.77%, KL div.: 0.206555] [G loss: 3.162120, KL div.: 3.162120, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3360 [D loss: 0.378400, acc.: 82.81%, KL div.: 0.224039] [G loss: 2.721087, KL div.: 2.721087, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3361 [D loss: 0.349925, acc.: 84.77%, KL div.: 0.193384] [G loss: 3.221732, KL div.: 3.221732, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3362 [D loss: 0.414948, acc.: 80.86%, KL div.: 0.237253] [G loss: 2.933629, KL div.: 2.933629, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3363 [D loss: 0.323097, acc.: 86.33%, KL div.: 0.177821] [G loss: 3.061694, KL div.: 3.061694, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3364 [D loss: 0.372706, acc.: 81.64%, KL div.: 0.214554] [G loss: 3.257041, KL div.: 3.257041, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3365 [D loss: 0.314171, acc.: 86.33%, KL div.: 0.174027] [G loss: 3.537424, KL div.: 3.537424, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3366 [D loss: 0.490940, acc.: 76.56%, KL div.: 0.249131] [G loss: 2.681786, KL div.: 2.681786, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3367 [D loss: 0.267098, acc.: 89.84%, KL div.: 0.135276] [G loss: 3.238699, KL div.: 3.238699, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3368 [D loss: 0.385547, acc.: 82.81%, KL div.: 0.237795] [G loss: 2.856579, KL div.: 2.856579, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3369 [D loss: 0.339023, acc.: 85.94%, KL div.: 0.187901] [G loss: 3.348640, KL div.: 3.348640, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3370 [D loss: 0.332049, acc.: 86.72%, KL div.: 0.139665] [G loss: 3.233415, KL div.: 3.233415, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3371 [D loss: 0.408080, acc.: 81.64%, KL div.: 0.257430] [G loss: 2.947155, KL div.: 2.947155, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3372 [D loss: 0.402730, acc.: 84.38%, KL div.: 0.229375] [G loss: 2.695016, KL div.: 2.695016, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3373 [D loss: 0.468009, acc.: 80.08%, KL div.: 0.250915] [G loss: 2.965380, KL div.: 2.965380, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3374 [D loss: 0.338652, acc.: 85.16%, KL div.: 0.220520] [G loss: 3.170609, KL div.: 3.170609, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3375 [D loss: 0.487495, acc.: 73.83%, KL div.: 0.252194] [G loss: 3.104910, KL div.: 3.104910, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3376 [D loss: 0.286915, acc.: 86.72%, KL div.: 0.150120] [G loss: 2.951960, KL div.: 2.951960, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3377 [D loss: 0.303452, acc.: 85.94%, KL div.: 0.178051] [G loss: 3.033217, KL div.: 3.033218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3378 [D loss: 0.410885, acc.: 78.52%, KL div.: 0.216282] [G loss: 2.838102, KL div.: 2.838102, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3379 [D loss: 0.394078, acc.: 81.64%, KL div.: 0.248451] [G loss: 2.721136, KL div.: 2.721136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3380 [D loss: 0.370941, acc.: 81.64%, KL div.: 0.171738] [G loss: 2.757490, KL div.: 2.757490, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3381 [D loss: 0.361070, acc.: 82.03%, KL div.: 0.224848] [G loss: 3.205954, KL div.: 3.205954, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3382 [D loss: 0.468234, acc.: 79.30%, KL div.: 0.265712] [G loss: 2.872666, KL div.: 2.872666, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3383 [D loss: 0.365171, acc.: 84.38%, KL div.: 0.202925] [G loss: 2.654745, KL div.: 2.654745, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3384 [D loss: 0.296667, acc.: 88.28%, KL div.: 0.160263] [G loss: 2.863234, KL div.: 2.863234, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3385 [D loss: 0.312162, acc.: 87.50%, KL div.: 0.189900] [G loss: 2.840586, KL div.: 2.840586, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3386 [D loss: 0.329556, acc.: 83.20%, KL div.: 0.166184] [G loss: 3.054574, KL div.: 3.054574, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3387 [D loss: 0.343562, acc.: 83.59%, KL div.: 0.178310] [G loss: 2.838794, KL div.: 2.838794, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3388 [D loss: 0.333365, acc.: 85.55%, KL div.: 0.209476] [G loss: 2.834930, KL div.: 2.834930, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3389 [D loss: 0.383559, acc.: 81.64%, KL div.: 0.194448] [G loss: 3.347818, KL div.: 3.347818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3390 [D loss: 0.484842, acc.: 76.95%, KL div.: 0.274520] [G loss: 2.952683, KL div.: 2.952683, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3391 [D loss: 0.362744, acc.: 83.59%, KL div.: 0.195386] [G loss: 3.036176, KL div.: 3.036176, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3392 [D loss: 0.450799, acc.: 80.08%, KL div.: 0.243728] [G loss: 3.101720, KL div.: 3.101720, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3393 [D loss: 0.420250, acc.: 81.25%, KL div.: 0.237966] [G loss: 2.862393, KL div.: 2.862393, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3394 [D loss: 0.298649, acc.: 86.33%, KL div.: 0.173475] [G loss: 3.547520, KL div.: 3.547520, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3395 [D loss: 0.334982, acc.: 83.98%, KL div.: 0.181660] [G loss: 2.591839, KL div.: 2.591839, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3396 [D loss: 0.312322, acc.: 88.28%, KL div.: 0.171799] [G loss: 3.044003, KL div.: 3.044003, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3397 [D loss: 0.424640, acc.: 80.47%, KL div.: 0.218915] [G loss: 2.917454, KL div.: 2.917454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3398 [D loss: 0.341875, acc.: 85.16%, KL div.: 0.174329] [G loss: 3.161474, KL div.: 3.161474, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3399 [D loss: 0.419451, acc.: 80.86%, KL div.: 0.257107] [G loss: 2.884901, KL div.: 2.884901, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 1s 113ms/step
3400 [D loss: 0.473944, acc.: 78.52%, KL div.: 0.246092] [G loss: 3.028571, KL div.: 3.028571, FID: 60.405536]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 60ms/step
3401 [D loss: 0.323632, acc.: 86.72%, KL div.: 0.181707] [G loss: 3.000023, KL div.: 3.000023, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3402 [D loss: 0.325882, acc.: 86.33%, KL div.: 0.179699] [G loss: 2.766925, KL div.: 2.766925, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3403 [D loss: 0.432839, acc.: 78.52%, KL div.: 0.241932] [G loss: 3.149627, KL div.: 3.149627, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3404 [D loss: 0.330790, acc.: 86.33%, KL div.: 0.203479] [G loss: 2.885338, KL div.: 2.885338, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3405 [D loss: 0.357344, acc.: 83.20%, KL div.: 0.168581] [G loss: 2.783662, KL div.: 2.783662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3406 [D loss: 0.298406, acc.: 88.28%, KL div.: 0.159931] [G loss: 3.462517, KL div.: 3.462517, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3407 [D loss: 0.294559, acc.: 87.50%, KL div.: 0.191375] [G loss: 3.077593, KL div.: 3.077593, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3408 [D loss: 0.436348, acc.: 80.08%, KL div.: 0.198362] [G loss: 2.743227, KL div.: 2.743227, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3409 [D loss: 0.331226, acc.: 84.77%, KL div.: 0.203135] [G loss: 3.353832, KL div.: 3.353832, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3410 [D loss: 0.335214, acc.: 84.77%, KL div.: 0.194303] [G loss: 2.796997, KL div.: 2.796997, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3411 [D loss: 0.282597, acc.: 91.02%, KL div.: 0.135637] [G loss: 2.994244, KL div.: 2.994244, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3412 [D loss: 0.395295, acc.: 82.81%, KL div.: 0.231425] [G loss: 2.799746, KL div.: 2.799746, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3413 [D loss: 0.396785, acc.: 80.86%, KL div.: 0.235618] [G loss: 2.787565, KL div.: 2.787565, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3414 [D loss: 0.303780, acc.: 86.72%, KL div.: 0.154802] [G loss: 3.092000, KL div.: 3.092000, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3415 [D loss: 0.294209, acc.: 85.55%, KL div.: 0.167654] [G loss: 3.196651, KL div.: 3.196651, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3416 [D loss: 0.439073, acc.: 80.08%, KL div.: 0.266529] [G loss: 2.829772, KL div.: 2.829772, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3417 [D loss: 0.257489, acc.: 90.62%, KL div.: 0.124177] [G loss: 3.202891, KL div.: 3.202891, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3418 [D loss: 0.388483, acc.: 83.20%, KL div.: 0.218897] [G loss: 3.007201, KL div.: 3.007201, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3419 [D loss: 0.315579, acc.: 87.89%, KL div.: 0.196452] [G loss: 3.066571, KL div.: 3.066571, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3420 [D loss: 0.349876, acc.: 85.55%, KL div.: 0.174920] [G loss: 2.781348, KL div.: 2.781348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3421 [D loss: 0.303060, acc.: 89.06%, KL div.: 0.183896] [G loss: 2.859406, KL div.: 2.859406, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3422 [D loss: 0.302288, acc.: 88.67%, KL div.: 0.166811] [G loss: 3.028425, KL div.: 3.028425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3423 [D loss: 0.307892, acc.: 86.72%, KL div.: 0.152763] [G loss: 3.206235, KL div.: 3.206235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3424 [D loss: 0.346130, acc.: 83.59%, KL div.: 0.203739] [G loss: 3.303236, KL div.: 3.303236, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3425 [D loss: 0.271240, acc.: 88.67%, KL div.: 0.156795] [G loss: 3.212951, KL div.: 3.212951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3426 [D loss: 0.390918, acc.: 78.52%, KL div.: 0.186187] [G loss: 2.956430, KL div.: 2.956430, FID: 0.000000]
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3427 [D loss: 0.288026, acc.: 88.67%, KL div.: 0.180806] [G loss: 3.141450, KL div.: 3.141450, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3428 [D loss: 0.319942, acc.: 88.28%, KL div.: 0.191954] [G loss: 3.125142, KL div.: 3.125142, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3429 [D loss: 0.355653, acc.: 82.81%, KL div.: 0.168244] [G loss: 2.859203, KL div.: 2.859203, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3430 [D loss: 0.271746, acc.: 89.84%, KL div.: 0.167301] [G loss: 3.482196, KL div.: 3.482196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3431 [D loss: 0.341111, acc.: 85.16%, KL div.: 0.192694] [G loss: 2.652626, KL div.: 2.652626, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3432 [D loss: 0.322754, acc.: 84.38%, KL div.: 0.147365] [G loss: 3.002056, KL div.: 3.002056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3433 [D loss: 0.233041, acc.: 89.84%, KL div.: 0.142834] [G loss: 3.296837, KL div.: 3.296837, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3434 [D loss: 0.465595, acc.: 77.34%, KL div.: 0.269622] [G loss: 2.817048, KL div.: 2.817048, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3435 [D loss: 0.429782, acc.: 79.69%, KL div.: 0.205507] [G loss: 2.912069, KL div.: 2.912069, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3436 [D loss: 0.341115, acc.: 84.77%, KL div.: 0.202894] [G loss: 3.233095, KL div.: 3.233095, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3437 [D loss: 0.326811, acc.: 84.38%, KL div.: 0.186230] [G loss: 2.761653, KL div.: 2.761653, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3438 [D loss: 0.350471, acc.: 85.94%, KL div.: 0.187996] [G loss: 2.585950, KL div.: 2.585950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3439 [D loss: 0.342771, acc.: 85.55%, KL div.: 0.171217] [G loss: 3.113811, KL div.: 3.113811, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3440 [D loss: 0.346176, acc.: 82.03%, KL div.: 0.197811] [G loss: 2.923038, KL div.: 2.923038, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3441 [D loss: 0.354222, acc.: 85.94%, KL div.: 0.193678] [G loss: 3.122500, KL div.: 3.122501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3442 [D loss: 0.389502, acc.: 84.77%, KL div.: 0.226088] [G loss: 3.155631, KL div.: 3.155631, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3443 [D loss: 0.378285, acc.: 81.25%, KL div.: 0.181226] [G loss: 3.112256, KL div.: 3.112256, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3444 [D loss: 0.374761, acc.: 84.38%, KL div.: 0.215658] [G loss: 2.810036, KL div.: 2.810036, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3445 [D loss: 0.323359, acc.: 84.77%, KL div.: 0.169479] [G loss: 3.088624, KL div.: 3.088624, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3446 [D loss: 0.309310, acc.: 84.77%, KL div.: 0.182416] [G loss: 3.315049, KL div.: 3.315049, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3447 [D loss: 0.424212, acc.: 79.69%, KL div.: 0.254665] [G loss: 2.478272, KL div.: 2.478272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3448 [D loss: 0.364621, acc.: 85.16%, KL div.: 0.168853] [G loss: 3.292646, KL div.: 3.292646, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3449 [D loss: 0.342843, acc.: 86.72%, KL div.: 0.223829] [G loss: 2.806421, KL div.: 2.806421, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3450 [D loss: 0.354318, acc.: 85.55%, KL div.: 0.162678] [G loss: 2.882803, KL div.: 2.882803, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3451 [D loss: 0.355879, acc.: 83.20%, KL div.: 0.213259] [G loss: 2.879482, KL div.: 2.879482, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3452 [D loss: 0.377108, acc.: 83.20%, KL div.: 0.184568] [G loss: 2.773943, KL div.: 2.773944, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3453 [D loss: 0.381029, acc.: 82.42%, KL div.: 0.192120] [G loss: 2.614515, KL div.: 2.614515, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3454 [D loss: 0.263186, acc.: 90.23%, KL div.: 0.142809] [G loss: 3.264874, KL div.: 3.264874, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3455 [D loss: 0.294268, acc.: 84.77%, KL div.: 0.177759] [G loss: 2.913418, KL div.: 2.913418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3456 [D loss: 0.309936, acc.: 85.55%, KL div.: 0.142691] [G loss: 2.903307, KL div.: 2.903307, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3457 [D loss: 0.300765, acc.: 88.28%, KL div.: 0.140311] [G loss: 3.385105, KL div.: 3.385106, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3458 [D loss: 0.308244, acc.: 85.94%, KL div.: 0.198691] [G loss: 3.026727, KL div.: 3.026727, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3459 [D loss: 0.414988, acc.: 80.86%, KL div.: 0.233255] [G loss: 2.815834, KL div.: 2.815834, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3460 [D loss: 0.285855, acc.: 87.50%, KL div.: 0.154673] [G loss: 3.049780, KL div.: 3.049780, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3461 [D loss: 0.317580, acc.: 86.72%, KL div.: 0.169759] [G loss: 3.162289, KL div.: 3.162289, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3462 [D loss: 0.457999, acc.: 79.30%, KL div.: 0.260520] [G loss: 2.435479, KL div.: 2.435479, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3463 [D loss: 0.348338, acc.: 85.55%, KL div.: 0.180614] [G loss: 3.025072, KL div.: 3.025072, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3464 [D loss: 0.498823, acc.: 77.34%, KL div.: 0.312335] [G loss: 2.698593, KL div.: 2.698593, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3465 [D loss: 0.430965, acc.: 81.64%, KL div.: 0.201471] [G loss: 2.842896, KL div.: 2.842896, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3466 [D loss: 0.323128, acc.: 87.50%, KL div.: 0.206651] [G loss: 3.328092, KL div.: 3.328092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3467 [D loss: 0.344693, acc.: 84.38%, KL div.: 0.212512] [G loss: 3.075165, KL div.: 3.075165, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3468 [D loss: 0.383026, acc.: 81.64%, KL div.: 0.215255] [G loss: 2.878008, KL div.: 2.878008, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3469 [D loss: 0.285404, acc.: 87.89%, KL div.: 0.141938] [G loss: 3.122720, KL div.: 3.122720, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3470 [D loss: 0.333807, acc.: 84.38%, KL div.: 0.185349] [G loss: 2.911540, KL div.: 2.911540, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3471 [D loss: 0.410889, acc.: 82.81%, KL div.: 0.233645] [G loss: 2.997053, KL div.: 2.997053, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3472 [D loss: 0.341086, acc.: 84.77%, KL div.: 0.198589] [G loss: 2.955424, KL div.: 2.955424, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3473 [D loss: 0.284451, acc.: 86.72%, KL div.: 0.126405] [G loss: 3.241750, KL div.: 3.241750, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3474 [D loss: 0.485773, acc.: 81.64%, KL div.: 0.324451] [G loss: 2.574737, KL div.: 2.574737, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3475 [D loss: 0.389572, acc.: 82.81%, KL div.: 0.188839] [G loss: 2.933073, KL div.: 2.933073, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3476 [D loss: 0.393815, acc.: 83.59%, KL div.: 0.224993] [G loss: 3.092403, KL div.: 3.092404, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3477 [D loss: 0.306498, acc.: 87.89%, KL div.: 0.185299] [G loss: 3.121246, KL div.: 3.121246, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3478 [D loss: 0.456746, acc.: 78.12%, KL div.: 0.246881] [G loss: 2.457965, KL div.: 2.457965, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3479 [D loss: 0.398393, acc.: 80.86%, KL div.: 0.212553] [G loss: 2.893807, KL div.: 2.893807, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3480 [D loss: 0.428974, acc.: 80.08%, KL div.: 0.240667] [G loss: 2.777894, KL div.: 2.777894, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3481 [D loss: 0.355165, acc.: 84.77%, KL div.: 0.196629] [G loss: 2.961610, KL div.: 2.961610, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3482 [D loss: 0.444844, acc.: 80.86%, KL div.: 0.250926] [G loss: 2.962420, KL div.: 2.962420, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3483 [D loss: 0.381320, acc.: 83.59%, KL div.: 0.181518] [G loss: 3.109749, KL div.: 3.109749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3484 [D loss: 0.341982, acc.: 86.33%, KL div.: 0.215957] [G loss: 3.152975, KL div.: 3.152975, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3485 [D loss: 0.479798, acc.: 75.78%, KL div.: 0.283330] [G loss: 2.625885, KL div.: 2.625885, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3486 [D loss: 0.343239, acc.: 82.81%, KL div.: 0.161304] [G loss: 2.864702, KL div.: 2.864702, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3487 [D loss: 0.375521, acc.: 83.59%, KL div.: 0.234350] [G loss: 2.510253, KL div.: 2.510253, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3488 [D loss: 0.440326, acc.: 79.69%, KL div.: 0.216652] [G loss: 2.866183, KL div.: 2.866183, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3489 [D loss: 0.358997, acc.: 85.94%, KL div.: 0.195528] [G loss: 3.070134, KL div.: 3.070134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3490 [D loss: 0.411901, acc.: 78.52%, KL div.: 0.232681] [G loss: 2.895544, KL div.: 2.895544, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3491 [D loss: 0.494404, acc.: 75.78%, KL div.: 0.247984] [G loss: 2.489763, KL div.: 2.489763, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3492 [D loss: 0.305708, acc.: 84.77%, KL div.: 0.164412] [G loss: 3.191646, KL div.: 3.191646, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3493 [D loss: 0.360929, acc.: 82.81%, KL div.: 0.215318] [G loss: 2.908265, KL div.: 2.908265, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3494 [D loss: 0.341746, acc.: 84.38%, KL div.: 0.158975] [G loss: 2.874153, KL div.: 2.874153, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3495 [D loss: 0.408776, acc.: 78.12%, KL div.: 0.244957] [G loss: 2.779462, KL div.: 2.779462, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3496 [D loss: 0.340629, acc.: 84.77%, KL div.: 0.197579] [G loss: 2.869263, KL div.: 2.869263, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3497 [D loss: 0.460647, acc.: 79.30%, KL div.: 0.265084] [G loss: 2.590740, KL div.: 2.590740, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3498 [D loss: 0.273666, acc.: 86.72%, KL div.: 0.119285] [G loss: 3.155345, KL div.: 3.155345, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3499 [D loss: 0.414330, acc.: 80.08%, KL div.: 0.281499] [G loss: 2.843917, KL div.: 2.843917, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 1s 69ms/step
4/4 [==============================] - 1s 91ms/step
3500 [D loss: 0.402338, acc.: 82.42%, KL div.: 0.187531] [G loss: 3.282753, KL div.: 3.282753, FID: 69.228486]
1/1 [==============================] - 0s 22ms/step
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3501 [D loss: 0.348948, acc.: 82.81%, KL div.: 0.210186] [G loss: 2.458927, KL div.: 2.458927, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3502 [D loss: 0.386520, acc.: 82.81%, KL div.: 0.207900] [G loss: 2.846051, KL div.: 2.846051, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3503 [D loss: 0.420150, acc.: 79.69%, KL div.: 0.217248] [G loss: 2.926802, KL div.: 2.926802, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3504 [D loss: 0.374957, acc.: 85.16%, KL div.: 0.223458] [G loss: 2.832848, KL div.: 2.832848, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3505 [D loss: 0.437793, acc.: 82.03%, KL div.: 0.202995] [G loss: 2.884494, KL div.: 2.884494, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3506 [D loss: 0.404146, acc.: 80.47%, KL div.: 0.252974] [G loss: 2.971275, KL div.: 2.971275, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3507 [D loss: 0.412929, acc.: 82.42%, KL div.: 0.216592] [G loss: 2.980924, KL div.: 2.980924, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3508 [D loss: 0.373571, acc.: 84.38%, KL div.: 0.209753] [G loss: 2.593398, KL div.: 2.593398, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3509 [D loss: 0.323898, acc.: 88.28%, KL div.: 0.184335] [G loss: 2.863287, KL div.: 2.863287, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3510 [D loss: 0.392796, acc.: 81.25%, KL div.: 0.220392] [G loss: 2.394401, KL div.: 2.394401, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3511 [D loss: 0.421160, acc.: 80.08%, KL div.: 0.196122] [G loss: 3.159410, KL div.: 3.159410, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3512 [D loss: 0.445642, acc.: 76.95%, KL div.: 0.269791] [G loss: 2.980228, KL div.: 2.980228, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3513 [D loss: 0.338321, acc.: 85.16%, KL div.: 0.192193] [G loss: 2.786994, KL div.: 2.786994, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3514 [D loss: 0.308249, acc.: 85.94%, KL div.: 0.152347] [G loss: 2.936627, KL div.: 2.936627, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3515 [D loss: 0.410033, acc.: 83.20%, KL div.: 0.243172] [G loss: 2.780769, KL div.: 2.780769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3516 [D loss: 0.320967, acc.: 82.81%, KL div.: 0.172690] [G loss: 2.968883, KL div.: 2.968883, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3517 [D loss: 0.334706, acc.: 84.38%, KL div.: 0.178102] [G loss: 2.632684, KL div.: 2.632684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3518 [D loss: 0.384870, acc.: 85.16%, KL div.: 0.219830] [G loss: 2.585353, KL div.: 2.585353, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3519 [D loss: 0.386759, acc.: 83.20%, KL div.: 0.207035] [G loss: 2.535569, KL div.: 2.535569, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3520 [D loss: 0.386490, acc.: 82.81%, KL div.: 0.194480] [G loss: 2.854219, KL div.: 2.854219, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3521 [D loss: 0.415803, acc.: 80.08%, KL div.: 0.242395] [G loss: 2.642087, KL div.: 2.642087, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3522 [D loss: 0.405921, acc.: 82.03%, KL div.: 0.231624] [G loss: 2.773596, KL div.: 2.773596, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3523 [D loss: 0.354410, acc.: 83.59%, KL div.: 0.178256] [G loss: 3.219613, KL div.: 3.219613, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3524 [D loss: 0.417171, acc.: 81.25%, KL div.: 0.254882] [G loss: 2.875933, KL div.: 2.875933, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3525 [D loss: 0.422773, acc.: 78.91%, KL div.: 0.222130] [G loss: 2.900640, KL div.: 2.900640, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3526 [D loss: 0.368677, acc.: 82.81%, KL div.: 0.210805] [G loss: 2.848985, KL div.: 2.848985, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3527 [D loss: 0.343585, acc.: 83.20%, KL div.: 0.184982] [G loss: 3.031614, KL div.: 3.031614, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3528 [D loss: 0.378617, acc.: 81.25%, KL div.: 0.205015] [G loss: 2.992481, KL div.: 2.992481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3529 [D loss: 0.348042, acc.: 83.98%, KL div.: 0.195249] [G loss: 3.391360, KL div.: 3.391360, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3530 [D loss: 0.351588, acc.: 83.98%, KL div.: 0.173653] [G loss: 2.652637, KL div.: 2.652637, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3531 [D loss: 0.438644, acc.: 79.69%, KL div.: 0.256925] [G loss: 2.751821, KL div.: 2.751821, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3532 [D loss: 0.382228, acc.: 82.03%, KL div.: 0.206224] [G loss: 2.996991, KL div.: 2.996991, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3533 [D loss: 0.442907, acc.: 82.03%, KL div.: 0.262760] [G loss: 2.841500, KL div.: 2.841500, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3534 [D loss: 0.344464, acc.: 84.77%, KL div.: 0.187878] [G loss: 3.028849, KL div.: 3.028849, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3535 [D loss: 0.353517, acc.: 83.59%, KL div.: 0.182321] [G loss: 2.731878, KL div.: 2.731878, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3536 [D loss: 0.415577, acc.: 80.47%, KL div.: 0.254136] [G loss: 2.629487, KL div.: 2.629487, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3537 [D loss: 0.411467, acc.: 80.86%, KL div.: 0.220118] [G loss: 2.752094, KL div.: 2.752094, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3538 [D loss: 0.424529, acc.: 80.08%, KL div.: 0.230189] [G loss: 2.723451, KL div.: 2.723451, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3539 [D loss: 0.332507, acc.: 87.50%, KL div.: 0.182240] [G loss: 2.699691, KL div.: 2.699691, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3540 [D loss: 0.276093, acc.: 89.45%, KL div.: 0.125448] [G loss: 3.125932, KL div.: 3.125932, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3541 [D loss: 0.352425, acc.: 84.77%, KL div.: 0.220281] [G loss: 3.051340, KL div.: 3.051340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3542 [D loss: 0.406428, acc.: 82.03%, KL div.: 0.205906] [G loss: 2.978102, KL div.: 2.978102, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3543 [D loss: 0.288066, acc.: 89.45%, KL div.: 0.184309] [G loss: 2.867194, KL div.: 2.867194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3544 [D loss: 0.376687, acc.: 85.55%, KL div.: 0.180872] [G loss: 2.719905, KL div.: 2.719905, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3545 [D loss: 0.358967, acc.: 83.20%, KL div.: 0.207750] [G loss: 2.972232, KL div.: 2.972232, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3546 [D loss: 0.380368, acc.: 80.86%, KL div.: 0.204916] [G loss: 2.450923, KL div.: 2.450923, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3547 [D loss: 0.366000, acc.: 84.77%, KL div.: 0.196961] [G loss: 2.795196, KL div.: 2.795196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3548 [D loss: 0.360264, acc.: 86.33%, KL div.: 0.215272] [G loss: 2.561950, KL div.: 2.561950, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3549 [D loss: 0.351940, acc.: 85.55%, KL div.: 0.187178] [G loss: 2.697055, KL div.: 2.697055, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3550 [D loss: 0.323348, acc.: 86.33%, KL div.: 0.175199] [G loss: 3.066894, KL div.: 3.066894, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3551 [D loss: 0.370895, acc.: 82.42%, KL div.: 0.189302] [G loss: 2.696503, KL div.: 2.696503, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3552 [D loss: 0.341302, acc.: 84.38%, KL div.: 0.192055] [G loss: 2.727293, KL div.: 2.727293, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3553 [D loss: 0.499980, acc.: 78.12%, KL div.: 0.272283] [G loss: 3.064942, KL div.: 3.064942, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3554 [D loss: 0.321868, acc.: 85.94%, KL div.: 0.195681] [G loss: 3.079314, KL div.: 3.079314, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3555 [D loss: 0.298200, acc.: 87.89%, KL div.: 0.147369] [G loss: 2.696295, KL div.: 2.696295, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
3556 [D loss: 0.412702, acc.: 84.38%, KL div.: 0.251687] [G loss: 2.807695, KL div.: 2.807695, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3557 [D loss: 0.356337, acc.: 86.33%, KL div.: 0.201815] [G loss: 2.666564, KL div.: 2.666564, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3558 [D loss: 0.429096, acc.: 80.86%, KL div.: 0.254712] [G loss: 2.626569, KL div.: 2.626569, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3559 [D loss: 0.451309, acc.: 77.73%, KL div.: 0.223876] [G loss: 2.804236, KL div.: 2.804236, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3560 [D loss: 0.454234, acc.: 78.52%, KL div.: 0.249039] [G loss: 2.682430, KL div.: 2.682430, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3561 [D loss: 0.356625, acc.: 86.33%, KL div.: 0.196837] [G loss: 3.014419, KL div.: 3.014419, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3562 [D loss: 0.394676, acc.: 80.08%, KL div.: 0.238778] [G loss: 2.954175, KL div.: 2.954175, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3563 [D loss: 0.309295, acc.: 86.72%, KL div.: 0.168215] [G loss: 3.128242, KL div.: 3.128242, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3564 [D loss: 0.425864, acc.: 78.91%, KL div.: 0.217674] [G loss: 2.708309, KL div.: 2.708309, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3565 [D loss: 0.428800, acc.: 79.69%, KL div.: 0.219928] [G loss: 2.552277, KL div.: 2.552277, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3566 [D loss: 0.355516, acc.: 83.20%, KL div.: 0.160988] [G loss: 2.966008, KL div.: 2.966008, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3567 [D loss: 0.459719, acc.: 78.52%, KL div.: 0.300499] [G loss: 2.908701, KL div.: 2.908701, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3568 [D loss: 0.372868, acc.: 85.16%, KL div.: 0.191049] [G loss: 3.230994, KL div.: 3.230994, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3569 [D loss: 0.355275, acc.: 82.42%, KL div.: 0.213741] [G loss: 2.912470, KL div.: 2.912470, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3570 [D loss: 0.303948, acc.: 85.94%, KL div.: 0.133773] [G loss: 3.167272, KL div.: 3.167272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3571 [D loss: 0.342319, acc.: 85.16%, KL div.: 0.212059] [G loss: 2.923031, KL div.: 2.923031, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3572 [D loss: 0.403943, acc.: 84.38%, KL div.: 0.222402] [G loss: 2.768749, KL div.: 2.768749, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3573 [D loss: 0.385462, acc.: 83.59%, KL div.: 0.195619] [G loss: 3.041989, KL div.: 3.041989, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3574 [D loss: 0.292347, acc.: 89.06%, KL div.: 0.142044] [G loss: 3.007722, KL div.: 3.007722, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3575 [D loss: 0.337363, acc.: 87.11%, KL div.: 0.219971] [G loss: 2.990190, KL div.: 2.990190, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3576 [D loss: 0.418901, acc.: 82.81%, KL div.: 0.216269] [G loss: 2.676585, KL div.: 2.676585, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3577 [D loss: 0.332811, acc.: 85.94%, KL div.: 0.200737] [G loss: 2.537439, KL div.: 2.537439, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3578 [D loss: 0.429311, acc.: 80.08%, KL div.: 0.236241] [G loss: 2.594070, KL div.: 2.594070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3579 [D loss: 0.335206, acc.: 84.77%, KL div.: 0.162643] [G loss: 2.925739, KL div.: 2.925739, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3580 [D loss: 0.378737, acc.: 84.38%, KL div.: 0.212179] [G loss: 2.589030, KL div.: 2.589030, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
3581 [D loss: 0.494439, acc.: 78.52%, KL div.: 0.295346] [G loss: 2.462269, KL div.: 2.462269, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3582 [D loss: 0.391321, acc.: 81.25%, KL div.: 0.176035] [G loss: 3.103994, KL div.: 3.103994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3583 [D loss: 0.477603, acc.: 77.34%, KL div.: 0.265227] [G loss: 2.709538, KL div.: 2.709538, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3584 [D loss: 0.371585, acc.: 83.59%, KL div.: 0.230704] [G loss: 3.038383, KL div.: 3.038383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3585 [D loss: 0.351676, acc.: 86.33%, KL div.: 0.200650] [G loss: 2.802985, KL div.: 2.802985, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3586 [D loss: 0.417970, acc.: 78.12%, KL div.: 0.229721] [G loss: 2.435674, KL div.: 2.435674, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3587 [D loss: 0.388105, acc.: 83.59%, KL div.: 0.227798] [G loss: 2.940448, KL div.: 2.940448, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3588 [D loss: 0.421384, acc.: 77.34%, KL div.: 0.203590] [G loss: 2.889946, KL div.: 2.889946, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3589 [D loss: 0.407051, acc.: 79.30%, KL div.: 0.242677] [G loss: 2.663098, KL div.: 2.663098, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3590 [D loss: 0.390080, acc.: 80.08%, KL div.: 0.203689] [G loss: 2.633862, KL div.: 2.633862, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3591 [D loss: 0.571396, acc.: 71.48%, KL div.: 0.329748] [G loss: 2.545045, KL div.: 2.545045, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3592 [D loss: 0.377347, acc.: 82.81%, KL div.: 0.194723] [G loss: 2.806111, KL div.: 2.806111, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3593 [D loss: 0.408786, acc.: 80.86%, KL div.: 0.215386] [G loss: 2.773819, KL div.: 2.773819, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3594 [D loss: 0.374797, acc.: 81.25%, KL div.: 0.211442] [G loss: 2.770256, KL div.: 2.770256, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3595 [D loss: 0.427203, acc.: 80.08%, KL div.: 0.237405] [G loss: 2.908871, KL div.: 2.908870, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3596 [D loss: 0.332384, acc.: 84.77%, KL div.: 0.186560] [G loss: 3.244971, KL div.: 3.244971, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3597 [D loss: 0.386627, acc.: 80.47%, KL div.: 0.194897] [G loss: 2.775914, KL div.: 2.775914, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3598 [D loss: 0.338991, acc.: 85.16%, KL div.: 0.190590] [G loss: 3.163712, KL div.: 3.163712, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
3599 [D loss: 0.418929, acc.: 82.42%, KL div.: 0.242075] [G loss: 2.731739, KL div.: 2.731739, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 2s 105ms/step
4/4 [==============================] - 4s 149ms/step
3600 [D loss: 0.290786, acc.: 87.11%, KL div.: 0.167814] [G loss: 2.872426, KL div.: 2.872426, FID: 58.166627]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 75ms/step
3601 [D loss: 0.332738, acc.: 84.38%, KL div.: 0.159849] [G loss: 2.937503, KL div.: 2.937503, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3602 [D loss: 0.349853, acc.: 85.55%, KL div.: 0.204251] [G loss: 2.678258, KL div.: 2.678258, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3603 [D loss: 0.353892, acc.: 82.42%, KL div.: 0.201168] [G loss: 3.070675, KL div.: 3.070675, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3604 [D loss: 0.306627, acc.: 85.94%, KL div.: 0.166344] [G loss: 2.926838, KL div.: 2.926838, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3605 [D loss: 0.323637, acc.: 83.59%, KL div.: 0.148625] [G loss: 2.857076, KL div.: 2.857076, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3606 [D loss: 0.475645, acc.: 78.52%, KL div.: 0.272109] [G loss: 2.861951, KL div.: 2.861951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3607 [D loss: 0.386173, acc.: 85.16%, KL div.: 0.215165] [G loss: 2.807135, KL div.: 2.807135, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3608 [D loss: 0.410573, acc.: 83.20%, KL div.: 0.233916] [G loss: 2.596310, KL div.: 2.596310, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3609 [D loss: 0.518662, acc.: 75.78%, KL div.: 0.270468] [G loss: 2.843679, KL div.: 2.843679, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3610 [D loss: 0.321361, acc.: 85.55%, KL div.: 0.194668] [G loss: 2.782596, KL div.: 2.782596, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3611 [D loss: 0.440009, acc.: 79.69%, KL div.: 0.237505] [G loss: 2.628873, KL div.: 2.628873, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3612 [D loss: 0.340823, acc.: 86.72%, KL div.: 0.197595] [G loss: 2.821047, KL div.: 2.821047, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3613 [D loss: 0.449515, acc.: 76.56%, KL div.: 0.208042] [G loss: 2.853641, KL div.: 2.853641, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3614 [D loss: 0.484366, acc.: 79.30%, KL div.: 0.307843] [G loss: 2.858084, KL div.: 2.858084, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3615 [D loss: 0.434325, acc.: 76.95%, KL div.: 0.211864] [G loss: 2.611058, KL div.: 2.611058, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3616 [D loss: 0.325959, acc.: 84.77%, KL div.: 0.166915] [G loss: 2.943552, KL div.: 2.943552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3617 [D loss: 0.396999, acc.: 81.25%, KL div.: 0.251106] [G loss: 2.800504, KL div.: 2.800504, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3618 [D loss: 0.389909, acc.: 82.81%, KL div.: 0.202623] [G loss: 2.691192, KL div.: 2.691192, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3619 [D loss: 0.368172, acc.: 81.25%, KL div.: 0.186851] [G loss: 2.500633, KL div.: 2.500633, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3620 [D loss: 0.410254, acc.: 80.08%, KL div.: 0.238219] [G loss: 2.781132, KL div.: 2.781132, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3621 [D loss: 0.326528, acc.: 85.16%, KL div.: 0.155519] [G loss: 3.182918, KL div.: 3.182918, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3622 [D loss: 0.391194, acc.: 81.25%, KL div.: 0.221781] [G loss: 3.052174, KL div.: 3.052174, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3623 [D loss: 0.421644, acc.: 82.03%, KL div.: 0.231181] [G loss: 2.466851, KL div.: 2.466851, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3624 [D loss: 0.377092, acc.: 83.20%, KL div.: 0.183643] [G loss: 2.616576, KL div.: 2.616576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3625 [D loss: 0.429914, acc.: 80.08%, KL div.: 0.253523] [G loss: 2.864641, KL div.: 2.864641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3626 [D loss: 0.356318, acc.: 84.38%, KL div.: 0.204357] [G loss: 2.720102, KL div.: 2.720102, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3627 [D loss: 0.416638, acc.: 80.08%, KL div.: 0.214183] [G loss: 2.978743, KL div.: 2.978743, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3628 [D loss: 0.404277, acc.: 78.52%, KL div.: 0.197297] [G loss: 2.675581, KL div.: 2.675581, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3629 [D loss: 0.349135, acc.: 84.38%, KL div.: 0.212151] [G loss: 3.119134, KL div.: 3.119134, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3630 [D loss: 0.447481, acc.: 79.69%, KL div.: 0.246358] [G loss: 2.656767, KL div.: 2.656767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3631 [D loss: 0.362804, acc.: 84.77%, KL div.: 0.197551] [G loss: 2.929636, KL div.: 2.929636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3632 [D loss: 0.400602, acc.: 83.59%, KL div.: 0.202792] [G loss: 2.941453, KL div.: 2.941453, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3633 [D loss: 0.450459, acc.: 79.30%, KL div.: 0.277156] [G loss: 2.472629, KL div.: 2.472629, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3634 [D loss: 0.405508, acc.: 80.08%, KL div.: 0.191905] [G loss: 2.635044, KL div.: 2.635044, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3635 [D loss: 0.437084, acc.: 79.30%, KL div.: 0.245329] [G loss: 2.674707, KL div.: 2.674707, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3636 [D loss: 0.390068, acc.: 83.20%, KL div.: 0.215746] [G loss: 2.696964, KL div.: 2.696964, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3637 [D loss: 0.349331, acc.: 84.77%, KL div.: 0.183664] [G loss: 2.527285, KL div.: 2.527285, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3638 [D loss: 0.370739, acc.: 80.47%, KL div.: 0.206529] [G loss: 2.994159, KL div.: 2.994159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3639 [D loss: 0.402124, acc.: 80.86%, KL div.: 0.246196] [G loss: 2.623914, KL div.: 2.623914, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3640 [D loss: 0.396113, acc.: 82.81%, KL div.: 0.185427] [G loss: 2.647919, KL div.: 2.647919, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3641 [D loss: 0.391539, acc.: 80.47%, KL div.: 0.232903] [G loss: 2.812202, KL div.: 2.812202, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3642 [D loss: 0.342518, acc.: 87.11%, KL div.: 0.211376] [G loss: 3.134218, KL div.: 3.134218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3643 [D loss: 0.381727, acc.: 82.03%, KL div.: 0.166844] [G loss: 2.748121, KL div.: 2.748121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3644 [D loss: 0.459067, acc.: 78.52%, KL div.: 0.302826] [G loss: 2.923787, KL div.: 2.923787, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3645 [D loss: 0.516941, acc.: 73.83%, KL div.: 0.250509] [G loss: 2.655581, KL div.: 2.655581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3646 [D loss: 0.335538, acc.: 83.98%, KL div.: 0.153238] [G loss: 2.690385, KL div.: 2.690385, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3647 [D loss: 0.398822, acc.: 82.03%, KL div.: 0.261014] [G loss: 2.951198, KL div.: 2.951198, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3648 [D loss: 0.396664, acc.: 82.42%, KL div.: 0.212044] [G loss: 2.641642, KL div.: 2.641642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3649 [D loss: 0.468271, acc.: 77.73%, KL div.: 0.258892] [G loss: 2.552939, KL div.: 2.552939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3650 [D loss: 0.458268, acc.: 77.34%, KL div.: 0.258664] [G loss: 2.684037, KL div.: 2.684037, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3651 [D loss: 0.454046, acc.: 78.52%, KL div.: 0.231869] [G loss: 2.982585, KL div.: 2.982585, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3652 [D loss: 0.420736, acc.: 80.47%, KL div.: 0.252589] [G loss: 2.922683, KL div.: 2.922683, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3653 [D loss: 0.329613, acc.: 84.77%, KL div.: 0.205019] [G loss: 2.891277, KL div.: 2.891277, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3654 [D loss: 0.390420, acc.: 83.59%, KL div.: 0.188566] [G loss: 2.822169, KL div.: 2.822169, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3655 [D loss: 0.369506, acc.: 85.16%, KL div.: 0.210621] [G loss: 2.771840, KL div.: 2.771840, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3656 [D loss: 0.375991, acc.: 83.20%, KL div.: 0.173829] [G loss: 2.590069, KL div.: 2.590069, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3657 [D loss: 0.334400, acc.: 86.33%, KL div.: 0.194137] [G loss: 3.038283, KL div.: 3.038283, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3658 [D loss: 0.368196, acc.: 83.20%, KL div.: 0.190300] [G loss: 2.515955, KL div.: 2.515955, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3659 [D loss: 0.321954, acc.: 86.33%, KL div.: 0.186283] [G loss: 2.846350, KL div.: 2.846350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3660 [D loss: 0.384633, acc.: 83.59%, KL div.: 0.205867] [G loss: 2.797564, KL div.: 2.797564, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3661 [D loss: 0.393260, acc.: 82.81%, KL div.: 0.208278] [G loss: 2.935956, KL div.: 2.935956, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3662 [D loss: 0.473448, acc.: 79.69%, KL div.: 0.286321] [G loss: 2.433336, KL div.: 2.433336, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3663 [D loss: 0.357067, acc.: 83.20%, KL div.: 0.173338] [G loss: 2.755405, KL div.: 2.755405, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3664 [D loss: 0.358698, acc.: 84.77%, KL div.: 0.226573] [G loss: 2.693927, KL div.: 2.693927, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3665 [D loss: 0.441066, acc.: 77.73%, KL div.: 0.258033] [G loss: 2.748330, KL div.: 2.748330, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3666 [D loss: 0.287858, acc.: 88.28%, KL div.: 0.158891] [G loss: 2.851090, KL div.: 2.851090, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3667 [D loss: 0.376634, acc.: 83.59%, KL div.: 0.185755] [G loss: 2.816840, KL div.: 2.816840, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
3668 [D loss: 0.340083, acc.: 83.98%, KL div.: 0.187683] [G loss: 2.785807, KL div.: 2.785807, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3669 [D loss: 0.520577, acc.: 72.27%, KL div.: 0.291990] [G loss: 2.435539, KL div.: 2.435539, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3670 [D loss: 0.379734, acc.: 81.64%, KL div.: 0.192879] [G loss: 2.901349, KL div.: 2.901349, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3671 [D loss: 0.501415, acc.: 75.39%, KL div.: 0.290543] [G loss: 2.578799, KL div.: 2.578799, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3672 [D loss: 0.336768, acc.: 84.77%, KL div.: 0.168510] [G loss: 3.073373, KL div.: 3.073373, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3673 [D loss: 0.523785, acc.: 73.44%, KL div.: 0.293994] [G loss: 2.496847, KL div.: 2.496847, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3674 [D loss: 0.293389, acc.: 87.11%, KL div.: 0.170022] [G loss: 2.898339, KL div.: 2.898339, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3675 [D loss: 0.418663, acc.: 81.25%, KL div.: 0.206842] [G loss: 2.806372, KL div.: 2.806372, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3676 [D loss: 0.371161, acc.: 83.59%, KL div.: 0.205534] [G loss: 2.747828, KL div.: 2.747828, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3677 [D loss: 0.420669, acc.: 80.86%, KL div.: 0.243796] [G loss: 2.542497, KL div.: 2.542497, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3678 [D loss: 0.345417, acc.: 84.38%, KL div.: 0.205738] [G loss: 2.777672, KL div.: 2.777672, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3679 [D loss: 0.354968, acc.: 83.59%, KL div.: 0.180479] [G loss: 2.729143, KL div.: 2.729143, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3680 [D loss: 0.359200, acc.: 85.55%, KL div.: 0.204957] [G loss: 2.960434, KL div.: 2.960434, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3681 [D loss: 0.434325, acc.: 80.47%, KL div.: 0.250816] [G loss: 2.576626, KL div.: 2.576626, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3682 [D loss: 0.347520, acc.: 85.16%, KL div.: 0.209462] [G loss: 2.448509, KL div.: 2.448509, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3683 [D loss: 0.305067, acc.: 86.72%, KL div.: 0.156124] [G loss: 2.838443, KL div.: 2.838443, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3684 [D loss: 0.400223, acc.: 81.25%, KL div.: 0.249065] [G loss: 2.696590, KL div.: 2.696590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3685 [D loss: 0.328297, acc.: 83.59%, KL div.: 0.142268] [G loss: 2.570071, KL div.: 2.570071, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3686 [D loss: 0.405181, acc.: 82.42%, KL div.: 0.223005] [G loss: 2.883070, KL div.: 2.883070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3687 [D loss: 0.375945, acc.: 83.98%, KL div.: 0.220967] [G loss: 2.876695, KL div.: 2.876695, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3688 [D loss: 0.309077, acc.: 86.72%, KL div.: 0.173592] [G loss: 3.139751, KL div.: 3.139751, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3689 [D loss: 0.440226, acc.: 82.03%, KL div.: 0.216573] [G loss: 2.737887, KL div.: 2.737887, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3690 [D loss: 0.341983, acc.: 85.16%, KL div.: 0.215879] [G loss: 2.944092, KL div.: 2.944092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3691 [D loss: 0.439634, acc.: 77.73%, KL div.: 0.232797] [G loss: 2.639327, KL div.: 2.639327, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3692 [D loss: 0.341508, acc.: 85.16%, KL div.: 0.171222] [G loss: 2.610536, KL div.: 2.610536, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3693 [D loss: 0.323008, acc.: 82.81%, KL div.: 0.177514] [G loss: 3.022024, KL div.: 3.022024, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3694 [D loss: 0.367447, acc.: 82.03%, KL div.: 0.208438] [G loss: 2.786369, KL div.: 2.786369, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3695 [D loss: 0.413738, acc.: 79.30%, KL div.: 0.204033] [G loss: 2.637248, KL div.: 2.637248, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3696 [D loss: 0.309480, acc.: 87.50%, KL div.: 0.170004] [G loss: 2.995138, KL div.: 2.995138, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3697 [D loss: 0.324251, acc.: 87.11%, KL div.: 0.191288] [G loss: 2.806046, KL div.: 2.806046, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3698 [D loss: 0.487587, acc.: 74.22%, KL div.: 0.240065] [G loss: 2.621414, KL div.: 2.621414, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3699 [D loss: 0.329967, acc.: 83.98%, KL div.: 0.186642] [G loss: 3.010849, KL div.: 3.010849, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 4s 145ms/step
4/4 [==============================] - 3s 110ms/step
3700 [D loss: 0.438311, acc.: 80.86%, KL div.: 0.254500] [G loss: 2.380034, KL div.: 2.380034, FID: 58.565097]
1/1 [==============================] - 0s 22ms/step
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3701 [D loss: 0.377681, acc.: 82.42%, KL div.: 0.185714] [G loss: 2.549886, KL div.: 2.549886, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3702 [D loss: 0.300233, acc.: 87.89%, KL div.: 0.166351] [G loss: 2.972641, KL div.: 2.972641, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3703 [D loss: 0.478366, acc.: 77.73%, KL div.: 0.277524] [G loss: 2.502262, KL div.: 2.502262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3704 [D loss: 0.440251, acc.: 76.56%, KL div.: 0.231941] [G loss: 2.775618, KL div.: 2.775619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3705 [D loss: 0.415757, acc.: 78.52%, KL div.: 0.226747] [G loss: 2.718782, KL div.: 2.718782, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3706 [D loss: 0.381733, acc.: 80.86%, KL div.: 0.217404] [G loss: 2.653761, KL div.: 2.653761, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3707 [D loss: 0.425861, acc.: 81.64%, KL div.: 0.211039] [G loss: 2.886474, KL div.: 2.886474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3708 [D loss: 0.460759, acc.: 78.91%, KL div.: 0.296039] [G loss: 2.559576, KL div.: 2.559576, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3709 [D loss: 0.405175, acc.: 82.03%, KL div.: 0.204277] [G loss: 2.667051, KL div.: 2.667051, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3710 [D loss: 0.488897, acc.: 76.95%, KL div.: 0.264448] [G loss: 2.371567, KL div.: 2.371567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3711 [D loss: 0.406589, acc.: 80.47%, KL div.: 0.222958] [G loss: 2.899434, KL div.: 2.899434, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3712 [D loss: 0.473340, acc.: 77.34%, KL div.: 0.246621] [G loss: 2.794973, KL div.: 2.794973, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3713 [D loss: 0.341568, acc.: 86.33%, KL div.: 0.197807] [G loss: 2.933248, KL div.: 2.933248, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3714 [D loss: 0.536472, acc.: 72.27%, KL div.: 0.316353] [G loss: 2.580249, KL div.: 2.580249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3715 [D loss: 0.289908, acc.: 87.89%, KL div.: 0.133560] [G loss: 2.861598, KL div.: 2.861598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3716 [D loss: 0.369681, acc.: 85.55%, KL div.: 0.205043] [G loss: 2.477780, KL div.: 2.477781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3717 [D loss: 0.401813, acc.: 82.03%, KL div.: 0.200144] [G loss: 2.567449, KL div.: 2.567449, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3718 [D loss: 0.389264, acc.: 82.03%, KL div.: 0.230866] [G loss: 2.839143, KL div.: 2.839143, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3719 [D loss: 0.441468, acc.: 78.91%, KL div.: 0.224719] [G loss: 2.636210, KL div.: 2.636210, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3720 [D loss: 0.399468, acc.: 81.25%, KL div.: 0.219585] [G loss: 3.050680, KL div.: 3.050680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3721 [D loss: 0.421490, acc.: 80.08%, KL div.: 0.238241] [G loss: 2.858113, KL div.: 2.858113, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3722 [D loss: 0.313898, acc.: 83.98%, KL div.: 0.165544] [G loss: 2.537865, KL div.: 2.537865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3723 [D loss: 0.374182, acc.: 83.98%, KL div.: 0.205387] [G loss: 2.770923, KL div.: 2.770923, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3724 [D loss: 0.425925, acc.: 79.30%, KL div.: 0.241267] [G loss: 2.583349, KL div.: 2.583349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3725 [D loss: 0.401108, acc.: 80.86%, KL div.: 0.203594] [G loss: 2.462705, KL div.: 2.462705, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3726 [D loss: 0.374742, acc.: 80.47%, KL div.: 0.202523] [G loss: 2.861558, KL div.: 2.861557, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3727 [D loss: 0.397674, acc.: 82.03%, KL div.: 0.235623] [G loss: 2.534500, KL div.: 2.534500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3728 [D loss: 0.322921, acc.: 86.33%, KL div.: 0.158925] [G loss: 2.522801, KL div.: 2.522801, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3729 [D loss: 0.440572, acc.: 82.03%, KL div.: 0.230800] [G loss: 2.611309, KL div.: 2.611309, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3730 [D loss: 0.502928, acc.: 74.61%, KL div.: 0.284307] [G loss: 2.650862, KL div.: 2.650862, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3731 [D loss: 0.337084, acc.: 84.38%, KL div.: 0.175975] [G loss: 2.675537, KL div.: 2.675537, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3732 [D loss: 0.480028, acc.: 78.52%, KL div.: 0.315014] [G loss: 2.297418, KL div.: 2.297418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3733 [D loss: 0.311246, acc.: 86.33%, KL div.: 0.133030] [G loss: 2.863430, KL div.: 2.863430, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3734 [D loss: 0.454355, acc.: 79.30%, KL div.: 0.240610] [G loss: 2.412212, KL div.: 2.412212, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3735 [D loss: 0.352723, acc.: 85.16%, KL div.: 0.192281] [G loss: 2.831159, KL div.: 2.831159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3736 [D loss: 0.475230, acc.: 77.34%, KL div.: 0.257764] [G loss: 2.420862, KL div.: 2.420862, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3737 [D loss: 0.367523, acc.: 83.59%, KL div.: 0.205549] [G loss: 2.703927, KL div.: 2.703927, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3738 [D loss: 0.350306, acc.: 85.94%, KL div.: 0.210409] [G loss: 2.774736, KL div.: 2.774736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3739 [D loss: 0.419805, acc.: 78.52%, KL div.: 0.259405] [G loss: 2.787088, KL div.: 2.787088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3740 [D loss: 0.452962, acc.: 76.56%, KL div.: 0.185865] [G loss: 2.722459, KL div.: 2.722459, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3741 [D loss: 0.407266, acc.: 80.08%, KL div.: 0.244378] [G loss: 2.774528, KL div.: 2.774528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3742 [D loss: 0.407190, acc.: 80.08%, KL div.: 0.254419] [G loss: 2.413184, KL div.: 2.413184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3743 [D loss: 0.515840, acc.: 73.83%, KL div.: 0.220275] [G loss: 2.381180, KL div.: 2.381180, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3744 [D loss: 0.348423, acc.: 84.38%, KL div.: 0.202062] [G loss: 2.724261, KL div.: 2.724261, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3745 [D loss: 0.395857, acc.: 85.16%, KL div.: 0.263082] [G loss: 2.774628, KL div.: 2.774628, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3746 [D loss: 0.390346, acc.: 80.86%, KL div.: 0.169713] [G loss: 2.714797, KL div.: 2.714797, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3747 [D loss: 0.354833, acc.: 82.81%, KL div.: 0.184706] [G loss: 3.214708, KL div.: 3.214708, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3748 [D loss: 0.440613, acc.: 80.86%, KL div.: 0.254344] [G loss: 2.480040, KL div.: 2.480040, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3749 [D loss: 0.472140, acc.: 76.56%, KL div.: 0.243458] [G loss: 2.453505, KL div.: 2.453504, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3750 [D loss: 0.434035, acc.: 79.30%, KL div.: 0.257711] [G loss: 2.667648, KL div.: 2.667648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3751 [D loss: 0.458577, acc.: 79.69%, KL div.: 0.267620] [G loss: 2.674031, KL div.: 2.674031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3752 [D loss: 0.444048, acc.: 79.30%, KL div.: 0.209468] [G loss: 2.494070, KL div.: 2.494070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3753 [D loss: 0.481746, acc.: 76.56%, KL div.: 0.278770] [G loss: 2.448347, KL div.: 2.448347, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3754 [D loss: 0.398942, acc.: 83.20%, KL div.: 0.197807] [G loss: 2.615785, KL div.: 2.615785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3755 [D loss: 0.491306, acc.: 76.17%, KL div.: 0.312280] [G loss: 2.636720, KL div.: 2.636720, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3756 [D loss: 0.518501, acc.: 76.17%, KL div.: 0.294902] [G loss: 2.540403, KL div.: 2.540403, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3757 [D loss: 0.421046, acc.: 79.30%, KL div.: 0.213597] [G loss: 2.545010, KL div.: 2.545011, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3758 [D loss: 0.365252, acc.: 85.16%, KL div.: 0.235366] [G loss: 2.996242, KL div.: 2.996242, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3759 [D loss: 0.312706, acc.: 86.72%, KL div.: 0.135387] [G loss: 2.878359, KL div.: 2.878359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3760 [D loss: 0.386900, acc.: 80.08%, KL div.: 0.211783] [G loss: 2.779083, KL div.: 2.779083, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3761 [D loss: 0.467159, acc.: 75.78%, KL div.: 0.269549] [G loss: 2.742640, KL div.: 2.742640, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3762 [D loss: 0.417103, acc.: 77.34%, KL div.: 0.182062] [G loss: 3.018325, KL div.: 3.018325, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3763 [D loss: 0.403081, acc.: 81.25%, KL div.: 0.239676] [G loss: 2.775284, KL div.: 2.775284, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3764 [D loss: 0.388281, acc.: 82.81%, KL div.: 0.219677] [G loss: 2.693187, KL div.: 2.693187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3765 [D loss: 0.367637, acc.: 83.59%, KL div.: 0.201452] [G loss: 2.745229, KL div.: 2.745229, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3766 [D loss: 0.443087, acc.: 78.52%, KL div.: 0.226577] [G loss: 2.425581, KL div.: 2.425581, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3767 [D loss: 0.508551, acc.: 77.34%, KL div.: 0.315143] [G loss: 2.449187, KL div.: 2.449187, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3768 [D loss: 0.401210, acc.: 83.98%, KL div.: 0.178084] [G loss: 2.820352, KL div.: 2.820352, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3769 [D loss: 0.400928, acc.: 80.86%, KL div.: 0.221935] [G loss: 2.777333, KL div.: 2.777333, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3770 [D loss: 0.477162, acc.: 76.17%, KL div.: 0.297088] [G loss: 2.422474, KL div.: 2.422474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3771 [D loss: 0.415609, acc.: 81.25%, KL div.: 0.178158] [G loss: 2.688231, KL div.: 2.688231, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3772 [D loss: 0.366566, acc.: 85.16%, KL div.: 0.221925] [G loss: 2.577436, KL div.: 2.577436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3773 [D loss: 0.398843, acc.: 83.98%, KL div.: 0.211525] [G loss: 2.854434, KL div.: 2.854434, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3774 [D loss: 0.461670, acc.: 77.73%, KL div.: 0.275244] [G loss: 2.594521, KL div.: 2.594521, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3775 [D loss: 0.411757, acc.: 81.25%, KL div.: 0.184726] [G loss: 2.913966, KL div.: 2.913966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3776 [D loss: 0.393133, acc.: 84.38%, KL div.: 0.229620] [G loss: 2.618504, KL div.: 2.618504, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3777 [D loss: 0.432668, acc.: 80.86%, KL div.: 0.218845] [G loss: 2.663677, KL div.: 2.663677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3778 [D loss: 0.412528, acc.: 83.20%, KL div.: 0.264614] [G loss: 2.714266, KL div.: 2.714266, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3779 [D loss: 0.435226, acc.: 77.73%, KL div.: 0.217339] [G loss: 2.326502, KL div.: 2.326502, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3780 [D loss: 0.421805, acc.: 80.08%, KL div.: 0.228376] [G loss: 2.634338, KL div.: 2.634338, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3781 [D loss: 0.390837, acc.: 81.25%, KL div.: 0.214734] [G loss: 2.699621, KL div.: 2.699621, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3782 [D loss: 0.541451, acc.: 74.61%, KL div.: 0.295237] [G loss: 2.645586, KL div.: 2.645586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3783 [D loss: 0.327991, acc.: 85.94%, KL div.: 0.200038] [G loss: 2.763621, KL div.: 2.763621, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3784 [D loss: 0.478526, acc.: 78.91%, KL div.: 0.269454] [G loss: 2.543775, KL div.: 2.543775, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3785 [D loss: 0.419627, acc.: 83.59%, KL div.: 0.216996] [G loss: 2.744277, KL div.: 2.744277, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3786 [D loss: 0.371610, acc.: 80.86%, KL div.: 0.209346] [G loss: 2.492679, KL div.: 2.492679, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3787 [D loss: 0.399328, acc.: 83.59%, KL div.: 0.210251] [G loss: 2.459897, KL div.: 2.459897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3788 [D loss: 0.381784, acc.: 85.16%, KL div.: 0.220876] [G loss: 2.534436, KL div.: 2.534436, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3789 [D loss: 0.406382, acc.: 80.47%, KL div.: 0.199984] [G loss: 2.503785, KL div.: 2.503785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3790 [D loss: 0.525557, acc.: 72.66%, KL div.: 0.305473] [G loss: 2.261690, KL div.: 2.261690, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3791 [D loss: 0.418233, acc.: 78.91%, KL div.: 0.223270] [G loss: 2.313654, KL div.: 2.313654, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3792 [D loss: 0.499805, acc.: 77.73%, KL div.: 0.276802] [G loss: 2.543345, KL div.: 2.543345, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3793 [D loss: 0.428787, acc.: 79.69%, KL div.: 0.246620] [G loss: 2.563798, KL div.: 2.563798, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3794 [D loss: 0.428302, acc.: 80.47%, KL div.: 0.232931] [G loss: 2.602982, KL div.: 2.602982, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3795 [D loss: 0.402531, acc.: 81.64%, KL div.: 0.198762] [G loss: 3.020143, KL div.: 3.020143, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3796 [D loss: 0.425484, acc.: 80.86%, KL div.: 0.236018] [G loss: 2.561249, KL div.: 2.561249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3797 [D loss: 0.462898, acc.: 74.61%, KL div.: 0.249841] [G loss: 2.871193, KL div.: 2.871193, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3798 [D loss: 0.388191, acc.: 83.98%, KL div.: 0.228180] [G loss: 2.650296, KL div.: 2.650296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3799 [D loss: 0.392615, acc.: 84.77%, KL div.: 0.214088] [G loss: 2.519308, KL div.: 2.519308, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 1s 83ms/step
3800 [D loss: 0.463527, acc.: 77.34%, KL div.: 0.248267] [G loss: 2.607785, KL div.: 2.607785, FID: 53.376219]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 75ms/step
3801 [D loss: 0.437114, acc.: 81.25%, KL div.: 0.243419] [G loss: 2.536605, KL div.: 2.536605, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3802 [D loss: 0.412479, acc.: 79.30%, KL div.: 0.231077] [G loss: 2.487445, KL div.: 2.487445, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3803 [D loss: 0.411923, acc.: 77.73%, KL div.: 0.211899] [G loss: 2.439305, KL div.: 2.439305, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3804 [D loss: 0.418857, acc.: 83.20%, KL div.: 0.214578] [G loss: 2.600250, KL div.: 2.600250, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3805 [D loss: 0.402024, acc.: 81.25%, KL div.: 0.259617] [G loss: 2.843160, KL div.: 2.843160, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3806 [D loss: 0.430275, acc.: 80.86%, KL div.: 0.197617] [G loss: 2.604463, KL div.: 2.604463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3807 [D loss: 0.384532, acc.: 83.20%, KL div.: 0.234166] [G loss: 2.351508, KL div.: 2.351508, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3808 [D loss: 0.558670, acc.: 72.27%, KL div.: 0.265242] [G loss: 2.665349, KL div.: 2.665349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3809 [D loss: 0.410007, acc.: 82.42%, KL div.: 0.211062] [G loss: 2.816331, KL div.: 2.816331, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3810 [D loss: 0.482509, acc.: 74.61%, KL div.: 0.317355] [G loss: 2.618249, KL div.: 2.618249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3811 [D loss: 0.418643, acc.: 79.69%, KL div.: 0.202704] [G loss: 2.825225, KL div.: 2.825225, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3812 [D loss: 0.518684, acc.: 76.56%, KL div.: 0.314293] [G loss: 2.258460, KL div.: 2.258460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3813 [D loss: 0.373511, acc.: 81.64%, KL div.: 0.174525] [G loss: 2.894979, KL div.: 2.894979, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3814 [D loss: 0.358111, acc.: 84.38%, KL div.: 0.222262] [G loss: 2.450897, KL div.: 2.450897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3815 [D loss: 0.400791, acc.: 81.64%, KL div.: 0.237576] [G loss: 2.475585, KL div.: 2.475585, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3816 [D loss: 0.489582, acc.: 72.66%, KL div.: 0.233507] [G loss: 2.494337, KL div.: 2.494337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3817 [D loss: 0.542462, acc.: 74.61%, KL div.: 0.285455] [G loss: 2.485395, KL div.: 2.485395, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3818 [D loss: 0.422162, acc.: 81.25%, KL div.: 0.244914] [G loss: 2.499555, KL div.: 2.499555, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3819 [D loss: 0.466503, acc.: 78.12%, KL div.: 0.247361] [G loss: 2.378131, KL div.: 2.378130, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3820 [D loss: 0.469913, acc.: 77.73%, KL div.: 0.278258] [G loss: 2.405819, KL div.: 2.405819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3821 [D loss: 0.514436, acc.: 73.44%, KL div.: 0.241704] [G loss: 2.601790, KL div.: 2.601790, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3822 [D loss: 0.403831, acc.: 80.47%, KL div.: 0.222691] [G loss: 2.498174, KL div.: 2.498174, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3823 [D loss: 0.456948, acc.: 76.95%, KL div.: 0.279881] [G loss: 2.512916, KL div.: 2.512916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3824 [D loss: 0.449258, acc.: 78.12%, KL div.: 0.189294] [G loss: 2.602044, KL div.: 2.602044, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3825 [D loss: 0.425942, acc.: 77.34%, KL div.: 0.242230] [G loss: 2.592542, KL div.: 2.592542, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3826 [D loss: 0.519656, acc.: 72.27%, KL div.: 0.317108] [G loss: 2.345309, KL div.: 2.345309, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3827 [D loss: 0.371625, acc.: 82.03%, KL div.: 0.193279] [G loss: 2.802857, KL div.: 2.802857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3828 [D loss: 0.391662, acc.: 81.25%, KL div.: 0.217187] [G loss: 2.273806, KL div.: 2.273806, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3829 [D loss: 0.358012, acc.: 83.98%, KL div.: 0.179403] [G loss: 2.492931, KL div.: 2.492931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3830 [D loss: 0.439668, acc.: 75.39%, KL div.: 0.234993] [G loss: 2.509562, KL div.: 2.509562, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3831 [D loss: 0.386114, acc.: 82.03%, KL div.: 0.220219] [G loss: 2.508367, KL div.: 2.508367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3832 [D loss: 0.452550, acc.: 78.91%, KL div.: 0.233599] [G loss: 2.794247, KL div.: 2.794247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3833 [D loss: 0.539148, acc.: 75.00%, KL div.: 0.290226] [G loss: 2.356922, KL div.: 2.356922, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
3834 [D loss: 0.373812, acc.: 86.33%, KL div.: 0.191117] [G loss: 2.730469, KL div.: 2.730469, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3835 [D loss: 0.465469, acc.: 78.12%, KL div.: 0.264585] [G loss: 2.371471, KL div.: 2.371471, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3836 [D loss: 0.474887, acc.: 76.56%, KL div.: 0.237733] [G loss: 2.399765, KL div.: 2.399765, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3837 [D loss: 0.364205, acc.: 82.03%, KL div.: 0.190527] [G loss: 2.743441, KL div.: 2.743441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3838 [D loss: 0.487218, acc.: 78.52%, KL div.: 0.271737] [G loss: 2.479357, KL div.: 2.479357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3839 [D loss: 0.481330, acc.: 75.39%, KL div.: 0.254342] [G loss: 2.458192, KL div.: 2.458192, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3840 [D loss: 0.438676, acc.: 80.47%, KL div.: 0.253735] [G loss: 2.607481, KL div.: 2.607481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3841 [D loss: 0.398496, acc.: 81.25%, KL div.: 0.234502] [G loss: 2.619216, KL div.: 2.619216, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3842 [D loss: 0.451255, acc.: 74.61%, KL div.: 0.220582] [G loss: 2.315224, KL div.: 2.315224, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3843 [D loss: 0.406727, acc.: 82.42%, KL div.: 0.212851] [G loss: 2.496420, KL div.: 2.496420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3844 [D loss: 0.366628, acc.: 83.59%, KL div.: 0.193992] [G loss: 2.734296, KL div.: 2.734296, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3845 [D loss: 0.404088, acc.: 82.81%, KL div.: 0.238142] [G loss: 2.789043, KL div.: 2.789043, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3846 [D loss: 0.404668, acc.: 80.86%, KL div.: 0.202698] [G loss: 2.686799, KL div.: 2.686799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3847 [D loss: 0.361753, acc.: 83.20%, KL div.: 0.199651] [G loss: 2.677135, KL div.: 2.677135, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3848 [D loss: 0.421946, acc.: 82.03%, KL div.: 0.247592] [G loss: 2.457572, KL div.: 2.457572, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3849 [D loss: 0.473855, acc.: 78.52%, KL div.: 0.247943] [G loss: 2.516306, KL div.: 2.516306, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3850 [D loss: 0.432124, acc.: 80.08%, KL div.: 0.210513] [G loss: 2.566445, KL div.: 2.566445, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3851 [D loss: 0.409956, acc.: 80.08%, KL div.: 0.247221] [G loss: 2.858032, KL div.: 2.858032, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3852 [D loss: 0.467871, acc.: 78.12%, KL div.: 0.299029] [G loss: 2.429970, KL div.: 2.429970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3853 [D loss: 0.484933, acc.: 74.61%, KL div.: 0.229606] [G loss: 2.245223, KL div.: 2.245223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3854 [D loss: 0.366028, acc.: 81.64%, KL div.: 0.173860] [G loss: 2.826025, KL div.: 2.826025, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3855 [D loss: 0.444101, acc.: 79.30%, KL div.: 0.258618] [G loss: 2.700935, KL div.: 2.700935, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3856 [D loss: 0.529638, acc.: 73.83%, KL div.: 0.277755] [G loss: 2.523305, KL div.: 2.523305, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3857 [D loss: 0.387958, acc.: 82.03%, KL div.: 0.209586] [G loss: 2.725221, KL div.: 2.725221, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3858 [D loss: 0.482790, acc.: 77.34%, KL div.: 0.305424] [G loss: 2.386668, KL div.: 2.386668, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3859 [D loss: 0.431715, acc.: 79.30%, KL div.: 0.192880] [G loss: 2.833535, KL div.: 2.833535, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3860 [D loss: 0.418093, acc.: 79.69%, KL div.: 0.244985] [G loss: 2.666683, KL div.: 2.666683, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3861 [D loss: 0.403812, acc.: 79.69%, KL div.: 0.182218] [G loss: 2.473191, KL div.: 2.473191, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3862 [D loss: 0.469425, acc.: 77.73%, KL div.: 0.273623] [G loss: 2.399910, KL div.: 2.399910, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3863 [D loss: 0.498863, acc.: 74.61%, KL div.: 0.284572] [G loss: 2.460891, KL div.: 2.460891, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3864 [D loss: 0.358115, acc.: 83.98%, KL div.: 0.165738] [G loss: 2.802431, KL div.: 2.802431, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3865 [D loss: 0.417648, acc.: 81.25%, KL div.: 0.233870] [G loss: 2.868994, KL div.: 2.868994, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3866 [D loss: 0.440389, acc.: 78.12%, KL div.: 0.243867] [G loss: 2.394220, KL div.: 2.394220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3867 [D loss: 0.477370, acc.: 77.73%, KL div.: 0.254542] [G loss: 2.827167, KL div.: 2.827167, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3868 [D loss: 0.402637, acc.: 81.25%, KL div.: 0.252636] [G loss: 2.643427, KL div.: 2.643427, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3869 [D loss: 0.461841, acc.: 78.52%, KL div.: 0.231938] [G loss: 2.323399, KL div.: 2.323398, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3870 [D loss: 0.328018, acc.: 87.50%, KL div.: 0.174021] [G loss: 2.762722, KL div.: 2.762722, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3871 [D loss: 0.419378, acc.: 80.47%, KL div.: 0.250362] [G loss: 2.656080, KL div.: 2.656080, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3872 [D loss: 0.486201, acc.: 75.78%, KL div.: 0.258761] [G loss: 2.551959, KL div.: 2.551959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3873 [D loss: 0.378976, acc.: 83.59%, KL div.: 0.218728] [G loss: 2.891942, KL div.: 2.891941, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3874 [D loss: 0.463016, acc.: 75.39%, KL div.: 0.256308] [G loss: 2.420743, KL div.: 2.420743, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3875 [D loss: 0.393935, acc.: 82.03%, KL div.: 0.195927] [G loss: 2.421782, KL div.: 2.421782, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3876 [D loss: 0.455354, acc.: 77.73%, KL div.: 0.255624] [G loss: 2.536602, KL div.: 2.536602, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3877 [D loss: 0.488684, acc.: 75.78%, KL div.: 0.278554] [G loss: 2.227309, KL div.: 2.227309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3878 [D loss: 0.385815, acc.: 81.64%, KL div.: 0.187417] [G loss: 2.497682, KL div.: 2.497682, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3879 [D loss: 0.404812, acc.: 80.86%, KL div.: 0.209133] [G loss: 2.409020, KL div.: 2.409020, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3880 [D loss: 0.472288, acc.: 76.56%, KL div.: 0.294249] [G loss: 2.590099, KL div.: 2.590099, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3881 [D loss: 0.415608, acc.: 78.52%, KL div.: 0.229275] [G loss: 2.639689, KL div.: 2.639689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3882 [D loss: 0.410034, acc.: 82.42%, KL div.: 0.199377] [G loss: 2.565037, KL div.: 2.565037, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3883 [D loss: 0.385720, acc.: 80.86%, KL div.: 0.216878] [G loss: 2.389489, KL div.: 2.389489, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3884 [D loss: 0.418748, acc.: 81.64%, KL div.: 0.238998] [G loss: 2.509135, KL div.: 2.509135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3885 [D loss: 0.390991, acc.: 79.30%, KL div.: 0.219491] [G loss: 2.467480, KL div.: 2.467480, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3886 [D loss: 0.420554, acc.: 80.47%, KL div.: 0.243858] [G loss: 2.601353, KL div.: 2.601353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3887 [D loss: 0.421886, acc.: 78.12%, KL div.: 0.200550] [G loss: 2.501653, KL div.: 2.501652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3888 [D loss: 0.478343, acc.: 77.73%, KL div.: 0.248450] [G loss: 2.621083, KL div.: 2.621083, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3889 [D loss: 0.529316, acc.: 76.56%, KL div.: 0.344446] [G loss: 2.454762, KL div.: 2.454762, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3890 [D loss: 0.524166, acc.: 72.27%, KL div.: 0.250417] [G loss: 2.337190, KL div.: 2.337190, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3891 [D loss: 0.386634, acc.: 79.69%, KL div.: 0.202434] [G loss: 2.754718, KL div.: 2.754718, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3892 [D loss: 0.369887, acc.: 81.25%, KL div.: 0.189628] [G loss: 2.683468, KL div.: 2.683468, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3893 [D loss: 0.408519, acc.: 78.52%, KL div.: 0.226561] [G loss: 2.948868, KL div.: 2.948869, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3894 [D loss: 0.513869, acc.: 73.83%, KL div.: 0.260915] [G loss: 2.325803, KL div.: 2.325803, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3895 [D loss: 0.435868, acc.: 79.69%, KL div.: 0.252601] [G loss: 2.523230, KL div.: 2.523230, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
3896 [D loss: 0.410183, acc.: 80.47%, KL div.: 0.191678] [G loss: 2.409768, KL div.: 2.409768, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3897 [D loss: 0.475723, acc.: 79.69%, KL div.: 0.261641] [G loss: 2.717666, KL div.: 2.717666, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3898 [D loss: 0.459551, acc.: 78.91%, KL div.: 0.275129] [G loss: 2.400421, KL div.: 2.400421, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
3899 [D loss: 0.534849, acc.: 74.61%, KL div.: 0.248051] [G loss: 2.343077, KL div.: 2.343077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 1s 135ms/step
3900 [D loss: 0.422484, acc.: 79.69%, KL div.: 0.229500] [G loss: 2.432628, KL div.: 2.432628, FID: 65.274930]
1/1 [==============================] - 0s 43ms/step
4/4 [==============================] - 0s 72ms/step
3901 [D loss: 0.513867, acc.: 76.95%, KL div.: 0.320005] [G loss: 2.605435, KL div.: 2.605435, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3902 [D loss: 0.490720, acc.: 79.30%, KL div.: 0.234240] [G loss: 2.170916, KL div.: 2.170916, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
3903 [D loss: 0.413128, acc.: 79.30%, KL div.: 0.208017] [G loss: 2.558873, KL div.: 2.558873, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3904 [D loss: 0.475784, acc.: 77.73%, KL div.: 0.265801] [G loss: 2.454181, KL div.: 2.454181, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3905 [D loss: 0.342978, acc.: 88.28%, KL div.: 0.207423] [G loss: 2.419544, KL div.: 2.419544, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3906 [D loss: 0.373559, acc.: 82.81%, KL div.: 0.202180] [G loss: 2.863993, KL div.: 2.863993, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3907 [D loss: 0.443972, acc.: 77.73%, KL div.: 0.226573] [G loss: 2.745733, KL div.: 2.745733, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3908 [D loss: 0.403431, acc.: 81.25%, KL div.: 0.194143] [G loss: 2.519835, KL div.: 2.519835, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3909 [D loss: 0.431345, acc.: 81.25%, KL div.: 0.279812] [G loss: 2.708415, KL div.: 2.708415, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3910 [D loss: 0.343845, acc.: 85.16%, KL div.: 0.178990] [G loss: 2.408714, KL div.: 2.408714, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3911 [D loss: 0.338272, acc.: 85.55%, KL div.: 0.146010] [G loss: 2.561635, KL div.: 2.561635, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3912 [D loss: 0.331381, acc.: 85.55%, KL div.: 0.193222] [G loss: 2.720568, KL div.: 2.720568, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3913 [D loss: 0.348090, acc.: 85.16%, KL div.: 0.214134] [G loss: 2.810703, KL div.: 2.810703, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3914 [D loss: 0.506513, acc.: 75.00%, KL div.: 0.209946] [G loss: 2.521537, KL div.: 2.521537, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3915 [D loss: 0.460051, acc.: 75.00%, KL div.: 0.273882] [G loss: 2.629168, KL div.: 2.629168, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3916 [D loss: 0.352749, acc.: 84.38%, KL div.: 0.182345] [G loss: 2.568636, KL div.: 2.568636, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3917 [D loss: 0.508250, acc.: 75.78%, KL div.: 0.249127] [G loss: 2.314666, KL div.: 2.314666, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3918 [D loss: 0.373278, acc.: 82.03%, KL div.: 0.208319] [G loss: 2.561392, KL div.: 2.561392, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3919 [D loss: 0.383632, acc.: 82.81%, KL div.: 0.216263] [G loss: 2.341728, KL div.: 2.341728, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3920 [D loss: 0.483761, acc.: 75.78%, KL div.: 0.255326] [G loss: 2.580242, KL div.: 2.580242, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3921 [D loss: 0.385747, acc.: 81.64%, KL div.: 0.167555] [G loss: 2.702305, KL div.: 2.702305, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3922 [D loss: 0.475034, acc.: 80.08%, KL div.: 0.325062] [G loss: 2.321539, KL div.: 2.321539, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3923 [D loss: 0.422088, acc.: 82.42%, KL div.: 0.194652] [G loss: 2.414880, KL div.: 2.414880, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3924 [D loss: 0.420818, acc.: 80.08%, KL div.: 0.199433] [G loss: 2.536122, KL div.: 2.536122, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3925 [D loss: 0.398324, acc.: 80.08%, KL div.: 0.244265] [G loss: 2.785082, KL div.: 2.785082, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3926 [D loss: 0.460343, acc.: 76.56%, KL div.: 0.220056] [G loss: 2.036123, KL div.: 2.036123, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3927 [D loss: 0.387269, acc.: 81.25%, KL div.: 0.212758] [G loss: 2.607774, KL div.: 2.607774, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3928 [D loss: 0.463244, acc.: 76.56%, KL div.: 0.241713] [G loss: 2.415022, KL div.: 2.415022, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
3929 [D loss: 0.473290, acc.: 76.56%, KL div.: 0.299793] [G loss: 2.692370, KL div.: 2.692370, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3930 [D loss: 0.511029, acc.: 73.44%, KL div.: 0.269360] [G loss: 2.353690, KL div.: 2.353691, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3931 [D loss: 0.412915, acc.: 80.08%, KL div.: 0.197452] [G loss: 2.367245, KL div.: 2.367245, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3932 [D loss: 0.412437, acc.: 80.08%, KL div.: 0.226684] [G loss: 2.436858, KL div.: 2.436858, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3933 [D loss: 0.422288, acc.: 79.30%, KL div.: 0.254417] [G loss: 2.301699, KL div.: 2.301699, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3934 [D loss: 0.445468, acc.: 75.00%, KL div.: 0.219101] [G loss: 2.269457, KL div.: 2.269457, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3935 [D loss: 0.447069, acc.: 77.34%, KL div.: 0.248573] [G loss: 2.175812, KL div.: 2.175813, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3936 [D loss: 0.547089, acc.: 72.66%, KL div.: 0.310097] [G loss: 2.448453, KL div.: 2.448453, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3937 [D loss: 0.340624, acc.: 83.20%, KL div.: 0.147665] [G loss: 2.536210, KL div.: 2.536210, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3938 [D loss: 0.479371, acc.: 74.61%, KL div.: 0.283121] [G loss: 2.457464, KL div.: 2.457464, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3939 [D loss: 0.347070, acc.: 84.38%, KL div.: 0.179059] [G loss: 2.325182, KL div.: 2.325182, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3940 [D loss: 0.421581, acc.: 80.08%, KL div.: 0.232730] [G loss: 2.276049, KL div.: 2.276049, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3941 [D loss: 0.431787, acc.: 78.52%, KL div.: 0.231636] [G loss: 2.708508, KL div.: 2.708508, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3942 [D loss: 0.362283, acc.: 84.38%, KL div.: 0.188015] [G loss: 2.493804, KL div.: 2.493804, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3943 [D loss: 0.410757, acc.: 79.69%, KL div.: 0.243725] [G loss: 2.565539, KL div.: 2.565539, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3944 [D loss: 0.445495, acc.: 77.34%, KL div.: 0.219187] [G loss: 2.182281, KL div.: 2.182281, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3945 [D loss: 0.431696, acc.: 78.12%, KL div.: 0.251295] [G loss: 2.786002, KL div.: 2.786002, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3946 [D loss: 0.391702, acc.: 82.81%, KL div.: 0.188033] [G loss: 2.669576, KL div.: 2.669576, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3947 [D loss: 0.404078, acc.: 82.03%, KL div.: 0.200067] [G loss: 2.616502, KL div.: 2.616502, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3948 [D loss: 0.405269, acc.: 80.47%, KL div.: 0.258562] [G loss: 2.433065, KL div.: 2.433065, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3949 [D loss: 0.530861, acc.: 69.53%, KL div.: 0.263351] [G loss: 2.405445, KL div.: 2.405445, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3950 [D loss: 0.459279, acc.: 79.69%, KL div.: 0.265066] [G loss: 2.346633, KL div.: 2.346633, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3951 [D loss: 0.537492, acc.: 71.48%, KL div.: 0.301091] [G loss: 2.292906, KL div.: 2.292906, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3952 [D loss: 0.465409, acc.: 73.05%, KL div.: 0.281835] [G loss: 2.642635, KL div.: 2.642635, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3953 [D loss: 0.356671, acc.: 83.98%, KL div.: 0.186657] [G loss: 2.637098, KL div.: 2.637098, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3954 [D loss: 0.380965, acc.: 80.47%, KL div.: 0.156786] [G loss: 2.566882, KL div.: 2.566882, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3955 [D loss: 0.468608, acc.: 77.73%, KL div.: 0.267579] [G loss: 2.334579, KL div.: 2.334579, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3956 [D loss: 0.508198, acc.: 73.05%, KL div.: 0.277298] [G loss: 2.493147, KL div.: 2.493147, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3957 [D loss: 0.399074, acc.: 81.25%, KL div.: 0.204463] [G loss: 2.639994, KL div.: 2.639994, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3958 [D loss: 0.462523, acc.: 77.34%, KL div.: 0.245054] [G loss: 2.559325, KL div.: 2.559325, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3959 [D loss: 0.410169, acc.: 83.59%, KL div.: 0.228505] [G loss: 2.383565, KL div.: 2.383565, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3960 [D loss: 0.575653, acc.: 71.09%, KL div.: 0.304961] [G loss: 2.246077, KL div.: 2.246077, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3961 [D loss: 0.456356, acc.: 76.95%, KL div.: 0.259472] [G loss: 2.438638, KL div.: 2.438638, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3962 [D loss: 0.462635, acc.: 75.00%, KL div.: 0.258269] [G loss: 2.289200, KL div.: 2.289200, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3963 [D loss: 0.456927, acc.: 79.69%, KL div.: 0.222709] [G loss: 2.384711, KL div.: 2.384711, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3964 [D loss: 0.365057, acc.: 84.77%, KL div.: 0.196195] [G loss: 2.730825, KL div.: 2.730825, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3965 [D loss: 0.386152, acc.: 80.08%, KL div.: 0.208400] [G loss: 2.843431, KL div.: 2.843431, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3966 [D loss: 0.366097, acc.: 85.16%, KL div.: 0.205569] [G loss: 2.741580, KL div.: 2.741580, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3967 [D loss: 0.478230, acc.: 76.56%, KL div.: 0.249262] [G loss: 2.326267, KL div.: 2.326267, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3968 [D loss: 0.491846, acc.: 73.44%, KL div.: 0.250471] [G loss: 2.590725, KL div.: 2.590725, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3969 [D loss: 0.461263, acc.: 76.17%, KL div.: 0.272188] [G loss: 2.864471, KL div.: 2.864471, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3970 [D loss: 0.383142, acc.: 82.42%, KL div.: 0.204825] [G loss: 2.753816, KL div.: 2.753816, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3971 [D loss: 0.537059, acc.: 71.09%, KL div.: 0.286029] [G loss: 2.490291, KL div.: 2.490291, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3972 [D loss: 0.358754, acc.: 83.98%, KL div.: 0.159316] [G loss: 2.453483, KL div.: 2.453483, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3973 [D loss: 0.414240, acc.: 79.69%, KL div.: 0.261385] [G loss: 2.642203, KL div.: 2.642203, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3974 [D loss: 0.358515, acc.: 82.42%, KL div.: 0.156893] [G loss: 2.406679, KL div.: 2.406679, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3975 [D loss: 0.393077, acc.: 82.03%, KL div.: 0.210692] [G loss: 2.540745, KL div.: 2.540745, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3976 [D loss: 0.497299, acc.: 76.17%, KL div.: 0.262962] [G loss: 2.820955, KL div.: 2.820955, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3977 [D loss: 0.470301, acc.: 78.12%, KL div.: 0.288788] [G loss: 2.410346, KL div.: 2.410346, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3978 [D loss: 0.419458, acc.: 81.25%, KL div.: 0.219072] [G loss: 2.572987, KL div.: 2.572987, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3979 [D loss: 0.446607, acc.: 78.12%, KL div.: 0.207148] [G loss: 2.442342, KL div.: 2.442342, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3980 [D loss: 0.389463, acc.: 82.03%, KL div.: 0.217224] [G loss: 2.314345, KL div.: 2.314345, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3981 [D loss: 0.450351, acc.: 78.12%, KL div.: 0.246593] [G loss: 2.461810, KL div.: 2.461810, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3982 [D loss: 0.472120, acc.: 80.08%, KL div.: 0.297260] [G loss: 2.406518, KL div.: 2.406518, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3983 [D loss: 0.493145, acc.: 74.61%, KL div.: 0.253878] [G loss: 2.195150, KL div.: 2.195150, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
3984 [D loss: 0.407811, acc.: 80.86%, KL div.: 0.192074] [G loss: 2.257253, KL div.: 2.257253, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3985 [D loss: 0.401373, acc.: 80.08%, KL div.: 0.212990] [G loss: 2.337178, KL div.: 2.337178, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
3986 [D loss: 0.438530, acc.: 79.30%, KL div.: 0.234263] [G loss: 2.265274, KL div.: 2.265274, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3987 [D loss: 0.442583, acc.: 76.56%, KL div.: 0.232497] [G loss: 2.296177, KL div.: 2.296177, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3988 [D loss: 0.418305, acc.: 79.30%, KL div.: 0.225995] [G loss: 2.617413, KL div.: 2.617413, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
3989 [D loss: 0.482463, acc.: 76.56%, KL div.: 0.266118] [G loss: 2.331544, KL div.: 2.331544, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3990 [D loss: 0.403363, acc.: 79.30%, KL div.: 0.179147] [G loss: 2.395878, KL div.: 2.395878, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
3991 [D loss: 0.472345, acc.: 79.69%, KL div.: 0.305144] [G loss: 2.340076, KL div.: 2.340076, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3992 [D loss: 0.392618, acc.: 82.03%, KL div.: 0.218810] [G loss: 2.265744, KL div.: 2.265744, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3993 [D loss: 0.429762, acc.: 80.08%, KL div.: 0.212914] [G loss: 2.306553, KL div.: 2.306553, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
3994 [D loss: 0.390810, acc.: 80.86%, KL div.: 0.173893] [G loss: 2.391500, KL div.: 2.391500, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3995 [D loss: 0.449974, acc.: 77.73%, KL div.: 0.283889] [G loss: 2.517696, KL div.: 2.517696, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3996 [D loss: 0.428426, acc.: 80.47%, KL div.: 0.210835] [G loss: 2.475085, KL div.: 2.475085, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3997 [D loss: 0.410714, acc.: 81.25%, KL div.: 0.246417] [G loss: 2.655761, KL div.: 2.655761, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3998 [D loss: 0.510478, acc.: 75.00%, KL div.: 0.264514] [G loss: 2.559336, KL div.: 2.559336, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
3999 [D loss: 0.439302, acc.: 79.30%, KL div.: 0.226918] [G loss: 2.661602, KL div.: 2.661602, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 3s 91ms/step
4/4 [==============================] - 3s 98ms/step
4000 [D loss: 0.557195, acc.: 73.83%, KL div.: 0.330684] [G loss: 2.377034, KL div.: 2.377034, FID: 49.109911]
1/1 [==============================] - 0s 39ms/step
4/4 [==============================] - 0s 76ms/step
4001 [D loss: 0.398092, acc.: 80.47%, KL div.: 0.214211] [G loss: 2.502061, KL div.: 2.502061, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4002 [D loss: 0.456077, acc.: 78.12%, KL div.: 0.261011] [G loss: 2.470477, KL div.: 2.470477, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4003 [D loss: 0.530861, acc.: 71.09%, KL div.: 0.273995] [G loss: 2.238162, KL div.: 2.238163, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4004 [D loss: 0.441907, acc.: 78.52%, KL div.: 0.260873] [G loss: 2.452665, KL div.: 2.452665, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4005 [D loss: 0.495009, acc.: 73.05%, KL div.: 0.234365] [G loss: 2.458274, KL div.: 2.458274, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4006 [D loss: 0.348183, acc.: 84.38%, KL div.: 0.190802] [G loss: 2.363967, KL div.: 2.363967, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4007 [D loss: 0.475283, acc.: 79.69%, KL div.: 0.299787] [G loss: 2.304343, KL div.: 2.304343, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4008 [D loss: 0.403427, acc.: 79.69%, KL div.: 0.193694] [G loss: 2.360909, KL div.: 2.360909, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4009 [D loss: 0.509778, acc.: 73.83%, KL div.: 0.255646] [G loss: 2.282835, KL div.: 2.282835, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4010 [D loss: 0.405855, acc.: 79.30%, KL div.: 0.236980] [G loss: 2.672498, KL div.: 2.672498, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4011 [D loss: 0.423667, acc.: 80.47%, KL div.: 0.239853] [G loss: 2.505996, KL div.: 2.505996, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4012 [D loss: 0.369883, acc.: 83.98%, KL div.: 0.174039] [G loss: 2.296086, KL div.: 2.296086, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4013 [D loss: 0.450480, acc.: 75.78%, KL div.: 0.241808] [G loss: 2.298721, KL div.: 2.298721, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4014 [D loss: 0.352996, acc.: 85.16%, KL div.: 0.198637] [G loss: 2.695589, KL div.: 2.695589, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4015 [D loss: 0.457458, acc.: 77.34%, KL div.: 0.224155] [G loss: 2.304062, KL div.: 2.304062, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4016 [D loss: 0.433409, acc.: 77.73%, KL div.: 0.256392] [G loss: 2.475690, KL div.: 2.475690, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4017 [D loss: 0.387571, acc.: 82.81%, KL div.: 0.229680] [G loss: 2.361172, KL div.: 2.361172, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4018 [D loss: 0.344826, acc.: 83.98%, KL div.: 0.146785] [G loss: 2.541674, KL div.: 2.541674, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4019 [D loss: 0.355984, acc.: 83.98%, KL div.: 0.243300] [G loss: 2.782923, KL div.: 2.782923, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4020 [D loss: 0.487608, acc.: 78.52%, KL div.: 0.259296] [G loss: 2.308783, KL div.: 2.308783, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4021 [D loss: 0.393617, acc.: 83.20%, KL div.: 0.203643] [G loss: 2.475445, KL div.: 2.475445, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4022 [D loss: 0.422233, acc.: 80.08%, KL div.: 0.213453] [G loss: 2.756467, KL div.: 2.756467, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4023 [D loss: 0.352197, acc.: 85.94%, KL div.: 0.218900] [G loss: 2.525914, KL div.: 2.525914, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4024 [D loss: 0.536392, acc.: 69.53%, KL div.: 0.278874] [G loss: 2.409756, KL div.: 2.409756, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4025 [D loss: 0.381881, acc.: 80.08%, KL div.: 0.191523] [G loss: 2.731237, KL div.: 2.731237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4026 [D loss: 0.373775, acc.: 81.25%, KL div.: 0.207502] [G loss: 2.534460, KL div.: 2.534460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4027 [D loss: 0.504606, acc.: 73.83%, KL div.: 0.245182] [G loss: 2.573524, KL div.: 2.573524, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4028 [D loss: 0.367582, acc.: 85.55%, KL div.: 0.205820] [G loss: 2.487336, KL div.: 2.487336, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4029 [D loss: 0.462291, acc.: 78.52%, KL div.: 0.275410] [G loss: 2.394400, KL div.: 2.394400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4030 [D loss: 0.428335, acc.: 80.47%, KL div.: 0.235347] [G loss: 2.552143, KL div.: 2.552143, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4031 [D loss: 0.371026, acc.: 78.91%, KL div.: 0.187089] [G loss: 2.699749, KL div.: 2.699749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4032 [D loss: 0.435162, acc.: 81.64%, KL div.: 0.261701] [G loss: 2.484722, KL div.: 2.484722, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4033 [D loss: 0.459530, acc.: 75.78%, KL div.: 0.181138] [G loss: 2.447845, KL div.: 2.447845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4034 [D loss: 0.453087, acc.: 76.17%, KL div.: 0.292422] [G loss: 2.994081, KL div.: 2.994081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4035 [D loss: 0.355075, acc.: 82.81%, KL div.: 0.202758] [G loss: 2.571507, KL div.: 2.571507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4036 [D loss: 0.493419, acc.: 73.83%, KL div.: 0.237021] [G loss: 2.139744, KL div.: 2.139744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4037 [D loss: 0.352303, acc.: 87.11%, KL div.: 0.194065] [G loss: 2.360864, KL div.: 2.360864, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4038 [D loss: 0.417767, acc.: 80.86%, KL div.: 0.235845] [G loss: 2.493298, KL div.: 2.493298, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4039 [D loss: 0.360073, acc.: 82.81%, KL div.: 0.195181] [G loss: 2.305642, KL div.: 2.305642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4040 [D loss: 0.386907, acc.: 82.03%, KL div.: 0.192457] [G loss: 2.796156, KL div.: 2.796156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4041 [D loss: 0.463058, acc.: 77.34%, KL div.: 0.282090] [G loss: 2.460456, KL div.: 2.460456, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4042 [D loss: 0.489619, acc.: 79.30%, KL div.: 0.262130] [G loss: 2.620942, KL div.: 2.620942, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4043 [D loss: 0.376482, acc.: 83.59%, KL div.: 0.206346] [G loss: 2.475421, KL div.: 2.475421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4044 [D loss: 0.422080, acc.: 81.25%, KL div.: 0.241798] [G loss: 2.352470, KL div.: 2.352470, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4045 [D loss: 0.434244, acc.: 78.91%, KL div.: 0.207990] [G loss: 2.381245, KL div.: 2.381245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4046 [D loss: 0.482303, acc.: 75.00%, KL div.: 0.280688] [G loss: 2.157344, KL div.: 2.157344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4047 [D loss: 0.413778, acc.: 79.30%, KL div.: 0.219313] [G loss: 2.200959, KL div.: 2.200959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4048 [D loss: 0.427389, acc.: 79.30%, KL div.: 0.230882] [G loss: 2.646631, KL div.: 2.646631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4049 [D loss: 0.410421, acc.: 82.81%, KL div.: 0.239116] [G loss: 2.289620, KL div.: 2.289620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4050 [D loss: 0.465493, acc.: 76.95%, KL div.: 0.259720] [G loss: 2.515938, KL div.: 2.515938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4051 [D loss: 0.463490, acc.: 74.22%, KL div.: 0.194922] [G loss: 2.328161, KL div.: 2.328161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4052 [D loss: 0.442284, acc.: 80.08%, KL div.: 0.267095] [G loss: 2.750223, KL div.: 2.750223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4053 [D loss: 0.386929, acc.: 83.98%, KL div.: 0.242516] [G loss: 2.377360, KL div.: 2.377360, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4054 [D loss: 0.428739, acc.: 80.86%, KL div.: 0.225592] [G loss: 2.462379, KL div.: 2.462379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4055 [D loss: 0.531936, acc.: 74.61%, KL div.: 0.304021] [G loss: 2.428130, KL div.: 2.428130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4056 [D loss: 0.433326, acc.: 78.91%, KL div.: 0.195668] [G loss: 2.430546, KL div.: 2.430546, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4057 [D loss: 0.499663, acc.: 74.22%, KL div.: 0.275719] [G loss: 2.401671, KL div.: 2.401671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4058 [D loss: 0.369928, acc.: 83.98%, KL div.: 0.209017] [G loss: 2.527986, KL div.: 2.527986, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4059 [D loss: 0.406849, acc.: 80.47%, KL div.: 0.238741] [G loss: 2.429341, KL div.: 2.429341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4060 [D loss: 0.380665, acc.: 82.81%, KL div.: 0.177249] [G loss: 2.035498, KL div.: 2.035498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4061 [D loss: 0.515448, acc.: 74.22%, KL div.: 0.284644] [G loss: 2.289867, KL div.: 2.289867, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4062 [D loss: 0.475556, acc.: 76.17%, KL div.: 0.261710] [G loss: 2.521137, KL div.: 2.521137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4063 [D loss: 0.373163, acc.: 81.64%, KL div.: 0.173332] [G loss: 2.684978, KL div.: 2.684978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4064 [D loss: 0.504295, acc.: 75.39%, KL div.: 0.307956] [G loss: 2.375825, KL div.: 2.375825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4065 [D loss: 0.378621, acc.: 83.98%, KL div.: 0.170291] [G loss: 2.470108, KL div.: 2.470108, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4066 [D loss: 0.419120, acc.: 80.47%, KL div.: 0.228044] [G loss: 2.403105, KL div.: 2.403105, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4067 [D loss: 0.456579, acc.: 77.73%, KL div.: 0.251934] [G loss: 2.486311, KL div.: 2.486311, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4068 [D loss: 0.478748, acc.: 76.56%, KL div.: 0.255344] [G loss: 2.448455, KL div.: 2.448455, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4069 [D loss: 0.365439, acc.: 84.77%, KL div.: 0.195588] [G loss: 2.664338, KL div.: 2.664338, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4070 [D loss: 0.509076, acc.: 73.83%, KL div.: 0.263387] [G loss: 2.212053, KL div.: 2.212052, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4071 [D loss: 0.396844, acc.: 82.42%, KL div.: 0.224138] [G loss: 2.571698, KL div.: 2.571698, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4072 [D loss: 0.436215, acc.: 78.52%, KL div.: 0.251766] [G loss: 2.646755, KL div.: 2.646755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4073 [D loss: 0.384999, acc.: 82.42%, KL div.: 0.204991] [G loss: 2.553938, KL div.: 2.553938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4074 [D loss: 0.389894, acc.: 83.59%, KL div.: 0.214303] [G loss: 2.772629, KL div.: 2.772629, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4075 [D loss: 0.398149, acc.: 81.64%, KL div.: 0.180838] [G loss: 2.277501, KL div.: 2.277501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4076 [D loss: 0.377423, acc.: 82.42%, KL div.: 0.200327] [G loss: 2.415843, KL div.: 2.415843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4077 [D loss: 0.567956, acc.: 72.66%, KL div.: 0.335255] [G loss: 2.044276, KL div.: 2.044276, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4078 [D loss: 0.394530, acc.: 81.64%, KL div.: 0.217732] [G loss: 2.325192, KL div.: 2.325192, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4079 [D loss: 0.529807, acc.: 73.44%, KL div.: 0.290121] [G loss: 2.109757, KL div.: 2.109757, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4080 [D loss: 0.384455, acc.: 83.20%, KL div.: 0.225097] [G loss: 2.598344, KL div.: 2.598344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4081 [D loss: 0.476325, acc.: 75.39%, KL div.: 0.249685] [G loss: 2.171304, KL div.: 2.171304, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4082 [D loss: 0.514682, acc.: 76.17%, KL div.: 0.274682] [G loss: 2.415695, KL div.: 2.415695, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4083 [D loss: 0.473481, acc.: 79.69%, KL div.: 0.255172] [G loss: 2.640356, KL div.: 2.640356, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4084 [D loss: 0.487675, acc.: 75.78%, KL div.: 0.287102] [G loss: 2.299607, KL div.: 2.299607, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4085 [D loss: 0.507887, acc.: 75.00%, KL div.: 0.262072] [G loss: 2.294738, KL div.: 2.294738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4086 [D loss: 0.477074, acc.: 76.56%, KL div.: 0.251375] [G loss: 2.108818, KL div.: 2.108818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4087 [D loss: 0.433657, acc.: 78.52%, KL div.: 0.241350] [G loss: 2.566754, KL div.: 2.566754, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4088 [D loss: 0.363933, acc.: 82.42%, KL div.: 0.166193] [G loss: 2.578946, KL div.: 2.578946, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4089 [D loss: 0.481966, acc.: 75.78%, KL div.: 0.282912] [G loss: 2.351244, KL div.: 2.351244, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4090 [D loss: 0.416356, acc.: 81.64%, KL div.: 0.214471] [G loss: 2.167280, KL div.: 2.167280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4091 [D loss: 0.483501, acc.: 76.95%, KL div.: 0.221163] [G loss: 2.580733, KL div.: 2.580733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4092 [D loss: 0.424230, acc.: 79.69%, KL div.: 0.230626] [G loss: 2.661638, KL div.: 2.661638, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4093 [D loss: 0.543891, acc.: 69.53%, KL div.: 0.297043] [G loss: 2.262505, KL div.: 2.262505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4094 [D loss: 0.516602, acc.: 74.61%, KL div.: 0.313558] [G loss: 2.683939, KL div.: 2.683939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4095 [D loss: 0.480626, acc.: 74.61%, KL div.: 0.228930] [G loss: 2.311347, KL div.: 2.311347, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4096 [D loss: 0.406047, acc.: 82.03%, KL div.: 0.220002] [G loss: 2.275645, KL div.: 2.275645, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4097 [D loss: 0.407704, acc.: 83.59%, KL div.: 0.220639] [G loss: 2.720314, KL div.: 2.720315, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4098 [D loss: 0.443873, acc.: 78.12%, KL div.: 0.273358] [G loss: 2.474691, KL div.: 2.474691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4099 [D loss: 0.400139, acc.: 80.47%, KL div.: 0.186194] [G loss: 2.171906, KL div.: 2.171906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 1s 76ms/step
4100 [D loss: 0.487211, acc.: 76.17%, KL div.: 0.239419] [G loss: 2.440233, KL div.: 2.440233, FID: 54.045602]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 71ms/step
4101 [D loss: 0.434948, acc.: 78.52%, KL div.: 0.211124] [G loss: 2.636985, KL div.: 2.636985, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4102 [D loss: 0.407781, acc.: 80.08%, KL div.: 0.266939] [G loss: 2.281178, KL div.: 2.281178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4103 [D loss: 0.494633, acc.: 75.39%, KL div.: 0.250494] [G loss: 2.112986, KL div.: 2.112986, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4104 [D loss: 0.439229, acc.: 76.17%, KL div.: 0.194664] [G loss: 2.495346, KL div.: 2.495346, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4105 [D loss: 0.549905, acc.: 75.00%, KL div.: 0.304642] [G loss: 2.265948, KL div.: 2.265948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4106 [D loss: 0.502540, acc.: 74.22%, KL div.: 0.296609] [G loss: 2.371439, KL div.: 2.371439, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4107 [D loss: 0.399502, acc.: 81.25%, KL div.: 0.186179] [G loss: 2.689582, KL div.: 2.689582, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4108 [D loss: 0.420473, acc.: 77.34%, KL div.: 0.224958] [G loss: 2.541711, KL div.: 2.541711, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4109 [D loss: 0.470885, acc.: 75.00%, KL div.: 0.272964] [G loss: 2.432158, KL div.: 2.432158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4110 [D loss: 0.422320, acc.: 79.69%, KL div.: 0.206936] [G loss: 2.382755, KL div.: 2.382755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4111 [D loss: 0.454776, acc.: 78.52%, KL div.: 0.217048] [G loss: 2.259380, KL div.: 2.259380, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4112 [D loss: 0.451021, acc.: 80.08%, KL div.: 0.272050] [G loss: 2.402752, KL div.: 2.402752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4113 [D loss: 0.457185, acc.: 76.95%, KL div.: 0.277930] [G loss: 2.325374, KL div.: 2.325374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4114 [D loss: 0.400638, acc.: 85.55%, KL div.: 0.205440] [G loss: 2.316978, KL div.: 2.316978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4115 [D loss: 0.467493, acc.: 78.91%, KL div.: 0.251430] [G loss: 2.233062, KL div.: 2.233062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4116 [D loss: 0.411157, acc.: 82.42%, KL div.: 0.242849] [G loss: 2.177498, KL div.: 2.177498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4117 [D loss: 0.486902, acc.: 74.61%, KL div.: 0.255890] [G loss: 2.379696, KL div.: 2.379696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4118 [D loss: 0.399960, acc.: 79.30%, KL div.: 0.197516] [G loss: 2.525965, KL div.: 2.525965, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4119 [D loss: 0.388955, acc.: 80.08%, KL div.: 0.214426] [G loss: 2.546680, KL div.: 2.546680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4120 [D loss: 0.393504, acc.: 80.47%, KL div.: 0.215089] [G loss: 2.322290, KL div.: 2.322290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4121 [D loss: 0.432052, acc.: 76.95%, KL div.: 0.198799] [G loss: 2.630180, KL div.: 2.630180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4122 [D loss: 0.427273, acc.: 81.25%, KL div.: 0.257140] [G loss: 2.282120, KL div.: 2.282120, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4123 [D loss: 0.462694, acc.: 76.95%, KL div.: 0.262490] [G loss: 2.336686, KL div.: 2.336686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4124 [D loss: 0.510762, acc.: 74.22%, KL div.: 0.258711] [G loss: 2.184425, KL div.: 2.184425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4125 [D loss: 0.490146, acc.: 75.00%, KL div.: 0.240905] [G loss: 2.393709, KL div.: 2.393709, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4126 [D loss: 0.421038, acc.: 79.69%, KL div.: 0.224936] [G loss: 2.470880, KL div.: 2.470880, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4127 [D loss: 0.546320, acc.: 72.27%, KL div.: 0.344127] [G loss: 2.351970, KL div.: 2.351970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4128 [D loss: 0.342951, acc.: 86.72%, KL div.: 0.161452] [G loss: 2.172984, KL div.: 2.172984, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4129 [D loss: 0.401520, acc.: 82.42%, KL div.: 0.225647] [G loss: 2.141257, KL div.: 2.141257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4130 [D loss: 0.392803, acc.: 80.08%, KL div.: 0.207993] [G loss: 2.397800, KL div.: 2.397800, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4131 [D loss: 0.472697, acc.: 76.95%, KL div.: 0.240290] [G loss: 2.416600, KL div.: 2.416600, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4132 [D loss: 0.394410, acc.: 81.25%, KL div.: 0.199970] [G loss: 2.659453, KL div.: 2.659453, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4133 [D loss: 0.466980, acc.: 78.91%, KL div.: 0.265974] [G loss: 2.253416, KL div.: 2.253416, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4134 [D loss: 0.446377, acc.: 79.69%, KL div.: 0.240412] [G loss: 2.405351, KL div.: 2.405351, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4135 [D loss: 0.430158, acc.: 80.47%, KL div.: 0.205184] [G loss: 2.214326, KL div.: 2.214327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4136 [D loss: 0.458450, acc.: 75.78%, KL div.: 0.258898] [G loss: 2.412137, KL div.: 2.412137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4137 [D loss: 0.423027, acc.: 80.08%, KL div.: 0.254193] [G loss: 2.188655, KL div.: 2.188655, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4138 [D loss: 0.423966, acc.: 79.30%, KL div.: 0.213843] [G loss: 2.735149, KL div.: 2.735149, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4139 [D loss: 0.545873, acc.: 72.66%, KL div.: 0.267293] [G loss: 2.173240, KL div.: 2.173241, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4140 [D loss: 0.442823, acc.: 81.25%, KL div.: 0.276305] [G loss: 2.205980, KL div.: 2.205980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4141 [D loss: 0.479214, acc.: 76.17%, KL div.: 0.239770] [G loss: 2.723261, KL div.: 2.723261, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4142 [D loss: 0.402449, acc.: 83.20%, KL div.: 0.237041] [G loss: 2.285329, KL div.: 2.285329, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4143 [D loss: 0.480383, acc.: 74.61%, KL div.: 0.275175] [G loss: 2.101536, KL div.: 2.101536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4144 [D loss: 0.394993, acc.: 83.20%, KL div.: 0.184280] [G loss: 2.138121, KL div.: 2.138121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4145 [D loss: 0.369752, acc.: 84.38%, KL div.: 0.188168] [G loss: 2.299649, KL div.: 2.299649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4146 [D loss: 0.571062, acc.: 73.05%, KL div.: 0.345571] [G loss: 2.556465, KL div.: 2.556465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4147 [D loss: 0.437381, acc.: 79.69%, KL div.: 0.242737] [G loss: 2.444822, KL div.: 2.444822, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4148 [D loss: 0.374174, acc.: 81.64%, KL div.: 0.212856] [G loss: 2.550254, KL div.: 2.550254, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4149 [D loss: 0.459440, acc.: 79.69%, KL div.: 0.220938] [G loss: 2.380927, KL div.: 2.380927, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4150 [D loss: 0.528646, acc.: 71.88%, KL div.: 0.274614] [G loss: 2.328592, KL div.: 2.328592, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4151 [D loss: 0.368502, acc.: 80.86%, KL div.: 0.183535] [G loss: 2.703192, KL div.: 2.703192, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4152 [D loss: 0.489125, acc.: 78.12%, KL div.: 0.332427] [G loss: 2.341993, KL div.: 2.341993, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4153 [D loss: 0.477669, acc.: 73.83%, KL div.: 0.222271] [G loss: 2.084824, KL div.: 2.084824, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4154 [D loss: 0.425197, acc.: 78.12%, KL div.: 0.183435] [G loss: 2.717880, KL div.: 2.717880, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4155 [D loss: 0.485802, acc.: 75.39%, KL div.: 0.293185] [G loss: 2.412301, KL div.: 2.412301, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4156 [D loss: 0.463847, acc.: 76.56%, KL div.: 0.232606] [G loss: 2.276812, KL div.: 2.276812, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4157 [D loss: 0.452147, acc.: 78.12%, KL div.: 0.249568] [G loss: 2.360085, KL div.: 2.360085, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4158 [D loss: 0.429202, acc.: 81.64%, KL div.: 0.234640] [G loss: 2.409871, KL div.: 2.409871, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4159 [D loss: 0.442584, acc.: 80.47%, KL div.: 0.230642] [G loss: 2.344878, KL div.: 2.344878, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4160 [D loss: 0.454564, acc.: 78.91%, KL div.: 0.241004] [G loss: 2.666758, KL div.: 2.666758, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4161 [D loss: 0.440213, acc.: 78.52%, KL div.: 0.255409] [G loss: 2.286882, KL div.: 2.286882, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4162 [D loss: 0.542246, acc.: 71.09%, KL div.: 0.260823] [G loss: 2.150214, KL div.: 2.150214, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4163 [D loss: 0.448013, acc.: 78.52%, KL div.: 0.262439] [G loss: 2.761827, KL div.: 2.761827, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4164 [D loss: 0.459107, acc.: 75.78%, KL div.: 0.254941] [G loss: 2.234797, KL div.: 2.234797, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4165 [D loss: 0.370352, acc.: 82.03%, KL div.: 0.170557] [G loss: 2.498344, KL div.: 2.498344, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4166 [D loss: 0.461688, acc.: 79.30%, KL div.: 0.265754] [G loss: 2.203900, KL div.: 2.203900, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4167 [D loss: 0.422539, acc.: 80.86%, KL div.: 0.228687] [G loss: 2.429914, KL div.: 2.429914, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4168 [D loss: 0.499736, acc.: 73.05%, KL div.: 0.273292] [G loss: 2.474440, KL div.: 2.474440, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4169 [D loss: 0.420889, acc.: 79.30%, KL div.: 0.251884] [G loss: 2.317106, KL div.: 2.317106, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4170 [D loss: 0.386316, acc.: 82.42%, KL div.: 0.193552] [G loss: 2.241031, KL div.: 2.241031, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4171 [D loss: 0.391627, acc.: 84.38%, KL div.: 0.200322] [G loss: 2.562508, KL div.: 2.562508, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4172 [D loss: 0.367299, acc.: 83.98%, KL div.: 0.204812] [G loss: 2.726947, KL div.: 2.726947, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4173 [D loss: 0.495777, acc.: 75.39%, KL div.: 0.292692] [G loss: 1.922333, KL div.: 1.922333, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4174 [D loss: 0.427152, acc.: 80.86%, KL div.: 0.179885] [G loss: 2.421947, KL div.: 2.421947, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4175 [D loss: 0.381356, acc.: 83.20%, KL div.: 0.224009] [G loss: 2.429550, KL div.: 2.429550, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4176 [D loss: 0.391312, acc.: 82.42%, KL div.: 0.213774] [G loss: 2.475434, KL div.: 2.475434, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4177 [D loss: 0.432483, acc.: 79.30%, KL div.: 0.232143] [G loss: 2.181146, KL div.: 2.181146, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4178 [D loss: 0.483354, acc.: 76.17%, KL div.: 0.263089] [G loss: 2.436464, KL div.: 2.436464, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4179 [D loss: 0.370857, acc.: 83.98%, KL div.: 0.188696] [G loss: 2.215940, KL div.: 2.215940, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4180 [D loss: 0.436615, acc.: 81.25%, KL div.: 0.258916] [G loss: 2.583112, KL div.: 2.583112, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4181 [D loss: 0.461887, acc.: 76.95%, KL div.: 0.246392] [G loss: 2.304879, KL div.: 2.304879, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4182 [D loss: 0.400621, acc.: 81.64%, KL div.: 0.197889] [G loss: 2.367062, KL div.: 2.367062, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4183 [D loss: 0.432947, acc.: 80.47%, KL div.: 0.256678] [G loss: 2.487760, KL div.: 2.487760, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4184 [D loss: 0.441677, acc.: 78.52%, KL div.: 0.218930] [G loss: 2.122117, KL div.: 2.122117, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4185 [D loss: 0.417432, acc.: 80.47%, KL div.: 0.210882] [G loss: 2.455104, KL div.: 2.455104, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4186 [D loss: 0.511504, acc.: 74.22%, KL div.: 0.275271] [G loss: 2.252980, KL div.: 2.252980, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4187 [D loss: 0.414423, acc.: 80.08%, KL div.: 0.225281] [G loss: 2.548945, KL div.: 2.548945, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4188 [D loss: 0.529798, acc.: 75.00%, KL div.: 0.301831] [G loss: 2.217732, KL div.: 2.217732, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4189 [D loss: 0.456275, acc.: 78.91%, KL div.: 0.268045] [G loss: 2.289147, KL div.: 2.289147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4190 [D loss: 0.431689, acc.: 77.73%, KL div.: 0.218864] [G loss: 2.449003, KL div.: 2.449003, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4191 [D loss: 0.562472, acc.: 73.05%, KL div.: 0.271448] [G loss: 2.096630, KL div.: 2.096630, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4192 [D loss: 0.509457, acc.: 73.83%, KL div.: 0.289260] [G loss: 2.457470, KL div.: 2.457470, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4193 [D loss: 0.393796, acc.: 81.64%, KL div.: 0.210829] [G loss: 2.040877, KL div.: 2.040877, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4194 [D loss: 0.425758, acc.: 79.30%, KL div.: 0.208034] [G loss: 2.638695, KL div.: 2.638695, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4195 [D loss: 0.512511, acc.: 74.61%, KL div.: 0.260655] [G loss: 2.357500, KL div.: 2.357500, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4196 [D loss: 0.395163, acc.: 80.86%, KL div.: 0.198701] [G loss: 2.706182, KL div.: 2.706182, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4197 [D loss: 0.495839, acc.: 75.78%, KL div.: 0.301304] [G loss: 2.415003, KL div.: 2.415003, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4198 [D loss: 0.406327, acc.: 81.64%, KL div.: 0.194971] [G loss: 2.318057, KL div.: 2.318057, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4199 [D loss: 0.518926, acc.: 76.17%, KL div.: 0.295571] [G loss: 2.221846, KL div.: 2.221846, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 79ms/step
4/4 [==============================] - 1s 71ms/step
4200 [D loss: 0.504675, acc.: 77.34%, KL div.: 0.293872] [G loss: 2.373521, KL div.: 2.373521, FID: 48.276172]
1/1 [==============================] - 0s 21ms/step
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4201 [D loss: 0.475126, acc.: 77.73%, KL div.: 0.247055] [G loss: 2.248183, KL div.: 2.248183, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4202 [D loss: 0.475869, acc.: 76.95%, KL div.: 0.248939] [G loss: 2.089001, KL div.: 2.089001, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4203 [D loss: 0.452561, acc.: 76.95%, KL div.: 0.239581] [G loss: 2.486544, KL div.: 2.486544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4204 [D loss: 0.446441, acc.: 80.86%, KL div.: 0.252123] [G loss: 2.427508, KL div.: 2.427508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4205 [D loss: 0.489166, acc.: 76.17%, KL div.: 0.286899] [G loss: 2.433599, KL div.: 2.433598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4206 [D loss: 0.421322, acc.: 81.64%, KL div.: 0.179546] [G loss: 2.435728, KL div.: 2.435728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4207 [D loss: 0.425158, acc.: 79.69%, KL div.: 0.243636] [G loss: 2.406020, KL div.: 2.406020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4208 [D loss: 0.428227, acc.: 79.69%, KL div.: 0.253132] [G loss: 2.025450, KL div.: 2.025450, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4209 [D loss: 0.446847, acc.: 77.73%, KL div.: 0.203338] [G loss: 2.187754, KL div.: 2.187754, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4210 [D loss: 0.463079, acc.: 78.52%, KL div.: 0.218543] [G loss: 2.383556, KL div.: 2.383556, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4211 [D loss: 0.485170, acc.: 76.95%, KL div.: 0.255602] [G loss: 2.480162, KL div.: 2.480162, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4212 [D loss: 0.482911, acc.: 76.17%, KL div.: 0.256355] [G loss: 2.507447, KL div.: 2.507447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4213 [D loss: 0.502464, acc.: 74.22%, KL div.: 0.289917] [G loss: 2.346348, KL div.: 2.346348, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4214 [D loss: 0.378023, acc.: 81.64%, KL div.: 0.210211] [G loss: 2.602446, KL div.: 2.602446, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4215 [D loss: 0.424224, acc.: 78.91%, KL div.: 0.218531] [G loss: 2.458466, KL div.: 2.458466, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4216 [D loss: 0.480341, acc.: 73.44%, KL div.: 0.254161] [G loss: 2.260230, KL div.: 2.260230, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4217 [D loss: 0.441034, acc.: 76.95%, KL div.: 0.235224] [G loss: 2.280157, KL div.: 2.280157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4218 [D loss: 0.552143, acc.: 74.61%, KL div.: 0.267106] [G loss: 2.217864, KL div.: 2.217864, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4219 [D loss: 0.454013, acc.: 78.91%, KL div.: 0.237561] [G loss: 2.348756, KL div.: 2.348756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4220 [D loss: 0.450723, acc.: 76.56%, KL div.: 0.246766] [G loss: 2.523778, KL div.: 2.523778, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4221 [D loss: 0.472403, acc.: 80.47%, KL div.: 0.264416] [G loss: 2.133243, KL div.: 2.133243, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4222 [D loss: 0.405170, acc.: 80.86%, KL div.: 0.196821] [G loss: 2.635220, KL div.: 2.635220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4223 [D loss: 0.437228, acc.: 81.64%, KL div.: 0.267524] [G loss: 2.431095, KL div.: 2.431095, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4224 [D loss: 0.485256, acc.: 75.39%, KL div.: 0.208843] [G loss: 2.260576, KL div.: 2.260576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4225 [D loss: 0.518037, acc.: 71.88%, KL div.: 0.295570] [G loss: 2.349030, KL div.: 2.349030, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4226 [D loss: 0.407533, acc.: 80.47%, KL div.: 0.211461] [G loss: 2.364515, KL div.: 2.364515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4227 [D loss: 0.438605, acc.: 80.47%, KL div.: 0.247577] [G loss: 2.281317, KL div.: 2.281317, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4228 [D loss: 0.432631, acc.: 80.08%, KL div.: 0.203531] [G loss: 2.432502, KL div.: 2.432503, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4229 [D loss: 0.451379, acc.: 78.12%, KL div.: 0.266733] [G loss: 2.672201, KL div.: 2.672201, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4230 [D loss: 0.475434, acc.: 76.17%, KL div.: 0.240231] [G loss: 2.360648, KL div.: 2.360648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4231 [D loss: 0.477930, acc.: 76.17%, KL div.: 0.280562] [G loss: 2.216665, KL div.: 2.216666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4232 [D loss: 0.452494, acc.: 78.91%, KL div.: 0.215079] [G loss: 2.212807, KL div.: 2.212807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4233 [D loss: 0.474296, acc.: 78.12%, KL div.: 0.251118] [G loss: 2.719680, KL div.: 2.719680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4234 [D loss: 0.528775, acc.: 74.22%, KL div.: 0.324896] [G loss: 2.022561, KL div.: 2.022561, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4235 [D loss: 0.430523, acc.: 82.03%, KL div.: 0.195946] [G loss: 2.439954, KL div.: 2.439954, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4236 [D loss: 0.453661, acc.: 78.12%, KL div.: 0.245573] [G loss: 2.535579, KL div.: 2.535579, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4237 [D loss: 0.526181, acc.: 73.83%, KL div.: 0.298647] [G loss: 2.215748, KL div.: 2.215748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4238 [D loss: 0.444835, acc.: 79.30%, KL div.: 0.241030] [G loss: 2.029812, KL div.: 2.029812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4239 [D loss: 0.499838, acc.: 74.61%, KL div.: 0.271969] [G loss: 2.311296, KL div.: 2.311296, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4240 [D loss: 0.384268, acc.: 82.81%, KL div.: 0.205728] [G loss: 2.167155, KL div.: 2.167155, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4241 [D loss: 0.417676, acc.: 82.03%, KL div.: 0.221352] [G loss: 2.293216, KL div.: 2.293216, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4242 [D loss: 0.484376, acc.: 79.69%, KL div.: 0.283127] [G loss: 2.330860, KL div.: 2.330860, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4243 [D loss: 0.370228, acc.: 82.81%, KL div.: 0.209263] [G loss: 2.413286, KL div.: 2.413286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4244 [D loss: 0.445984, acc.: 77.34%, KL div.: 0.211737] [G loss: 2.309566, KL div.: 2.309566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4245 [D loss: 0.380538, acc.: 80.47%, KL div.: 0.198836] [G loss: 2.710629, KL div.: 2.710629, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4246 [D loss: 0.431448, acc.: 81.25%, KL div.: 0.261320] [G loss: 2.711996, KL div.: 2.711996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4247 [D loss: 0.423787, acc.: 80.47%, KL div.: 0.202278] [G loss: 2.337639, KL div.: 2.337639, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4248 [D loss: 0.382167, acc.: 82.03%, KL div.: 0.191085] [G loss: 2.635233, KL div.: 2.635233, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4249 [D loss: 0.454850, acc.: 78.52%, KL div.: 0.269657] [G loss: 2.327547, KL div.: 2.327547, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4250 [D loss: 0.449612, acc.: 78.12%, KL div.: 0.230176] [G loss: 2.248690, KL div.: 2.248691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4251 [D loss: 0.453601, acc.: 79.30%, KL div.: 0.241025] [G loss: 2.358469, KL div.: 2.358469, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4252 [D loss: 0.404016, acc.: 82.81%, KL div.: 0.235150] [G loss: 2.388876, KL div.: 2.388876, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4253 [D loss: 0.482340, acc.: 76.17%, KL div.: 0.272679] [G loss: 2.470685, KL div.: 2.470685, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4254 [D loss: 0.519551, acc.: 73.44%, KL div.: 0.261119] [G loss: 2.249177, KL div.: 2.249177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4255 [D loss: 0.468661, acc.: 76.95%, KL div.: 0.248673] [G loss: 2.712951, KL div.: 2.712951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4256 [D loss: 0.484147, acc.: 76.95%, KL div.: 0.279605] [G loss: 2.217107, KL div.: 2.217107, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4257 [D loss: 0.387404, acc.: 83.20%, KL div.: 0.179978] [G loss: 2.150321, KL div.: 2.150321, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4258 [D loss: 0.432078, acc.: 80.08%, KL div.: 0.259498] [G loss: 2.190515, KL div.: 2.190515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4259 [D loss: 0.548681, acc.: 71.88%, KL div.: 0.271446] [G loss: 2.422022, KL div.: 2.422022, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4260 [D loss: 0.483697, acc.: 75.39%, KL div.: 0.288348] [G loss: 2.423938, KL div.: 2.423938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4261 [D loss: 0.442151, acc.: 79.30%, KL div.: 0.227742] [G loss: 2.360938, KL div.: 2.360939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4262 [D loss: 0.486363, acc.: 76.56%, KL div.: 0.267917] [G loss: 2.261334, KL div.: 2.261334, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4263 [D loss: 0.444143, acc.: 80.08%, KL div.: 0.241805] [G loss: 2.187122, KL div.: 2.187122, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4264 [D loss: 0.404872, acc.: 80.08%, KL div.: 0.205426] [G loss: 2.712227, KL div.: 2.712227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4265 [D loss: 0.507141, acc.: 74.61%, KL div.: 0.292254] [G loss: 2.015804, KL div.: 2.015804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4266 [D loss: 0.454995, acc.: 79.30%, KL div.: 0.222171] [G loss: 2.138394, KL div.: 2.138394, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4267 [D loss: 0.410891, acc.: 81.25%, KL div.: 0.218184] [G loss: 2.206141, KL div.: 2.206141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4268 [D loss: 0.451053, acc.: 78.52%, KL div.: 0.246016] [G loss: 2.486356, KL div.: 2.486356, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4269 [D loss: 0.392205, acc.: 81.64%, KL div.: 0.200306] [G loss: 2.568098, KL div.: 2.568098, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4270 [D loss: 0.486151, acc.: 74.61%, KL div.: 0.236263] [G loss: 2.428373, KL div.: 2.428373, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4271 [D loss: 0.406718, acc.: 81.64%, KL div.: 0.228562] [G loss: 2.395086, KL div.: 2.395086, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4272 [D loss: 0.480148, acc.: 76.17%, KL div.: 0.253710] [G loss: 2.232040, KL div.: 2.232039, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4273 [D loss: 0.510089, acc.: 73.83%, KL div.: 0.303849] [G loss: 2.114105, KL div.: 2.114105, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4274 [D loss: 0.509908, acc.: 75.39%, KL div.: 0.278272] [G loss: 2.295529, KL div.: 2.295529, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4275 [D loss: 0.365968, acc.: 85.55%, KL div.: 0.197665] [G loss: 2.395967, KL div.: 2.395967, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4276 [D loss: 0.502878, acc.: 73.83%, KL div.: 0.262135] [G loss: 2.131663, KL div.: 2.131663, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4277 [D loss: 0.409304, acc.: 79.69%, KL div.: 0.228176] [G loss: 2.269478, KL div.: 2.269478, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4278 [D loss: 0.450638, acc.: 80.47%, KL div.: 0.236614] [G loss: 2.288041, KL div.: 2.288041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4279 [D loss: 0.403603, acc.: 78.52%, KL div.: 0.226644] [G loss: 2.582357, KL div.: 2.582357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4280 [D loss: 0.521277, acc.: 76.17%, KL div.: 0.276172] [G loss: 2.399429, KL div.: 2.399429, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4281 [D loss: 0.443199, acc.: 76.56%, KL div.: 0.229815] [G loss: 2.349213, KL div.: 2.349213, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4282 [D loss: 0.493024, acc.: 75.78%, KL div.: 0.267553] [G loss: 2.271474, KL div.: 2.271474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4283 [D loss: 0.522138, acc.: 73.83%, KL div.: 0.287695] [G loss: 2.184217, KL div.: 2.184217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4284 [D loss: 0.471395, acc.: 76.56%, KL div.: 0.218117] [G loss: 2.176801, KL div.: 2.176800, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4285 [D loss: 0.417513, acc.: 79.69%, KL div.: 0.229090] [G loss: 2.342618, KL div.: 2.342618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4286 [D loss: 0.470700, acc.: 76.56%, KL div.: 0.260520] [G loss: 2.249598, KL div.: 2.249598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4287 [D loss: 0.425352, acc.: 80.08%, KL div.: 0.251315] [G loss: 2.362843, KL div.: 2.362843, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4288 [D loss: 0.500194, acc.: 73.05%, KL div.: 0.268640] [G loss: 2.029902, KL div.: 2.029902, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4289 [D loss: 0.394253, acc.: 82.42%, KL div.: 0.209597] [G loss: 2.360457, KL div.: 2.360457, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4290 [D loss: 0.466763, acc.: 74.61%, KL div.: 0.258993] [G loss: 2.268639, KL div.: 2.268639, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4291 [D loss: 0.440164, acc.: 80.86%, KL div.: 0.235939] [G loss: 2.200968, KL div.: 2.200968, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4292 [D loss: 0.494440, acc.: 77.73%, KL div.: 0.272401] [G loss: 2.434710, KL div.: 2.434710, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4293 [D loss: 0.469753, acc.: 77.34%, KL div.: 0.236063] [G loss: 2.086277, KL div.: 2.086277, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4294 [D loss: 0.437156, acc.: 80.86%, KL div.: 0.238528] [G loss: 2.476425, KL div.: 2.476425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4295 [D loss: 0.509501, acc.: 75.39%, KL div.: 0.318538] [G loss: 2.140554, KL div.: 2.140554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4296 [D loss: 0.473492, acc.: 76.17%, KL div.: 0.214319] [G loss: 2.173384, KL div.: 2.173384, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4297 [D loss: 0.499149, acc.: 73.05%, KL div.: 0.236807] [G loss: 2.437336, KL div.: 2.437336, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4298 [D loss: 0.434083, acc.: 78.91%, KL div.: 0.254043] [G loss: 2.215709, KL div.: 2.215709, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4299 [D loss: 0.527194, acc.: 73.83%, KL div.: 0.318206] [G loss: 2.303168, KL div.: 2.303168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 1s 104ms/step
4300 [D loss: 0.480353, acc.: 74.61%, KL div.: 0.254260] [G loss: 1.916478, KL div.: 1.916478, FID: 47.575636]
1/1 [==============================] - 0s 19ms/step
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4301 [D loss: 0.385525, acc.: 83.20%, KL div.: 0.183684] [G loss: 2.331276, KL div.: 2.331276, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4302 [D loss: 0.522022, acc.: 72.27%, KL div.: 0.272605] [G loss: 1.973955, KL div.: 1.973955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4303 [D loss: 0.430959, acc.: 81.25%, KL div.: 0.223307] [G loss: 2.143290, KL div.: 2.143290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4304 [D loss: 0.527259, acc.: 73.05%, KL div.: 0.311039] [G loss: 2.077092, KL div.: 2.077092, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4305 [D loss: 0.464359, acc.: 75.39%, KL div.: 0.237708] [G loss: 2.424391, KL div.: 2.424391, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4306 [D loss: 0.491064, acc.: 74.61%, KL div.: 0.262479] [G loss: 2.243134, KL div.: 2.243134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4307 [D loss: 0.493905, acc.: 75.39%, KL div.: 0.286182] [G loss: 2.325416, KL div.: 2.325416, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4308 [D loss: 0.396545, acc.: 81.25%, KL div.: 0.203383] [G loss: 2.269987, KL div.: 2.269987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4309 [D loss: 0.542816, acc.: 72.27%, KL div.: 0.284520] [G loss: 2.233716, KL div.: 2.233716, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4310 [D loss: 0.464577, acc.: 76.56%, KL div.: 0.230574] [G loss: 2.345177, KL div.: 2.345177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4311 [D loss: 0.493565, acc.: 76.17%, KL div.: 0.276385] [G loss: 2.274223, KL div.: 2.274223, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4312 [D loss: 0.460645, acc.: 77.73%, KL div.: 0.252836] [G loss: 2.192979, KL div.: 2.192979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4313 [D loss: 0.449827, acc.: 77.34%, KL div.: 0.236801] [G loss: 2.433845, KL div.: 2.433845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4314 [D loss: 0.485860, acc.: 76.17%, KL div.: 0.269483] [G loss: 2.475156, KL div.: 2.475156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4315 [D loss: 0.549616, acc.: 73.44%, KL div.: 0.303773] [G loss: 2.027731, KL div.: 2.027731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4316 [D loss: 0.422188, acc.: 79.30%, KL div.: 0.180246] [G loss: 2.167681, KL div.: 2.167681, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4317 [D loss: 0.437511, acc.: 79.69%, KL div.: 0.272156] [G loss: 2.289278, KL div.: 2.289278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4318 [D loss: 0.458845, acc.: 77.34%, KL div.: 0.236777] [G loss: 2.105465, KL div.: 2.105465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4319 [D loss: 0.447657, acc.: 77.34%, KL div.: 0.196427] [G loss: 2.538159, KL div.: 2.538159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4320 [D loss: 0.484886, acc.: 74.61%, KL div.: 0.280162] [G loss: 2.157065, KL div.: 2.157065, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4321 [D loss: 0.442678, acc.: 79.30%, KL div.: 0.246067] [G loss: 2.479152, KL div.: 2.479152, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4322 [D loss: 0.471450, acc.: 79.69%, KL div.: 0.258047] [G loss: 2.159913, KL div.: 2.159912, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4323 [D loss: 0.411401, acc.: 82.03%, KL div.: 0.209374] [G loss: 2.346002, KL div.: 2.346003, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4324 [D loss: 0.492571, acc.: 76.95%, KL div.: 0.280711] [G loss: 2.117463, KL div.: 2.117463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4325 [D loss: 0.450484, acc.: 78.52%, KL div.: 0.241098] [G loss: 2.285533, KL div.: 2.285533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4326 [D loss: 0.443241, acc.: 78.91%, KL div.: 0.230535] [G loss: 2.256242, KL div.: 2.256242, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4327 [D loss: 0.532022, acc.: 74.22%, KL div.: 0.329224] [G loss: 2.237970, KL div.: 2.237970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4328 [D loss: 0.492637, acc.: 75.39%, KL div.: 0.246518] [G loss: 2.014949, KL div.: 2.014949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4329 [D loss: 0.461082, acc.: 77.73%, KL div.: 0.252673] [G loss: 2.192842, KL div.: 2.192842, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4330 [D loss: 0.513425, acc.: 73.44%, KL div.: 0.265541] [G loss: 2.141528, KL div.: 2.141528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4331 [D loss: 0.510585, acc.: 76.17%, KL div.: 0.287437] [G loss: 2.098917, KL div.: 2.098917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4332 [D loss: 0.449151, acc.: 76.17%, KL div.: 0.251915] [G loss: 2.436919, KL div.: 2.436919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4333 [D loss: 0.527591, acc.: 73.05%, KL div.: 0.317242] [G loss: 2.064895, KL div.: 2.064895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4334 [D loss: 0.482881, acc.: 71.48%, KL div.: 0.243650] [G loss: 2.281877, KL div.: 2.281877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4335 [D loss: 0.463909, acc.: 75.78%, KL div.: 0.213934] [G loss: 2.437876, KL div.: 2.437876, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4336 [D loss: 0.449033, acc.: 78.12%, KL div.: 0.267647] [G loss: 2.455222, KL div.: 2.455222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4337 [D loss: 0.387337, acc.: 82.81%, KL div.: 0.199531] [G loss: 2.151954, KL div.: 2.151954, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4338 [D loss: 0.500454, acc.: 73.05%, KL div.: 0.291299] [G loss: 2.144661, KL div.: 2.144661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4339 [D loss: 0.449442, acc.: 79.69%, KL div.: 0.233492] [G loss: 2.155204, KL div.: 2.155204, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4340 [D loss: 0.400206, acc.: 82.81%, KL div.: 0.224014] [G loss: 2.399897, KL div.: 2.399897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4341 [D loss: 0.450817, acc.: 80.86%, KL div.: 0.276506] [G loss: 2.199453, KL div.: 2.199453, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4342 [D loss: 0.435652, acc.: 77.34%, KL div.: 0.201082] [G loss: 1.956581, KL div.: 1.956581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4343 [D loss: 0.420938, acc.: 79.30%, KL div.: 0.241057] [G loss: 2.477097, KL div.: 2.477097, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4344 [D loss: 0.431150, acc.: 78.52%, KL div.: 0.256894] [G loss: 2.420686, KL div.: 2.420686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4345 [D loss: 0.373124, acc.: 83.98%, KL div.: 0.187924] [G loss: 2.346935, KL div.: 2.346935, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4346 [D loss: 0.450017, acc.: 78.12%, KL div.: 0.246267] [G loss: 2.354014, KL div.: 2.354014, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4347 [D loss: 0.386159, acc.: 84.38%, KL div.: 0.179443] [G loss: 2.548937, KL div.: 2.548937, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4348 [D loss: 0.431109, acc.: 80.47%, KL div.: 0.238372] [G loss: 2.490917, KL div.: 2.490917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4349 [D loss: 0.429431, acc.: 79.30%, KL div.: 0.243811] [G loss: 2.495939, KL div.: 2.495939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4350 [D loss: 0.417950, acc.: 79.69%, KL div.: 0.199116] [G loss: 2.146802, KL div.: 2.146802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4351 [D loss: 0.394585, acc.: 84.77%, KL div.: 0.231751] [G loss: 2.175889, KL div.: 2.175889, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4352 [D loss: 0.509329, acc.: 76.17%, KL div.: 0.286463] [G loss: 2.407094, KL div.: 2.407095, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4353 [D loss: 0.383974, acc.: 79.30%, KL div.: 0.204338] [G loss: 2.376231, KL div.: 2.376231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4354 [D loss: 0.391775, acc.: 80.08%, KL div.: 0.179200] [G loss: 2.264088, KL div.: 2.264088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4355 [D loss: 0.421828, acc.: 80.08%, KL div.: 0.246641] [G loss: 2.654799, KL div.: 2.654799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4356 [D loss: 0.511254, acc.: 72.66%, KL div.: 0.307999] [G loss: 2.008904, KL div.: 2.008904, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4357 [D loss: 0.441268, acc.: 78.12%, KL div.: 0.185927] [G loss: 2.415960, KL div.: 2.415959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4358 [D loss: 0.424947, acc.: 78.12%, KL div.: 0.229517] [G loss: 2.268462, KL div.: 2.268462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4359 [D loss: 0.430615, acc.: 79.30%, KL div.: 0.251854] [G loss: 2.515658, KL div.: 2.515658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4360 [D loss: 0.524355, acc.: 72.66%, KL div.: 0.288472] [G loss: 2.181742, KL div.: 2.181742, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4361 [D loss: 0.544913, acc.: 69.53%, KL div.: 0.271578] [G loss: 2.000622, KL div.: 2.000622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4362 [D loss: 0.431081, acc.: 78.91%, KL div.: 0.249233] [G loss: 2.403478, KL div.: 2.403478, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4363 [D loss: 0.466001, acc.: 78.12%, KL div.: 0.237599] [G loss: 2.071896, KL div.: 2.071896, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4364 [D loss: 0.510149, acc.: 72.66%, KL div.: 0.280881] [G loss: 2.189964, KL div.: 2.189964, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4365 [D loss: 0.432476, acc.: 77.34%, KL div.: 0.222838] [G loss: 2.294795, KL div.: 2.294795, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4366 [D loss: 0.449482, acc.: 79.30%, KL div.: 0.253152] [G loss: 2.188177, KL div.: 2.188177, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4367 [D loss: 0.509724, acc.: 74.22%, KL div.: 0.244488] [G loss: 2.028787, KL div.: 2.028787, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4368 [D loss: 0.436870, acc.: 78.52%, KL div.: 0.254748] [G loss: 2.255463, KL div.: 2.255463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4369 [D loss: 0.504272, acc.: 76.17%, KL div.: 0.276453] [G loss: 1.876554, KL div.: 1.876554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4370 [D loss: 0.473853, acc.: 80.08%, KL div.: 0.270822] [G loss: 2.178303, KL div.: 2.178303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4371 [D loss: 0.495119, acc.: 77.73%, KL div.: 0.249047] [G loss: 2.033038, KL div.: 2.033038, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4372 [D loss: 0.482321, acc.: 75.39%, KL div.: 0.235607] [G loss: 2.354402, KL div.: 2.354402, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4373 [D loss: 0.465209, acc.: 76.17%, KL div.: 0.271221] [G loss: 2.290051, KL div.: 2.290051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4374 [D loss: 0.506985, acc.: 74.61%, KL div.: 0.266443] [G loss: 2.401775, KL div.: 2.401775, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4375 [D loss: 0.383783, acc.: 83.59%, KL div.: 0.216269] [G loss: 2.471080, KL div.: 2.471080, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4376 [D loss: 0.486516, acc.: 76.95%, KL div.: 0.280811] [G loss: 2.299460, KL div.: 2.299460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4377 [D loss: 0.443868, acc.: 76.95%, KL div.: 0.229729] [G loss: 2.149037, KL div.: 2.149037, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4378 [D loss: 0.529646, acc.: 73.05%, KL div.: 0.305619] [G loss: 2.292505, KL div.: 2.292505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4379 [D loss: 0.450768, acc.: 76.95%, KL div.: 0.224849] [G loss: 2.067876, KL div.: 2.067876, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4380 [D loss: 0.457669, acc.: 79.69%, KL div.: 0.246622] [G loss: 1.981212, KL div.: 1.981212, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4381 [D loss: 0.461261, acc.: 76.56%, KL div.: 0.229892] [G loss: 2.296573, KL div.: 2.296573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4382 [D loss: 0.504181, acc.: 71.88%, KL div.: 0.308957] [G loss: 2.522220, KL div.: 2.522220, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4383 [D loss: 0.455896, acc.: 78.52%, KL div.: 0.238570] [G loss: 1.969159, KL div.: 1.969159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4384 [D loss: 0.415078, acc.: 77.73%, KL div.: 0.182521] [G loss: 2.265031, KL div.: 2.265031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4385 [D loss: 0.399065, acc.: 80.08%, KL div.: 0.251426] [G loss: 2.227996, KL div.: 2.227996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4386 [D loss: 0.442816, acc.: 78.91%, KL div.: 0.236847] [G loss: 2.299516, KL div.: 2.299516, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4387 [D loss: 0.471948, acc.: 77.73%, KL div.: 0.260760] [G loss: 2.267349, KL div.: 2.267349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4388 [D loss: 0.407692, acc.: 83.20%, KL div.: 0.211410] [G loss: 2.249286, KL div.: 2.249286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4389 [D loss: 0.488619, acc.: 74.22%, KL div.: 0.245286] [G loss: 2.221455, KL div.: 2.221455, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4390 [D loss: 0.568578, acc.: 69.92%, KL div.: 0.315766] [G loss: 2.319220, KL div.: 2.319220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4391 [D loss: 0.454475, acc.: 77.73%, KL div.: 0.256401] [G loss: 2.301234, KL div.: 2.301234, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4392 [D loss: 0.499387, acc.: 74.61%, KL div.: 0.244539] [G loss: 2.139784, KL div.: 2.139784, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4393 [D loss: 0.377823, acc.: 84.38%, KL div.: 0.216515] [G loss: 2.432150, KL div.: 2.432150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4394 [D loss: 0.378913, acc.: 85.16%, KL div.: 0.219138] [G loss: 2.436522, KL div.: 2.436522, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4395 [D loss: 0.523463, acc.: 71.48%, KL div.: 0.265472] [G loss: 2.038433, KL div.: 2.038433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4396 [D loss: 0.404874, acc.: 81.25%, KL div.: 0.206986] [G loss: 2.437383, KL div.: 2.437383, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4397 [D loss: 0.462127, acc.: 76.56%, KL div.: 0.263350] [G loss: 2.264203, KL div.: 2.264203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4398 [D loss: 0.551173, acc.: 72.66%, KL div.: 0.287126] [G loss: 2.290354, KL div.: 2.290354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4399 [D loss: 0.483692, acc.: 73.83%, KL div.: 0.227362] [G loss: 2.481527, KL div.: 2.481527, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 1s 66ms/step
4400 [D loss: 0.416971, acc.: 81.25%, KL div.: 0.245472] [G loss: 2.400612, KL div.: 2.400612, FID: 52.792246]
1/1 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 54ms/step
4401 [D loss: 0.447776, acc.: 77.73%, KL div.: 0.240673] [G loss: 2.019176, KL div.: 2.019176, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4402 [D loss: 0.404456, acc.: 82.03%, KL div.: 0.188716] [G loss: 2.542118, KL div.: 2.542118, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4403 [D loss: 0.375846, acc.: 84.38%, KL div.: 0.229098] [G loss: 2.388702, KL div.: 2.388702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4404 [D loss: 0.500160, acc.: 73.83%, KL div.: 0.255412] [G loss: 1.857259, KL div.: 1.857259, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4405 [D loss: 0.367393, acc.: 87.11%, KL div.: 0.190503] [G loss: 2.490648, KL div.: 2.490648, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4406 [D loss: 0.480459, acc.: 78.91%, KL div.: 0.278963] [G loss: 2.039106, KL div.: 2.039106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4407 [D loss: 0.438022, acc.: 79.30%, KL div.: 0.217347] [G loss: 2.075343, KL div.: 2.075343, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4408 [D loss: 0.482059, acc.: 78.91%, KL div.: 0.269401] [G loss: 2.295757, KL div.: 2.295757, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4409 [D loss: 0.415554, acc.: 80.47%, KL div.: 0.227418] [G loss: 2.292178, KL div.: 2.292178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4410 [D loss: 0.414563, acc.: 82.03%, KL div.: 0.231690] [G loss: 2.328920, KL div.: 2.328920, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4411 [D loss: 0.510883, acc.: 74.61%, KL div.: 0.251093] [G loss: 2.040786, KL div.: 2.040786, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4412 [D loss: 0.457989, acc.: 78.91%, KL div.: 0.248000] [G loss: 2.402143, KL div.: 2.402143, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4413 [D loss: 0.457246, acc.: 78.52%, KL div.: 0.229348] [G loss: 2.396299, KL div.: 2.396299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4414 [D loss: 0.392410, acc.: 83.59%, KL div.: 0.230670] [G loss: 2.456779, KL div.: 2.456779, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4415 [D loss: 0.514094, acc.: 72.27%, KL div.: 0.265228] [G loss: 2.150439, KL div.: 2.150439, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4416 [D loss: 0.426828, acc.: 81.25%, KL div.: 0.232002] [G loss: 2.176686, KL div.: 2.176686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4417 [D loss: 0.385314, acc.: 84.77%, KL div.: 0.209009] [G loss: 2.291580, KL div.: 2.291580, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4418 [D loss: 0.439019, acc.: 78.91%, KL div.: 0.246604] [G loss: 2.200063, KL div.: 2.200063, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4419 [D loss: 0.478819, acc.: 75.39%, KL div.: 0.232899] [G loss: 2.143987, KL div.: 2.143987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4420 [D loss: 0.401425, acc.: 81.25%, KL div.: 0.225025] [G loss: 2.583745, KL div.: 2.583745, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4421 [D loss: 0.437214, acc.: 79.69%, KL div.: 0.258097] [G loss: 2.654788, KL div.: 2.654788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4422 [D loss: 0.448274, acc.: 77.34%, KL div.: 0.207263] [G loss: 2.027687, KL div.: 2.027687, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4423 [D loss: 0.497615, acc.: 72.66%, KL div.: 0.279806] [G loss: 2.305421, KL div.: 2.305421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4424 [D loss: 0.435208, acc.: 78.91%, KL div.: 0.243857] [G loss: 1.944439, KL div.: 1.944439, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4425 [D loss: 0.438941, acc.: 79.30%, KL div.: 0.212064] [G loss: 2.283869, KL div.: 2.283869, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4426 [D loss: 0.390625, acc.: 81.64%, KL div.: 0.205246] [G loss: 2.364434, KL div.: 2.364434, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4427 [D loss: 0.445345, acc.: 80.08%, KL div.: 0.254328] [G loss: 2.398820, KL div.: 2.398820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4428 [D loss: 0.399314, acc.: 78.12%, KL div.: 0.189852] [G loss: 2.520951, KL div.: 2.520951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4429 [D loss: 0.478915, acc.: 73.83%, KL div.: 0.267553] [G loss: 2.221825, KL div.: 2.221825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4430 [D loss: 0.501376, acc.: 75.39%, KL div.: 0.288852] [G loss: 2.027773, KL div.: 2.027773, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4431 [D loss: 0.467368, acc.: 76.56%, KL div.: 0.234625] [G loss: 2.176539, KL div.: 2.176539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4432 [D loss: 0.509479, acc.: 72.27%, KL div.: 0.253514] [G loss: 2.141319, KL div.: 2.141319, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4433 [D loss: 0.510597, acc.: 75.39%, KL div.: 0.291718] [G loss: 2.310606, KL div.: 2.310606, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4434 [D loss: 0.428760, acc.: 80.47%, KL div.: 0.192526] [G loss: 2.428631, KL div.: 2.428631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4435 [D loss: 0.455182, acc.: 76.17%, KL div.: 0.265423] [G loss: 2.030081, KL div.: 2.030081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4436 [D loss: 0.448310, acc.: 78.91%, KL div.: 0.230786] [G loss: 1.928222, KL div.: 1.928222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4437 [D loss: 0.471281, acc.: 76.56%, KL div.: 0.242729] [G loss: 1.899779, KL div.: 1.899779, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4438 [D loss: 0.476209, acc.: 78.12%, KL div.: 0.241286] [G loss: 2.173821, KL div.: 2.173821, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4439 [D loss: 0.389223, acc.: 81.25%, KL div.: 0.221045] [G loss: 2.726802, KL div.: 2.726802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4440 [D loss: 0.399688, acc.: 81.64%, KL div.: 0.243242] [G loss: 2.289429, KL div.: 2.289429, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4441 [D loss: 0.513528, acc.: 75.78%, KL div.: 0.275323] [G loss: 2.138155, KL div.: 2.138155, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4442 [D loss: 0.512360, acc.: 76.56%, KL div.: 0.288131] [G loss: 2.056725, KL div.: 2.056725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4443 [D loss: 0.497800, acc.: 75.78%, KL div.: 0.258026] [G loss: 1.829759, KL div.: 1.829759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4444 [D loss: 0.455138, acc.: 78.91%, KL div.: 0.261183] [G loss: 2.271121, KL div.: 2.271121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4445 [D loss: 0.438252, acc.: 79.69%, KL div.: 0.237448] [G loss: 2.149422, KL div.: 2.149422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4446 [D loss: 0.497191, acc.: 75.00%, KL div.: 0.222228] [G loss: 2.051430, KL div.: 2.051430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4447 [D loss: 0.469988, acc.: 75.39%, KL div.: 0.272659] [G loss: 2.404453, KL div.: 2.404453, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4448 [D loss: 0.451781, acc.: 77.73%, KL div.: 0.228165] [G loss: 2.385493, KL div.: 2.385493, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4449 [D loss: 0.406458, acc.: 80.86%, KL div.: 0.237354] [G loss: 2.312503, KL div.: 2.312503, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4450 [D loss: 0.467478, acc.: 76.56%, KL div.: 0.226491] [G loss: 2.263424, KL div.: 2.263424, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4451 [D loss: 0.432656, acc.: 78.12%, KL div.: 0.258067] [G loss: 2.379018, KL div.: 2.379018, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4452 [D loss: 0.456719, acc.: 76.17%, KL div.: 0.240606] [G loss: 2.106974, KL div.: 2.106974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4453 [D loss: 0.407640, acc.: 82.03%, KL div.: 0.212490] [G loss: 1.986390, KL div.: 1.986390, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4454 [D loss: 0.531637, acc.: 71.48%, KL div.: 0.326329] [G loss: 2.023057, KL div.: 2.023057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4455 [D loss: 0.448494, acc.: 78.52%, KL div.: 0.225236] [G loss: 2.052933, KL div.: 2.052933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4456 [D loss: 0.435099, acc.: 77.34%, KL div.: 0.205266] [G loss: 2.373949, KL div.: 2.373949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4457 [D loss: 0.534294, acc.: 75.39%, KL div.: 0.288352] [G loss: 2.025400, KL div.: 2.025400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4458 [D loss: 0.433687, acc.: 83.59%, KL div.: 0.250525] [G loss: 2.456750, KL div.: 2.456750, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4459 [D loss: 0.428641, acc.: 80.08%, KL div.: 0.223971] [G loss: 2.183922, KL div.: 2.183922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4460 [D loss: 0.463256, acc.: 75.39%, KL div.: 0.244486] [G loss: 2.296085, KL div.: 2.296085, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4461 [D loss: 0.488727, acc.: 75.78%, KL div.: 0.252698] [G loss: 2.347348, KL div.: 2.347348, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4462 [D loss: 0.465886, acc.: 74.61%, KL div.: 0.220625] [G loss: 2.694592, KL div.: 2.694592, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4463 [D loss: 0.465239, acc.: 75.78%, KL div.: 0.264160] [G loss: 2.324148, KL div.: 2.324148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4464 [D loss: 0.428564, acc.: 80.47%, KL div.: 0.261138] [G loss: 2.071772, KL div.: 2.071772, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4465 [D loss: 0.448943, acc.: 78.91%, KL div.: 0.193822] [G loss: 2.365674, KL div.: 2.365674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4466 [D loss: 0.445106, acc.: 79.30%, KL div.: 0.251443] [G loss: 2.500877, KL div.: 2.500877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4467 [D loss: 0.397591, acc.: 85.16%, KL div.: 0.230591] [G loss: 2.365106, KL div.: 2.365106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4468 [D loss: 0.440470, acc.: 81.64%, KL div.: 0.231824] [G loss: 2.203705, KL div.: 2.203705, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4469 [D loss: 0.479703, acc.: 77.34%, KL div.: 0.247287] [G loss: 2.392273, KL div.: 2.392273, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4470 [D loss: 0.409477, acc.: 83.20%, KL div.: 0.211310] [G loss: 2.271734, KL div.: 2.271734, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4471 [D loss: 0.526566, acc.: 75.00%, KL div.: 0.318750] [G loss: 2.210372, KL div.: 2.210372, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4472 [D loss: 0.494527, acc.: 74.61%, KL div.: 0.257415] [G loss: 2.254270, KL div.: 2.254270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4473 [D loss: 0.515445, acc.: 74.22%, KL div.: 0.254419] [G loss: 2.279812, KL div.: 2.279812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4474 [D loss: 0.394369, acc.: 81.25%, KL div.: 0.211086] [G loss: 2.606704, KL div.: 2.606704, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4475 [D loss: 0.472856, acc.: 77.34%, KL div.: 0.263209] [G loss: 2.342167, KL div.: 2.342167, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4476 [D loss: 0.486797, acc.: 72.27%, KL div.: 0.255536] [G loss: 2.315238, KL div.: 2.315238, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4477 [D loss: 0.474308, acc.: 78.12%, KL div.: 0.283992] [G loss: 2.155127, KL div.: 2.155127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4478 [D loss: 0.463022, acc.: 76.56%, KL div.: 0.213668] [G loss: 2.318209, KL div.: 2.318209, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4479 [D loss: 0.453161, acc.: 75.78%, KL div.: 0.248992] [G loss: 2.152823, KL div.: 2.152823, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4480 [D loss: 0.493199, acc.: 75.00%, KL div.: 0.253537] [G loss: 2.173389, KL div.: 2.173389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4481 [D loss: 0.497266, acc.: 75.39%, KL div.: 0.300011] [G loss: 2.111423, KL div.: 2.111423, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4482 [D loss: 0.523116, acc.: 71.09%, KL div.: 0.247250] [G loss: 2.117483, KL div.: 2.117483, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4483 [D loss: 0.391548, acc.: 81.64%, KL div.: 0.188395] [G loss: 2.417316, KL div.: 2.417316, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4484 [D loss: 0.464543, acc.: 78.12%, KL div.: 0.292385] [G loss: 2.366613, KL div.: 2.366613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4485 [D loss: 0.482973, acc.: 75.78%, KL div.: 0.261371] [G loss: 2.234086, KL div.: 2.234086, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4486 [D loss: 0.500685, acc.: 73.05%, KL div.: 0.241146] [G loss: 2.248763, KL div.: 2.248763, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4487 [D loss: 0.461266, acc.: 76.17%, KL div.: 0.228816] [G loss: 2.047916, KL div.: 2.047916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4488 [D loss: 0.493439, acc.: 78.52%, KL div.: 0.270233] [G loss: 2.327586, KL div.: 2.327586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4489 [D loss: 0.459916, acc.: 76.56%, KL div.: 0.268607] [G loss: 1.925167, KL div.: 1.925167, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4490 [D loss: 0.446524, acc.: 78.12%, KL div.: 0.213375] [G loss: 2.047229, KL div.: 2.047230, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4491 [D loss: 0.423097, acc.: 78.91%, KL div.: 0.245629] [G loss: 2.502816, KL div.: 2.502816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4492 [D loss: 0.522952, acc.: 74.22%, KL div.: 0.269974] [G loss: 2.376296, KL div.: 2.376296, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4493 [D loss: 0.386793, acc.: 83.59%, KL div.: 0.190573] [G loss: 2.383054, KL div.: 2.383054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4494 [D loss: 0.435804, acc.: 79.30%, KL div.: 0.255481] [G loss: 2.311932, KL div.: 2.311931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4495 [D loss: 0.431751, acc.: 80.47%, KL div.: 0.254264] [G loss: 2.094223, KL div.: 2.094223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4496 [D loss: 0.462317, acc.: 74.22%, KL div.: 0.218147] [G loss: 2.354807, KL div.: 2.354807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4497 [D loss: 0.480729, acc.: 76.95%, KL div.: 0.281766] [G loss: 2.327168, KL div.: 2.327168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4498 [D loss: 0.395996, acc.: 83.20%, KL div.: 0.219004] [G loss: 2.321791, KL div.: 2.321791, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4499 [D loss: 0.429314, acc.: 79.30%, KL div.: 0.220059] [G loss: 2.122143, KL div.: 2.122143, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 55ms/step
4/4 [==============================] - 1s 70ms/step
4500 [D loss: 0.505343, acc.: 75.39%, KL div.: 0.277175] [G loss: 2.016896, KL div.: 2.016896, FID: 54.951903]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 70ms/step
4501 [D loss: 0.410232, acc.: 81.25%, KL div.: 0.225837] [G loss: 2.193852, KL div.: 2.193853, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4502 [D loss: 0.449245, acc.: 76.95%, KL div.: 0.238423] [G loss: 2.371736, KL div.: 2.371736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4503 [D loss: 0.472827, acc.: 77.73%, KL div.: 0.251302] [G loss: 2.179826, KL div.: 2.179826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4504 [D loss: 0.473525, acc.: 76.17%, KL div.: 0.266261] [G loss: 2.367973, KL div.: 2.367973, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4505 [D loss: 0.580091, acc.: 68.36%, KL div.: 0.272876] [G loss: 2.182035, KL div.: 2.182035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4506 [D loss: 0.393782, acc.: 81.25%, KL div.: 0.192481] [G loss: 2.696856, KL div.: 2.696856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4507 [D loss: 0.514396, acc.: 75.39%, KL div.: 0.305336] [G loss: 2.024266, KL div.: 2.024266, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4508 [D loss: 0.494676, acc.: 75.00%, KL div.: 0.252385] [G loss: 1.978626, KL div.: 1.978626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4509 [D loss: 0.451599, acc.: 76.17%, KL div.: 0.220458] [G loss: 2.186990, KL div.: 2.186990, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4510 [D loss: 0.508660, acc.: 72.27%, KL div.: 0.263247] [G loss: 2.359064, KL div.: 2.359064, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4511 [D loss: 0.488588, acc.: 76.56%, KL div.: 0.293430] [G loss: 2.461761, KL div.: 2.461761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4512 [D loss: 0.484010, acc.: 75.00%, KL div.: 0.231392] [G loss: 2.063614, KL div.: 2.063615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4513 [D loss: 0.508017, acc.: 74.61%, KL div.: 0.280514] [G loss: 2.032125, KL div.: 2.032125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4514 [D loss: 0.427761, acc.: 77.73%, KL div.: 0.211971] [G loss: 2.283858, KL div.: 2.283858, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4515 [D loss: 0.467395, acc.: 74.61%, KL div.: 0.265589] [G loss: 2.355507, KL div.: 2.355507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4516 [D loss: 0.446561, acc.: 76.95%, KL div.: 0.260501] [G loss: 2.233540, KL div.: 2.233540, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4517 [D loss: 0.450864, acc.: 78.12%, KL div.: 0.240733] [G loss: 2.167309, KL div.: 2.167309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4518 [D loss: 0.471925, acc.: 76.17%, KL div.: 0.235407] [G loss: 2.074224, KL div.: 2.074224, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4519 [D loss: 0.412882, acc.: 79.30%, KL div.: 0.211865] [G loss: 2.335981, KL div.: 2.335981, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4520 [D loss: 0.452926, acc.: 76.95%, KL div.: 0.263389] [G loss: 2.045365, KL div.: 2.045365, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4521 [D loss: 0.485810, acc.: 75.39%, KL div.: 0.237756] [G loss: 2.082421, KL div.: 2.082421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4522 [D loss: 0.491455, acc.: 76.17%, KL div.: 0.250554] [G loss: 2.203998, KL div.: 2.203998, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4523 [D loss: 0.464310, acc.: 76.95%, KL div.: 0.252720] [G loss: 2.213517, KL div.: 2.213518, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4524 [D loss: 0.487847, acc.: 72.66%, KL div.: 0.235215] [G loss: 2.050007, KL div.: 2.050007, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4525 [D loss: 0.436706, acc.: 80.08%, KL div.: 0.248164] [G loss: 2.397846, KL div.: 2.397846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4526 [D loss: 0.421303, acc.: 80.86%, KL div.: 0.218386] [G loss: 2.324685, KL div.: 2.324685, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4527 [D loss: 0.520517, acc.: 73.05%, KL div.: 0.302417] [G loss: 2.360944, KL div.: 2.360944, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4528 [D loss: 0.535570, acc.: 74.22%, KL div.: 0.296737] [G loss: 2.194780, KL div.: 2.194780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4529 [D loss: 0.467973, acc.: 73.83%, KL div.: 0.232948] [G loss: 2.167085, KL div.: 2.167085, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4530 [D loss: 0.447042, acc.: 76.95%, KL div.: 0.244535] [G loss: 2.203353, KL div.: 2.203352, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4531 [D loss: 0.475759, acc.: 76.56%, KL div.: 0.263200] [G loss: 1.869280, KL div.: 1.869280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4532 [D loss: 0.478099, acc.: 76.95%, KL div.: 0.289365] [G loss: 2.023514, KL div.: 2.023514, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4533 [D loss: 0.499611, acc.: 74.61%, KL div.: 0.198865] [G loss: 2.005818, KL div.: 2.005818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4534 [D loss: 0.429707, acc.: 80.08%, KL div.: 0.218704] [G loss: 2.296756, KL div.: 2.296756, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4535 [D loss: 0.459271, acc.: 78.91%, KL div.: 0.304018] [G loss: 2.576486, KL div.: 2.576486, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4536 [D loss: 0.397308, acc.: 83.59%, KL div.: 0.188473] [G loss: 2.507342, KL div.: 2.507342, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4537 [D loss: 0.480807, acc.: 76.95%, KL div.: 0.267161] [G loss: 2.254992, KL div.: 2.254992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4538 [D loss: 0.473667, acc.: 79.30%, KL div.: 0.270323] [G loss: 2.189037, KL div.: 2.189037, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4539 [D loss: 0.466100, acc.: 75.39%, KL div.: 0.236868] [G loss: 2.365201, KL div.: 2.365201, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4540 [D loss: 0.458585, acc.: 80.08%, KL div.: 0.253423] [G loss: 2.271905, KL div.: 2.271905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4541 [D loss: 0.413757, acc.: 80.86%, KL div.: 0.226174] [G loss: 2.188300, KL div.: 2.188300, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4542 [D loss: 0.510937, acc.: 74.61%, KL div.: 0.264913] [G loss: 2.200998, KL div.: 2.200999, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4543 [D loss: 0.401207, acc.: 83.98%, KL div.: 0.185390] [G loss: 2.409688, KL div.: 2.409688, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4544 [D loss: 0.476801, acc.: 80.08%, KL div.: 0.286679] [G loss: 2.380882, KL div.: 2.380882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4545 [D loss: 0.443257, acc.: 79.69%, KL div.: 0.237899] [G loss: 2.273161, KL div.: 2.273161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4546 [D loss: 0.479346, acc.: 76.95%, KL div.: 0.271417] [G loss: 2.092381, KL div.: 2.092381, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4547 [D loss: 0.588142, acc.: 66.41%, KL div.: 0.306113] [G loss: 2.141153, KL div.: 2.141152, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4548 [D loss: 0.472430, acc.: 75.78%, KL div.: 0.265487] [G loss: 2.477190, KL div.: 2.477190, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4549 [D loss: 0.369720, acc.: 85.94%, KL div.: 0.216071] [G loss: 2.308010, KL div.: 2.308010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4550 [D loss: 0.502291, acc.: 73.05%, KL div.: 0.262642] [G loss: 2.078816, KL div.: 2.078816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4551 [D loss: 0.427867, acc.: 81.25%, KL div.: 0.227076] [G loss: 2.220297, KL div.: 2.220297, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4552 [D loss: 0.416927, acc.: 81.64%, KL div.: 0.217257] [G loss: 2.085536, KL div.: 2.085536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4553 [D loss: 0.530473, acc.: 69.92%, KL div.: 0.275383] [G loss: 2.404573, KL div.: 2.404573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4554 [D loss: 0.494212, acc.: 76.17%, KL div.: 0.248961] [G loss: 2.078690, KL div.: 2.078690, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4555 [D loss: 0.504024, acc.: 75.39%, KL div.: 0.304831] [G loss: 2.203730, KL div.: 2.203730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4556 [D loss: 0.469551, acc.: 77.34%, KL div.: 0.253448] [G loss: 2.090762, KL div.: 2.090762, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4557 [D loss: 0.416518, acc.: 82.03%, KL div.: 0.235623] [G loss: 2.379156, KL div.: 2.379156, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4558 [D loss: 0.518698, acc.: 70.70%, KL div.: 0.260607] [G loss: 2.150258, KL div.: 2.150258, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4559 [D loss: 0.446507, acc.: 78.91%, KL div.: 0.265035] [G loss: 2.267829, KL div.: 2.267829, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4560 [D loss: 0.462363, acc.: 78.52%, KL div.: 0.260676] [G loss: 2.325425, KL div.: 2.325425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4561 [D loss: 0.426145, acc.: 78.12%, KL div.: 0.179338] [G loss: 2.520645, KL div.: 2.520645, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4562 [D loss: 0.476895, acc.: 76.56%, KL div.: 0.293230] [G loss: 2.071772, KL div.: 2.071772, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4563 [D loss: 0.413841, acc.: 80.86%, KL div.: 0.205622] [G loss: 2.004467, KL div.: 2.004467, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4564 [D loss: 0.436742, acc.: 78.52%, KL div.: 0.219571] [G loss: 2.579393, KL div.: 2.579393, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4565 [D loss: 0.506768, acc.: 77.34%, KL div.: 0.279421] [G loss: 1.965401, KL div.: 1.965401, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4566 [D loss: 0.528818, acc.: 70.70%, KL div.: 0.280013] [G loss: 2.168154, KL div.: 2.168154, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4567 [D loss: 0.394128, acc.: 80.86%, KL div.: 0.202865] [G loss: 2.418724, KL div.: 2.418724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4568 [D loss: 0.572558, acc.: 72.27%, KL div.: 0.325377] [G loss: 2.114573, KL div.: 2.114573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4569 [D loss: 0.486412, acc.: 75.78%, KL div.: 0.257301] [G loss: 2.220073, KL div.: 2.220073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4570 [D loss: 0.467187, acc.: 79.30%, KL div.: 0.259155] [G loss: 2.110970, KL div.: 2.110970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4571 [D loss: 0.476477, acc.: 78.91%, KL div.: 0.292565] [G loss: 1.990684, KL div.: 1.990684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4572 [D loss: 0.530231, acc.: 76.56%, KL div.: 0.265459] [G loss: 1.930561, KL div.: 1.930561, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4573 [D loss: 0.426029, acc.: 80.86%, KL div.: 0.225952] [G loss: 2.391303, KL div.: 2.391303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4574 [D loss: 0.482953, acc.: 75.00%, KL div.: 0.242697] [G loss: 2.362425, KL div.: 2.362425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4575 [D loss: 0.509427, acc.: 73.83%, KL div.: 0.281833] [G loss: 2.279044, KL div.: 2.279044, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4576 [D loss: 0.490417, acc.: 75.39%, KL div.: 0.254919] [G loss: 2.228941, KL div.: 2.228941, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4577 [D loss: 0.485641, acc.: 77.34%, KL div.: 0.276401] [G loss: 2.093912, KL div.: 2.093912, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4578 [D loss: 0.490023, acc.: 75.00%, KL div.: 0.234091] [G loss: 2.484121, KL div.: 2.484121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4579 [D loss: 0.489836, acc.: 75.39%, KL div.: 0.277568] [G loss: 2.525738, KL div.: 2.525738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4580 [D loss: 0.438134, acc.: 81.64%, KL div.: 0.230468] [G loss: 2.369659, KL div.: 2.369659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4581 [D loss: 0.493746, acc.: 73.05%, KL div.: 0.268481] [G loss: 2.218552, KL div.: 2.218552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4582 [D loss: 0.526310, acc.: 71.88%, KL div.: 0.292435] [G loss: 1.871913, KL div.: 1.871913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4583 [D loss: 0.472448, acc.: 78.12%, KL div.: 0.219940] [G loss: 2.277500, KL div.: 2.277500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4584 [D loss: 0.426499, acc.: 82.03%, KL div.: 0.239665] [G loss: 2.167054, KL div.: 2.167054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4585 [D loss: 0.446992, acc.: 78.52%, KL div.: 0.245861] [G loss: 2.045857, KL div.: 2.045857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4586 [D loss: 0.449787, acc.: 77.73%, KL div.: 0.210286] [G loss: 2.123430, KL div.: 2.123430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4587 [D loss: 0.381274, acc.: 80.47%, KL div.: 0.225655] [G loss: 2.280875, KL div.: 2.280875, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4588 [D loss: 0.491512, acc.: 78.12%, KL div.: 0.282275] [G loss: 2.005855, KL div.: 2.005855, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4589 [D loss: 0.452874, acc.: 75.78%, KL div.: 0.233358] [G loss: 2.305207, KL div.: 2.305207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4590 [D loss: 0.484629, acc.: 76.17%, KL div.: 0.245847] [G loss: 2.176857, KL div.: 2.176857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4591 [D loss: 0.455431, acc.: 77.73%, KL div.: 0.251046] [G loss: 2.233479, KL div.: 2.233479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4592 [D loss: 0.491868, acc.: 74.22%, KL div.: 0.247093] [G loss: 2.223480, KL div.: 2.223480, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4593 [D loss: 0.395326, acc.: 82.42%, KL div.: 0.224045] [G loss: 2.342664, KL div.: 2.342664, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4594 [D loss: 0.520646, acc.: 71.48%, KL div.: 0.298893] [G loss: 1.916888, KL div.: 1.916888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4595 [D loss: 0.406224, acc.: 78.91%, KL div.: 0.212689] [G loss: 2.204733, KL div.: 2.204733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4596 [D loss: 0.435468, acc.: 78.12%, KL div.: 0.238166] [G loss: 2.399354, KL div.: 2.399354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4597 [D loss: 0.526108, acc.: 73.05%, KL div.: 0.255438] [G loss: 2.204884, KL div.: 2.204884, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4598 [D loss: 0.413014, acc.: 81.25%, KL div.: 0.234856] [G loss: 2.255110, KL div.: 2.255110, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4599 [D loss: 0.484558, acc.: 75.39%, KL div.: 0.266566] [G loss: 2.336418, KL div.: 2.336418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 3s 95ms/step
4600 [D loss: 0.504787, acc.: 73.44%, KL div.: 0.249560] [G loss: 2.192687, KL div.: 2.192687, FID: 49.524095]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 69ms/step
4601 [D loss: 0.422033, acc.: 81.64%, KL div.: 0.236666] [G loss: 2.189692, KL div.: 2.189692, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4602 [D loss: 0.429084, acc.: 80.08%, KL div.: 0.255371] [G loss: 2.069046, KL div.: 2.069046, FID: 0.000000]
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4603 [D loss: 0.503454, acc.: 73.44%, KL div.: 0.256907] [G loss: 1.949807, KL div.: 1.949807, FID: 0.000000]
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4604 [D loss: 0.467966, acc.: 74.22%, KL div.: 0.259152] [G loss: 2.141189, KL div.: 2.141189, FID: 0.000000]
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4605 [D loss: 0.477125, acc.: 75.00%, KL div.: 0.265819] [G loss: 1.872785, KL div.: 1.872785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4606 [D loss: 0.480678, acc.: 75.78%, KL div.: 0.238875] [G loss: 2.032222, KL div.: 2.032222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4607 [D loss: 0.424124, acc.: 79.30%, KL div.: 0.213337] [G loss: 2.373685, KL div.: 2.373686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4608 [D loss: 0.529920, acc.: 74.22%, KL div.: 0.322486] [G loss: 2.387982, KL div.: 2.387982, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4609 [D loss: 0.475451, acc.: 78.12%, KL div.: 0.254627] [G loss: 2.345618, KL div.: 2.345618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4610 [D loss: 0.456390, acc.: 79.69%, KL div.: 0.224475] [G loss: 2.169447, KL div.: 2.169447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4611 [D loss: 0.429112, acc.: 81.64%, KL div.: 0.239863] [G loss: 2.195306, KL div.: 2.195306, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4612 [D loss: 0.497048, acc.: 75.78%, KL div.: 0.269669] [G loss: 2.053863, KL div.: 2.053863, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4613 [D loss: 0.456285, acc.: 77.73%, KL div.: 0.231314] [G loss: 2.149007, KL div.: 2.149007, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4614 [D loss: 0.491281, acc.: 72.66%, KL div.: 0.271825] [G loss: 2.197794, KL div.: 2.197794, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4615 [D loss: 0.451755, acc.: 77.73%, KL div.: 0.251590] [G loss: 1.982875, KL div.: 1.982875, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4616 [D loss: 0.448567, acc.: 78.12%, KL div.: 0.239906] [G loss: 2.466164, KL div.: 2.466164, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4617 [D loss: 0.445172, acc.: 79.30%, KL div.: 0.238091] [G loss: 2.192022, KL div.: 2.192022, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4618 [D loss: 0.480865, acc.: 76.17%, KL div.: 0.215859] [G loss: 2.076592, KL div.: 2.076592, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4619 [D loss: 0.445474, acc.: 78.12%, KL div.: 0.241823] [G loss: 2.390804, KL div.: 2.390804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4620 [D loss: 0.564971, acc.: 69.53%, KL div.: 0.307398] [G loss: 2.290376, KL div.: 2.290376, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4621 [D loss: 0.411718, acc.: 80.86%, KL div.: 0.213868] [G loss: 2.747793, KL div.: 2.747793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4622 [D loss: 0.425254, acc.: 80.08%, KL div.: 0.243338] [G loss: 2.385485, KL div.: 2.385485, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4623 [D loss: 0.458249, acc.: 78.91%, KL div.: 0.242939] [G loss: 1.975108, KL div.: 1.975108, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4624 [D loss: 0.494242, acc.: 75.00%, KL div.: 0.269007] [G loss: 2.235325, KL div.: 2.235326, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4625 [D loss: 0.429506, acc.: 78.91%, KL div.: 0.218718] [G loss: 2.328255, KL div.: 2.328255, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4626 [D loss: 0.512548, acc.: 76.17%, KL div.: 0.291654] [G loss: 1.833175, KL div.: 1.833175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4627 [D loss: 0.511194, acc.: 70.70%, KL div.: 0.260658] [G loss: 2.294359, KL div.: 2.294359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4628 [D loss: 0.416037, acc.: 78.12%, KL div.: 0.213826] [G loss: 2.275228, KL div.: 2.275229, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4629 [D loss: 0.503111, acc.: 72.27%, KL div.: 0.267791] [G loss: 2.208683, KL div.: 2.208683, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4630 [D loss: 0.469457, acc.: 76.17%, KL div.: 0.267626] [G loss: 2.565614, KL div.: 2.565614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4631 [D loss: 0.400461, acc.: 79.30%, KL div.: 0.213395] [G loss: 2.303275, KL div.: 2.303275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4632 [D loss: 0.455228, acc.: 78.12%, KL div.: 0.226038] [G loss: 2.155866, KL div.: 2.155866, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4633 [D loss: 0.451935, acc.: 79.30%, KL div.: 0.255994] [G loss: 2.268498, KL div.: 2.268498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4634 [D loss: 0.520303, acc.: 74.61%, KL div.: 0.304111] [G loss: 2.202658, KL div.: 2.202659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4635 [D loss: 0.432663, acc.: 80.47%, KL div.: 0.208249] [G loss: 2.272135, KL div.: 2.272135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4636 [D loss: 0.442896, acc.: 77.34%, KL div.: 0.241955] [G loss: 2.218195, KL div.: 2.218195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4637 [D loss: 0.487512, acc.: 79.69%, KL div.: 0.290592] [G loss: 2.249260, KL div.: 2.249260, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4638 [D loss: 0.495072, acc.: 75.78%, KL div.: 0.242313] [G loss: 1.991017, KL div.: 1.991017, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4639 [D loss: 0.530788, acc.: 69.53%, KL div.: 0.289163] [G loss: 2.490976, KL div.: 2.490976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4640 [D loss: 0.438470, acc.: 77.34%, KL div.: 0.210128] [G loss: 2.176613, KL div.: 2.176613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4641 [D loss: 0.381668, acc.: 79.69%, KL div.: 0.200814] [G loss: 2.514590, KL div.: 2.514590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4642 [D loss: 0.447168, acc.: 78.12%, KL div.: 0.246181] [G loss: 2.058813, KL div.: 2.058813, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4643 [D loss: 0.455902, acc.: 75.00%, KL div.: 0.248129] [G loss: 2.247528, KL div.: 2.247528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4644 [D loss: 0.449433, acc.: 79.69%, KL div.: 0.245906] [G loss: 2.115353, KL div.: 2.115353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4645 [D loss: 0.385105, acc.: 83.59%, KL div.: 0.184218] [G loss: 2.255511, KL div.: 2.255511, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4646 [D loss: 0.401625, acc.: 83.20%, KL div.: 0.243349] [G loss: 2.280612, KL div.: 2.280612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4647 [D loss: 0.442532, acc.: 77.34%, KL div.: 0.229704] [G loss: 2.238116, KL div.: 2.238116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4648 [D loss: 0.485189, acc.: 73.44%, KL div.: 0.242685] [G loss: 2.275933, KL div.: 2.275933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4649 [D loss: 0.484283, acc.: 77.34%, KL div.: 0.293599] [G loss: 2.295700, KL div.: 2.295700, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4650 [D loss: 0.469057, acc.: 80.47%, KL div.: 0.257028] [G loss: 2.095951, KL div.: 2.095951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4651 [D loss: 0.448553, acc.: 78.52%, KL div.: 0.199574] [G loss: 2.165406, KL div.: 2.165406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4652 [D loss: 0.444517, acc.: 80.86%, KL div.: 0.251574] [G loss: 2.203642, KL div.: 2.203642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4653 [D loss: 0.495561, acc.: 75.78%, KL div.: 0.241871] [G loss: 2.499155, KL div.: 2.499154, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4654 [D loss: 0.432442, acc.: 76.95%, KL div.: 0.227337] [G loss: 2.388535, KL div.: 2.388535, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4655 [D loss: 0.374419, acc.: 78.91%, KL div.: 0.201004] [G loss: 2.679550, KL div.: 2.679550, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4656 [D loss: 0.455637, acc.: 78.52%, KL div.: 0.240227] [G loss: 2.299916, KL div.: 2.299916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4657 [D loss: 0.505733, acc.: 76.56%, KL div.: 0.261005] [G loss: 1.945855, KL div.: 1.945855, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4658 [D loss: 0.534833, acc.: 71.09%, KL div.: 0.278076] [G loss: 2.054349, KL div.: 2.054349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4659 [D loss: 0.472365, acc.: 76.56%, KL div.: 0.252040] [G loss: 2.073128, KL div.: 2.073128, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4660 [D loss: 0.479306, acc.: 77.73%, KL div.: 0.296581] [G loss: 2.104250, KL div.: 2.104250, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4661 [D loss: 0.506080, acc.: 74.22%, KL div.: 0.221740] [G loss: 1.963500, KL div.: 1.963500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4662 [D loss: 0.436095, acc.: 77.73%, KL div.: 0.253106] [G loss: 2.487609, KL div.: 2.487609, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4663 [D loss: 0.502129, acc.: 74.61%, KL div.: 0.312292] [G loss: 1.986222, KL div.: 1.986222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4664 [D loss: 0.491511, acc.: 74.22%, KL div.: 0.193786] [G loss: 2.118223, KL div.: 2.118223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4665 [D loss: 0.510304, acc.: 72.66%, KL div.: 0.275766] [G loss: 1.810863, KL div.: 1.810863, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4666 [D loss: 0.424352, acc.: 80.86%, KL div.: 0.232035] [G loss: 2.228814, KL div.: 2.228814, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4667 [D loss: 0.585112, acc.: 70.70%, KL div.: 0.321949] [G loss: 1.949081, KL div.: 1.949081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4668 [D loss: 0.460140, acc.: 77.73%, KL div.: 0.238536] [G loss: 2.319474, KL div.: 2.319474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4669 [D loss: 0.497157, acc.: 74.61%, KL div.: 0.264037] [G loss: 1.903424, KL div.: 1.903424, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4670 [D loss: 0.477171, acc.: 78.91%, KL div.: 0.237651] [G loss: 2.209037, KL div.: 2.209037, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4671 [D loss: 0.462533, acc.: 76.95%, KL div.: 0.266830] [G loss: 2.050372, KL div.: 2.050372, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4672 [D loss: 0.394758, acc.: 83.20%, KL div.: 0.180227] [G loss: 2.222881, KL div.: 2.222881, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4673 [D loss: 0.457704, acc.: 74.61%, KL div.: 0.249559] [G loss: 2.453408, KL div.: 2.453408, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4674 [D loss: 0.501353, acc.: 75.00%, KL div.: 0.277143] [G loss: 1.979869, KL div.: 1.979869, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4675 [D loss: 0.497621, acc.: 75.78%, KL div.: 0.242627] [G loss: 2.332754, KL div.: 2.332754, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4676 [D loss: 0.448344, acc.: 78.12%, KL div.: 0.240499] [G loss: 2.118015, KL div.: 2.118015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4677 [D loss: 0.435045, acc.: 80.47%, KL div.: 0.264456] [G loss: 2.346385, KL div.: 2.346385, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4678 [D loss: 0.440373, acc.: 77.73%, KL div.: 0.235240] [G loss: 2.217253, KL div.: 2.217253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4679 [D loss: 0.461074, acc.: 74.61%, KL div.: 0.226766] [G loss: 2.212137, KL div.: 2.212137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4680 [D loss: 0.414033, acc.: 82.03%, KL div.: 0.207745] [G loss: 2.060946, KL div.: 2.060946, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4681 [D loss: 0.378594, acc.: 82.81%, KL div.: 0.222143] [G loss: 2.139560, KL div.: 2.139560, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4682 [D loss: 0.428654, acc.: 78.52%, KL div.: 0.252341] [G loss: 2.342420, KL div.: 2.342420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4683 [D loss: 0.457006, acc.: 78.52%, KL div.: 0.196820] [G loss: 1.901830, KL div.: 1.901830, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4684 [D loss: 0.473244, acc.: 76.56%, KL div.: 0.207766] [G loss: 2.350076, KL div.: 2.350076, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4685 [D loss: 0.487878, acc.: 78.52%, KL div.: 0.332140] [G loss: 2.483706, KL div.: 2.483706, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4686 [D loss: 0.571683, acc.: 68.75%, KL div.: 0.291926] [G loss: 2.137228, KL div.: 2.137227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4687 [D loss: 0.477864, acc.: 77.73%, KL div.: 0.222674] [G loss: 2.269744, KL div.: 2.269744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4688 [D loss: 0.428204, acc.: 78.91%, KL div.: 0.215569] [G loss: 2.196925, KL div.: 2.196925, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4689 [D loss: 0.392704, acc.: 83.20%, KL div.: 0.234646] [G loss: 2.316337, KL div.: 2.316337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4690 [D loss: 0.495555, acc.: 75.00%, KL div.: 0.277339] [G loss: 2.000087, KL div.: 2.000087, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4691 [D loss: 0.395844, acc.: 82.81%, KL div.: 0.167061] [G loss: 2.299673, KL div.: 2.299673, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4692 [D loss: 0.486624, acc.: 77.34%, KL div.: 0.275716] [G loss: 1.980804, KL div.: 1.980804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4693 [D loss: 0.559669, acc.: 69.53%, KL div.: 0.286771] [G loss: 2.168202, KL div.: 2.168202, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4694 [D loss: 0.391509, acc.: 80.47%, KL div.: 0.198616] [G loss: 2.653199, KL div.: 2.653199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4695 [D loss: 0.425183, acc.: 80.86%, KL div.: 0.255359] [G loss: 2.079157, KL div.: 2.079157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4696 [D loss: 0.463941, acc.: 78.91%, KL div.: 0.263274] [G loss: 2.415139, KL div.: 2.415139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4697 [D loss: 0.482967, acc.: 75.39%, KL div.: 0.196221] [G loss: 1.943222, KL div.: 1.943222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4698 [D loss: 0.423127, acc.: 81.25%, KL div.: 0.255257] [G loss: 2.598015, KL div.: 2.598015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4699 [D loss: 0.424538, acc.: 80.08%, KL div.: 0.265706] [G loss: 2.260034, KL div.: 2.260034, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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4700 [D loss: 0.450405, acc.: 76.56%, KL div.: 0.203742] [G loss: 2.254404, KL div.: 2.254404, FID: 54.359229]
1/1 [==============================] - 0s 26ms/step
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4701 [D loss: 0.391002, acc.: 80.08%, KL div.: 0.195698] [G loss: 2.515010, KL div.: 2.515011, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4702 [D loss: 0.514470, acc.: 74.61%, KL div.: 0.295533] [G loss: 2.367305, KL div.: 2.367305, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4703 [D loss: 0.439285, acc.: 78.12%, KL div.: 0.227312] [G loss: 2.224374, KL div.: 2.224374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4704 [D loss: 0.521488, acc.: 75.78%, KL div.: 0.302307] [G loss: 2.269316, KL div.: 2.269316, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4705 [D loss: 0.414554, acc.: 82.03%, KL div.: 0.237744] [G loss: 2.268780, KL div.: 2.268780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4706 [D loss: 0.529902, acc.: 72.66%, KL div.: 0.253644] [G loss: 2.031908, KL div.: 2.031909, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4707 [D loss: 0.433876, acc.: 77.34%, KL div.: 0.232924] [G loss: 2.351477, KL div.: 2.351477, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4708 [D loss: 0.539994, acc.: 68.36%, KL div.: 0.307104] [G loss: 2.167936, KL div.: 2.167936, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4709 [D loss: 0.459872, acc.: 77.73%, KL div.: 0.224553] [G loss: 2.375658, KL div.: 2.375658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4710 [D loss: 0.434382, acc.: 80.08%, KL div.: 0.236793] [G loss: 2.401352, KL div.: 2.401352, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4711 [D loss: 0.381139, acc.: 82.81%, KL div.: 0.209589] [G loss: 2.619365, KL div.: 2.619365, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4712 [D loss: 0.471325, acc.: 78.12%, KL div.: 0.271703] [G loss: 2.162289, KL div.: 2.162289, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4713 [D loss: 0.500263, acc.: 71.88%, KL div.: 0.256617] [G loss: 2.074795, KL div.: 2.074795, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4714 [D loss: 0.492251, acc.: 75.00%, KL div.: 0.285740] [G loss: 1.945313, KL div.: 1.945313, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4715 [D loss: 0.444889, acc.: 77.73%, KL div.: 0.197887] [G loss: 2.312216, KL div.: 2.312217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4716 [D loss: 0.446797, acc.: 79.30%, KL div.: 0.251544] [G loss: 2.163893, KL div.: 2.163893, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4717 [D loss: 0.574220, acc.: 69.92%, KL div.: 0.333325] [G loss: 1.882583, KL div.: 1.882583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4718 [D loss: 0.475385, acc.: 73.83%, KL div.: 0.238824] [G loss: 2.306278, KL div.: 2.306278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4719 [D loss: 0.526005, acc.: 74.61%, KL div.: 0.282782] [G loss: 2.345733, KL div.: 2.345733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4720 [D loss: 0.500970, acc.: 75.00%, KL div.: 0.274416] [G loss: 2.181028, KL div.: 2.181028, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4721 [D loss: 0.539116, acc.: 70.31%, KL div.: 0.295247] [G loss: 1.955069, KL div.: 1.955069, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4722 [D loss: 0.490208, acc.: 78.12%, KL div.: 0.269421] [G loss: 2.048848, KL div.: 2.048848, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4723 [D loss: 0.470129, acc.: 80.47%, KL div.: 0.255182] [G loss: 1.991861, KL div.: 1.991861, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4724 [D loss: 0.463079, acc.: 76.95%, KL div.: 0.256570] [G loss: 2.263469, KL div.: 2.263469, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4725 [D loss: 0.453841, acc.: 79.30%, KL div.: 0.212646] [G loss: 2.157122, KL div.: 2.157122, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4726 [D loss: 0.422979, acc.: 80.08%, KL div.: 0.220015] [G loss: 2.187502, KL div.: 2.187502, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4727 [D loss: 0.407655, acc.: 83.20%, KL div.: 0.250399] [G loss: 2.221729, KL div.: 2.221729, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4728 [D loss: 0.475881, acc.: 74.61%, KL div.: 0.249931] [G loss: 2.089285, KL div.: 2.089285, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4729 [D loss: 0.485401, acc.: 75.00%, KL div.: 0.224739] [G loss: 2.008343, KL div.: 2.008343, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4730 [D loss: 0.455283, acc.: 76.95%, KL div.: 0.248539] [G loss: 2.433475, KL div.: 2.433475, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4731 [D loss: 0.463664, acc.: 77.73%, KL div.: 0.276208] [G loss: 2.167177, KL div.: 2.167177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4732 [D loss: 0.408259, acc.: 80.86%, KL div.: 0.226482] [G loss: 2.410476, KL div.: 2.410476, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4733 [D loss: 0.460066, acc.: 76.56%, KL div.: 0.221586] [G loss: 2.329629, KL div.: 2.329629, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4734 [D loss: 0.446578, acc.: 75.39%, KL div.: 0.226848] [G loss: 2.284299, KL div.: 2.284299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4735 [D loss: 0.463099, acc.: 77.34%, KL div.: 0.248943] [G loss: 2.488655, KL div.: 2.488655, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4736 [D loss: 0.426380, acc.: 78.52%, KL div.: 0.215465] [G loss: 2.340199, KL div.: 2.340199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4737 [D loss: 0.401326, acc.: 79.30%, KL div.: 0.217317] [G loss: 2.298870, KL div.: 2.298870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4738 [D loss: 0.488819, acc.: 75.78%, KL div.: 0.260688] [G loss: 2.350158, KL div.: 2.350158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4739 [D loss: 0.464428, acc.: 77.34%, KL div.: 0.248885] [G loss: 2.283714, KL div.: 2.283714, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4740 [D loss: 0.486257, acc.: 76.56%, KL div.: 0.290080] [G loss: 2.290816, KL div.: 2.290816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4741 [D loss: 0.501400, acc.: 74.22%, KL div.: 0.235587] [G loss: 2.298357, KL div.: 2.298357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4742 [D loss: 0.481241, acc.: 75.00%, KL div.: 0.280233] [G loss: 2.519367, KL div.: 2.519367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4743 [D loss: 0.463338, acc.: 78.52%, KL div.: 0.219707] [G loss: 2.165609, KL div.: 2.165609, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4744 [D loss: 0.481310, acc.: 76.56%, KL div.: 0.276821] [G loss: 2.282378, KL div.: 2.282378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4745 [D loss: 0.448224, acc.: 79.69%, KL div.: 0.253403] [G loss: 2.018706, KL div.: 2.018706, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4746 [D loss: 0.519404, acc.: 73.44%, KL div.: 0.280348] [G loss: 1.984740, KL div.: 1.984740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4747 [D loss: 0.496645, acc.: 76.95%, KL div.: 0.286623] [G loss: 1.935552, KL div.: 1.935552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4748 [D loss: 0.492352, acc.: 75.00%, KL div.: 0.227373] [G loss: 2.044868, KL div.: 2.044868, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4749 [D loss: 0.402521, acc.: 85.55%, KL div.: 0.228930] [G loss: 2.035399, KL div.: 2.035399, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4750 [D loss: 0.526658, acc.: 72.27%, KL div.: 0.299601] [G loss: 1.942422, KL div.: 1.942422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4751 [D loss: 0.516257, acc.: 72.27%, KL div.: 0.246144] [G loss: 2.030805, KL div.: 2.030805, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4752 [D loss: 0.456418, acc.: 78.12%, KL div.: 0.282928] [G loss: 2.214714, KL div.: 2.214714, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4753 [D loss: 0.493643, acc.: 75.39%, KL div.: 0.229764] [G loss: 1.908809, KL div.: 1.908809, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4754 [D loss: 0.415320, acc.: 80.86%, KL div.: 0.209810] [G loss: 2.217841, KL div.: 2.217841, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4755 [D loss: 0.501926, acc.: 75.00%, KL div.: 0.282311] [G loss: 2.054985, KL div.: 2.054985, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4756 [D loss: 0.417420, acc.: 78.91%, KL div.: 0.188949] [G loss: 2.148625, KL div.: 2.148625, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4757 [D loss: 0.513413, acc.: 74.22%, KL div.: 0.273561] [G loss: 2.398725, KL div.: 2.398725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4758 [D loss: 0.484636, acc.: 77.34%, KL div.: 0.250196] [G loss: 2.164021, KL div.: 2.164021, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4759 [D loss: 0.440314, acc.: 80.47%, KL div.: 0.254078] [G loss: 2.292992, KL div.: 2.292992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4760 [D loss: 0.497772, acc.: 73.83%, KL div.: 0.287378] [G loss: 2.349471, KL div.: 2.349471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4761 [D loss: 0.383230, acc.: 83.20%, KL div.: 0.172028] [G loss: 2.405193, KL div.: 2.405193, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4762 [D loss: 0.529083, acc.: 70.31%, KL div.: 0.293762] [G loss: 1.888275, KL div.: 1.888275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4763 [D loss: 0.484466, acc.: 74.22%, KL div.: 0.234328] [G loss: 1.947783, KL div.: 1.947783, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4764 [D loss: 0.416515, acc.: 81.64%, KL div.: 0.241124] [G loss: 2.040205, KL div.: 2.040205, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4765 [D loss: 0.407401, acc.: 81.64%, KL div.: 0.239478] [G loss: 2.496835, KL div.: 2.496835, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4766 [D loss: 0.405945, acc.: 78.91%, KL div.: 0.220690] [G loss: 2.623119, KL div.: 2.623119, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4767 [D loss: 0.534262, acc.: 70.70%, KL div.: 0.260827] [G loss: 2.137788, KL div.: 2.137788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4768 [D loss: 0.503191, acc.: 71.48%, KL div.: 0.254356] [G loss: 2.380651, KL div.: 2.380651, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4769 [D loss: 0.496852, acc.: 74.22%, KL div.: 0.248954] [G loss: 2.127164, KL div.: 2.127164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4770 [D loss: 0.495010, acc.: 76.95%, KL div.: 0.309293] [G loss: 2.132819, KL div.: 2.132819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4771 [D loss: 0.502260, acc.: 71.88%, KL div.: 0.281684] [G loss: 2.029017, KL div.: 2.029017, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4772 [D loss: 0.432055, acc.: 78.91%, KL div.: 0.219560] [G loss: 2.364535, KL div.: 2.364535, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4773 [D loss: 0.509446, acc.: 73.05%, KL div.: 0.262228] [G loss: 2.401855, KL div.: 2.401855, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4774 [D loss: 0.429870, acc.: 77.73%, KL div.: 0.226346] [G loss: 2.152508, KL div.: 2.152508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4775 [D loss: 0.454000, acc.: 76.17%, KL div.: 0.246810] [G loss: 2.176359, KL div.: 2.176359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4776 [D loss: 0.515239, acc.: 73.44%, KL div.: 0.271265] [G loss: 2.325713, KL div.: 2.325713, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4777 [D loss: 0.483262, acc.: 77.34%, KL div.: 0.255524] [G loss: 2.253598, KL div.: 2.253598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4778 [D loss: 0.500401, acc.: 79.30%, KL div.: 0.293873] [G loss: 1.999308, KL div.: 1.999308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4779 [D loss: 0.476901, acc.: 76.56%, KL div.: 0.253634] [G loss: 2.376832, KL div.: 2.376832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4780 [D loss: 0.484438, acc.: 75.00%, KL div.: 0.254861] [G loss: 1.788268, KL div.: 1.788268, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4781 [D loss: 0.449308, acc.: 77.34%, KL div.: 0.222120] [G loss: 2.006171, KL div.: 2.006171, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4782 [D loss: 0.497640, acc.: 74.22%, KL div.: 0.283841] [G loss: 2.155959, KL div.: 2.155959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4783 [D loss: 0.518971, acc.: 72.66%, KL div.: 0.274314] [G loss: 1.902003, KL div.: 1.902003, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4784 [D loss: 0.422390, acc.: 81.64%, KL div.: 0.237903] [G loss: 2.409153, KL div.: 2.409153, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4785 [D loss: 0.374196, acc.: 82.03%, KL div.: 0.190983] [G loss: 2.554331, KL div.: 2.554331, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4786 [D loss: 0.452421, acc.: 78.12%, KL div.: 0.244188] [G loss: 2.253563, KL div.: 2.253563, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4787 [D loss: 0.408358, acc.: 80.08%, KL div.: 0.225783] [G loss: 2.557159, KL div.: 2.557159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4788 [D loss: 0.422866, acc.: 80.47%, KL div.: 0.228467] [G loss: 2.067295, KL div.: 2.067295, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4789 [D loss: 0.474896, acc.: 78.91%, KL div.: 0.231154] [G loss: 1.900895, KL div.: 1.900895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4790 [D loss: 0.509728, acc.: 73.83%, KL div.: 0.251441] [G loss: 2.216129, KL div.: 2.216129, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4791 [D loss: 0.454925, acc.: 78.12%, KL div.: 0.248215] [G loss: 2.164351, KL div.: 2.164351, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4792 [D loss: 0.578966, acc.: 66.41%, KL div.: 0.299269] [G loss: 2.337921, KL div.: 2.337921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4793 [D loss: 0.446238, acc.: 79.69%, KL div.: 0.254688] [G loss: 2.490215, KL div.: 2.490215, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4794 [D loss: 0.535223, acc.: 72.66%, KL div.: 0.302737] [G loss: 2.120092, KL div.: 2.120092, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4795 [D loss: 0.524494, acc.: 76.95%, KL div.: 0.269960] [G loss: 2.194086, KL div.: 2.194086, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4796 [D loss: 0.544703, acc.: 70.70%, KL div.: 0.294364] [G loss: 2.256124, KL div.: 2.256124, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4797 [D loss: 0.475316, acc.: 75.78%, KL div.: 0.256165] [G loss: 1.958828, KL div.: 1.958828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4798 [D loss: 0.539578, acc.: 71.48%, KL div.: 0.252644] [G loss: 2.126274, KL div.: 2.126274, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4799 [D loss: 0.402530, acc.: 79.69%, KL div.: 0.206644] [G loss: 2.064888, KL div.: 2.064888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 57ms/step
4/4 [==============================] - 1s 86ms/step
4800 [D loss: 0.490327, acc.: 76.56%, KL div.: 0.283472] [G loss: 2.119193, KL div.: 2.119193, FID: 56.672818]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 74ms/step
4801 [D loss: 0.443014, acc.: 76.95%, KL div.: 0.256794] [G loss: 2.577368, KL div.: 2.577368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4802 [D loss: 0.421585, acc.: 82.81%, KL div.: 0.197478] [G loss: 2.141865, KL div.: 2.141865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4803 [D loss: 0.503122, acc.: 72.66%, KL div.: 0.256859] [G loss: 2.298687, KL div.: 2.298687, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4804 [D loss: 0.464082, acc.: 77.34%, KL div.: 0.248940] [G loss: 2.099291, KL div.: 2.099291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4805 [D loss: 0.467910, acc.: 75.78%, KL div.: 0.272721] [G loss: 1.758666, KL div.: 1.758666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4806 [D loss: 0.427419, acc.: 78.91%, KL div.: 0.195184] [G loss: 2.182539, KL div.: 2.182539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4807 [D loss: 0.430556, acc.: 79.30%, KL div.: 0.232071] [G loss: 2.297788, KL div.: 2.297788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4808 [D loss: 0.539975, acc.: 70.70%, KL div.: 0.255162] [G loss: 1.895302, KL div.: 1.895302, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4809 [D loss: 0.492221, acc.: 75.78%, KL div.: 0.279255] [G loss: 2.410226, KL div.: 2.410226, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4810 [D loss: 0.468786, acc.: 76.17%, KL div.: 0.235180] [G loss: 1.738253, KL div.: 1.738253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4811 [D loss: 0.496030, acc.: 74.61%, KL div.: 0.258022] [G loss: 2.291042, KL div.: 2.291042, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4812 [D loss: 0.388516, acc.: 81.25%, KL div.: 0.213773] [G loss: 2.329811, KL div.: 2.329811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4813 [D loss: 0.484332, acc.: 75.78%, KL div.: 0.226016] [G loss: 2.058195, KL div.: 2.058195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4814 [D loss: 0.444556, acc.: 78.12%, KL div.: 0.222100] [G loss: 1.964797, KL div.: 1.964797, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4815 [D loss: 0.422160, acc.: 81.25%, KL div.: 0.253028] [G loss: 2.394236, KL div.: 2.394236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4816 [D loss: 0.467952, acc.: 78.52%, KL div.: 0.241705] [G loss: 2.117128, KL div.: 2.117128, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4817 [D loss: 0.481880, acc.: 75.00%, KL div.: 0.273148] [G loss: 1.974970, KL div.: 1.974970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4818 [D loss: 0.427345, acc.: 80.86%, KL div.: 0.206644] [G loss: 2.278889, KL div.: 2.278889, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4819 [D loss: 0.510941, acc.: 72.27%, KL div.: 0.293186] [G loss: 1.981514, KL div.: 1.981514, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4820 [D loss: 0.475151, acc.: 77.34%, KL div.: 0.228577] [G loss: 2.078662, KL div.: 2.078662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4821 [D loss: 0.483066, acc.: 77.34%, KL div.: 0.276586] [G loss: 2.137245, KL div.: 2.137245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4822 [D loss: 0.546489, acc.: 71.48%, KL div.: 0.251025] [G loss: 1.999187, KL div.: 1.999187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4823 [D loss: 0.459744, acc.: 79.30%, KL div.: 0.280615] [G loss: 2.147404, KL div.: 2.147404, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4824 [D loss: 0.471628, acc.: 75.78%, KL div.: 0.232872] [G loss: 2.071326, KL div.: 2.071326, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4825 [D loss: 0.483523, acc.: 77.34%, KL div.: 0.267367] [G loss: 2.147751, KL div.: 2.147751, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4826 [D loss: 0.478816, acc.: 76.95%, KL div.: 0.299941] [G loss: 2.107358, KL div.: 2.107358, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4827 [D loss: 0.456198, acc.: 76.95%, KL div.: 0.193981] [G loss: 2.060515, KL div.: 2.060515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4828 [D loss: 0.476582, acc.: 76.17%, KL div.: 0.291086] [G loss: 2.261536, KL div.: 2.261536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4829 [D loss: 0.457577, acc.: 76.17%, KL div.: 0.240431] [G loss: 2.236339, KL div.: 2.236339, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4830 [D loss: 0.499005, acc.: 71.48%, KL div.: 0.228923] [G loss: 1.938784, KL div.: 1.938784, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4831 [D loss: 0.459685, acc.: 77.34%, KL div.: 0.242434] [G loss: 2.365296, KL div.: 2.365296, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4832 [D loss: 0.493087, acc.: 76.56%, KL div.: 0.273107] [G loss: 2.106916, KL div.: 2.106916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4833 [D loss: 0.513638, acc.: 72.27%, KL div.: 0.282201] [G loss: 2.126746, KL div.: 2.126746, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4834 [D loss: 0.514571, acc.: 73.44%, KL div.: 0.239051] [G loss: 2.042667, KL div.: 2.042667, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4835 [D loss: 0.486673, acc.: 76.17%, KL div.: 0.265889] [G loss: 2.366279, KL div.: 2.366279, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4836 [D loss: 0.533724, acc.: 73.83%, KL div.: 0.290591] [G loss: 2.288996, KL div.: 2.288996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4837 [D loss: 0.402407, acc.: 82.03%, KL div.: 0.212748] [G loss: 2.196293, KL div.: 2.196293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4838 [D loss: 0.387444, acc.: 83.98%, KL div.: 0.205380] [G loss: 2.676000, KL div.: 2.676000, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4839 [D loss: 0.486101, acc.: 75.78%, KL div.: 0.275227] [G loss: 2.241986, KL div.: 2.241986, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4840 [D loss: 0.489924, acc.: 75.00%, KL div.: 0.273207] [G loss: 2.095524, KL div.: 2.095524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4841 [D loss: 0.434621, acc.: 78.52%, KL div.: 0.225479] [G loss: 2.086701, KL div.: 2.086701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4842 [D loss: 0.503753, acc.: 74.61%, KL div.: 0.262502] [G loss: 1.837965, KL div.: 1.837965, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4843 [D loss: 0.443707, acc.: 78.52%, KL div.: 0.236923] [G loss: 2.092864, KL div.: 2.092864, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4844 [D loss: 0.476070, acc.: 76.56%, KL div.: 0.234246] [G loss: 2.267661, KL div.: 2.267662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4845 [D loss: 0.397464, acc.: 81.25%, KL div.: 0.195570] [G loss: 2.247361, KL div.: 2.247361, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4846 [D loss: 0.529616, acc.: 76.56%, KL div.: 0.311257] [G loss: 2.051376, KL div.: 2.051376, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4847 [D loss: 0.487069, acc.: 73.83%, KL div.: 0.254554] [G loss: 2.233823, KL div.: 2.233823, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4848 [D loss: 0.416009, acc.: 79.30%, KL div.: 0.226486] [G loss: 2.197828, KL div.: 2.197828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4849 [D loss: 0.515706, acc.: 71.48%, KL div.: 0.268173] [G loss: 1.999833, KL div.: 1.999833, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4850 [D loss: 0.493224, acc.: 74.61%, KL div.: 0.272705] [G loss: 2.198102, KL div.: 2.198102, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4851 [D loss: 0.529021, acc.: 71.48%, KL div.: 0.249481] [G loss: 1.853601, KL div.: 1.853601, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4852 [D loss: 0.490276, acc.: 76.17%, KL div.: 0.305144] [G loss: 2.620765, KL div.: 2.620765, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4853 [D loss: 0.500138, acc.: 75.39%, KL div.: 0.257707] [G loss: 1.979553, KL div.: 1.979553, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4854 [D loss: 0.511480, acc.: 73.05%, KL div.: 0.257214] [G loss: 2.222997, KL div.: 2.222997, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4855 [D loss: 0.409287, acc.: 82.03%, KL div.: 0.225906] [G loss: 2.043016, KL div.: 2.043016, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4856 [D loss: 0.472476, acc.: 78.12%, KL div.: 0.265129] [G loss: 2.226707, KL div.: 2.226707, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4857 [D loss: 0.493169, acc.: 75.00%, KL div.: 0.251074] [G loss: 2.256811, KL div.: 2.256811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4858 [D loss: 0.499075, acc.: 75.00%, KL div.: 0.284048] [G loss: 1.843164, KL div.: 1.843164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4859 [D loss: 0.454829, acc.: 76.95%, KL div.: 0.216109] [G loss: 2.009719, KL div.: 2.009719, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4860 [D loss: 0.506599, acc.: 71.88%, KL div.: 0.310262] [G loss: 2.070096, KL div.: 2.070096, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4861 [D loss: 0.468677, acc.: 76.17%, KL div.: 0.210839] [G loss: 2.047531, KL div.: 2.047531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4862 [D loss: 0.431102, acc.: 78.91%, KL div.: 0.232946] [G loss: 2.197964, KL div.: 2.197963, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4863 [D loss: 0.476519, acc.: 76.17%, KL div.: 0.281500] [G loss: 2.484786, KL div.: 2.484786, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4864 [D loss: 0.475323, acc.: 76.17%, KL div.: 0.221202] [G loss: 1.907633, KL div.: 1.907633, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4865 [D loss: 0.446311, acc.: 80.47%, KL div.: 0.237402] [G loss: 2.121461, KL div.: 2.121461, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4866 [D loss: 0.444319, acc.: 79.30%, KL div.: 0.259738] [G loss: 2.349797, KL div.: 2.349797, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4867 [D loss: 0.468328, acc.: 73.44%, KL div.: 0.226027] [G loss: 2.035098, KL div.: 2.035098, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4868 [D loss: 0.492437, acc.: 73.83%, KL div.: 0.267507] [G loss: 2.194122, KL div.: 2.194122, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4869 [D loss: 0.498895, acc.: 76.95%, KL div.: 0.254712] [G loss: 2.345509, KL div.: 2.345509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4870 [D loss: 0.502879, acc.: 74.22%, KL div.: 0.239704] [G loss: 2.051738, KL div.: 2.051738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4871 [D loss: 0.495197, acc.: 74.61%, KL div.: 0.283222] [G loss: 2.425180, KL div.: 2.425180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4872 [D loss: 0.444275, acc.: 78.12%, KL div.: 0.239155] [G loss: 2.032265, KL div.: 2.032265, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4873 [D loss: 0.484016, acc.: 75.00%, KL div.: 0.265033] [G loss: 1.862170, KL div.: 1.862170, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4874 [D loss: 0.398674, acc.: 79.30%, KL div.: 0.182674] [G loss: 2.230460, KL div.: 2.230460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4875 [D loss: 0.573681, acc.: 73.05%, KL div.: 0.337786] [G loss: 2.065345, KL div.: 2.065345, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4876 [D loss: 0.497840, acc.: 74.61%, KL div.: 0.270340] [G loss: 2.611773, KL div.: 2.611773, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4877 [D loss: 0.428707, acc.: 80.86%, KL div.: 0.225627] [G loss: 2.242320, KL div.: 2.242320, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4878 [D loss: 0.521411, acc.: 73.05%, KL div.: 0.299769] [G loss: 2.087318, KL div.: 2.087318, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4879 [D loss: 0.497595, acc.: 75.00%, KL div.: 0.229927] [G loss: 2.158067, KL div.: 2.158067, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4880 [D loss: 0.536465, acc.: 71.88%, KL div.: 0.277211] [G loss: 2.064671, KL div.: 2.064671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4881 [D loss: 0.526101, acc.: 76.56%, KL div.: 0.296696] [G loss: 2.205111, KL div.: 2.205112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4882 [D loss: 0.470941, acc.: 79.30%, KL div.: 0.270643] [G loss: 1.911387, KL div.: 1.911387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4883 [D loss: 0.491497, acc.: 75.39%, KL div.: 0.247764] [G loss: 2.250872, KL div.: 2.250872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4884 [D loss: 0.502968, acc.: 76.56%, KL div.: 0.266731] [G loss: 2.135934, KL div.: 2.135934, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4885 [D loss: 0.487254, acc.: 76.17%, KL div.: 0.250881] [G loss: 2.186951, KL div.: 2.186951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4886 [D loss: 0.522463, acc.: 71.88%, KL div.: 0.287322] [G loss: 2.175062, KL div.: 2.175062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4887 [D loss: 0.502894, acc.: 77.73%, KL div.: 0.282413] [G loss: 2.077134, KL div.: 2.077134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4888 [D loss: 0.461665, acc.: 78.12%, KL div.: 0.208237] [G loss: 2.039463, KL div.: 2.039463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4889 [D loss: 0.509066, acc.: 75.78%, KL div.: 0.282539] [G loss: 1.909969, KL div.: 1.909969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4890 [D loss: 0.444028, acc.: 78.52%, KL div.: 0.237557] [G loss: 1.842828, KL div.: 1.842828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4891 [D loss: 0.498243, acc.: 76.95%, KL div.: 0.243348] [G loss: 2.165333, KL div.: 2.165333, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4892 [D loss: 0.422622, acc.: 78.91%, KL div.: 0.243835] [G loss: 2.668196, KL div.: 2.668196, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4893 [D loss: 0.452680, acc.: 78.91%, KL div.: 0.259249] [G loss: 2.087771, KL div.: 2.087771, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4894 [D loss: 0.501235, acc.: 75.78%, KL div.: 0.242584] [G loss: 2.308333, KL div.: 2.308333, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4895 [D loss: 0.427137, acc.: 80.08%, KL div.: 0.236076] [G loss: 2.381406, KL div.: 2.381406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4896 [D loss: 0.512043, acc.: 73.05%, KL div.: 0.296176] [G loss: 2.360616, KL div.: 2.360616, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4897 [D loss: 0.468147, acc.: 77.34%, KL div.: 0.232703] [G loss: 2.031811, KL div.: 2.031811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4898 [D loss: 0.522190, acc.: 69.14%, KL div.: 0.292757] [G loss: 2.469901, KL div.: 2.469901, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4899 [D loss: 0.458197, acc.: 76.56%, KL div.: 0.240934] [G loss: 2.382565, KL div.: 2.382565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 1s 119ms/step
4900 [D loss: 0.440619, acc.: 80.86%, KL div.: 0.230707] [G loss: 2.513780, KL div.: 2.513780, FID: 51.275407]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 55ms/step
4901 [D loss: 0.437492, acc.: 78.52%, KL div.: 0.246810] [G loss: 2.228918, KL div.: 2.228918, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4902 [D loss: 0.567162, acc.: 68.36%, KL div.: 0.314709] [G loss: 2.249979, KL div.: 2.249979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4903 [D loss: 0.468649, acc.: 74.61%, KL div.: 0.236813] [G loss: 2.176413, KL div.: 2.176413, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4904 [D loss: 0.458201, acc.: 77.73%, KL div.: 0.236774] [G loss: 2.005389, KL div.: 2.005389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4905 [D loss: 0.510042, acc.: 70.70%, KL div.: 0.284227] [G loss: 2.113328, KL div.: 2.113328, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4906 [D loss: 0.523555, acc.: 74.22%, KL div.: 0.285440] [G loss: 1.975918, KL div.: 1.975918, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4907 [D loss: 0.450399, acc.: 80.08%, KL div.: 0.236496] [G loss: 2.089266, KL div.: 2.089266, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4908 [D loss: 0.504674, acc.: 74.22%, KL div.: 0.279421] [G loss: 1.990073, KL div.: 1.990073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4909 [D loss: 0.517314, acc.: 73.44%, KL div.: 0.282547] [G loss: 2.000788, KL div.: 2.000788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4910 [D loss: 0.533488, acc.: 67.97%, KL div.: 0.265264] [G loss: 2.065851, KL div.: 2.065851, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4911 [D loss: 0.588111, acc.: 70.70%, KL div.: 0.288108] [G loss: 2.053723, KL div.: 2.053723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4912 [D loss: 0.466271, acc.: 80.47%, KL div.: 0.264238] [G loss: 2.212814, KL div.: 2.212814, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4913 [D loss: 0.512044, acc.: 74.22%, KL div.: 0.269440] [G loss: 2.202954, KL div.: 2.202954, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4914 [D loss: 0.475953, acc.: 76.56%, KL div.: 0.220404] [G loss: 2.197057, KL div.: 2.197057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4915 [D loss: 0.442689, acc.: 77.73%, KL div.: 0.261451] [G loss: 2.056746, KL div.: 2.056746, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4916 [D loss: 0.490866, acc.: 73.44%, KL div.: 0.243295] [G loss: 2.027714, KL div.: 2.027714, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4917 [D loss: 0.473175, acc.: 75.39%, KL div.: 0.252971] [G loss: 2.478670, KL div.: 2.478670, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4918 [D loss: 0.481315, acc.: 77.34%, KL div.: 0.280144] [G loss: 1.943035, KL div.: 1.943035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4919 [D loss: 0.521677, acc.: 70.70%, KL div.: 0.278671] [G loss: 2.145598, KL div.: 2.145598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4920 [D loss: 0.513087, acc.: 74.61%, KL div.: 0.250396] [G loss: 2.291591, KL div.: 2.291591, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4921 [D loss: 0.500161, acc.: 76.56%, KL div.: 0.278645] [G loss: 2.082849, KL div.: 2.082849, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4922 [D loss: 0.486547, acc.: 76.95%, KL div.: 0.264047] [G loss: 2.209757, KL div.: 2.209757, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4923 [D loss: 0.455109, acc.: 79.69%, KL div.: 0.219684] [G loss: 1.887769, KL div.: 1.887769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4924 [D loss: 0.433611, acc.: 81.25%, KL div.: 0.223628] [G loss: 2.302198, KL div.: 2.302198, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4925 [D loss: 0.504663, acc.: 73.83%, KL div.: 0.264893] [G loss: 2.395697, KL div.: 2.395697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4926 [D loss: 0.497991, acc.: 75.00%, KL div.: 0.285317] [G loss: 2.000891, KL div.: 2.000891, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4927 [D loss: 0.461882, acc.: 78.12%, KL div.: 0.245417] [G loss: 2.530951, KL div.: 2.530951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4928 [D loss: 0.520278, acc.: 73.44%, KL div.: 0.273743] [G loss: 1.975870, KL div.: 1.975870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4929 [D loss: 0.452194, acc.: 78.52%, KL div.: 0.230514] [G loss: 1.963765, KL div.: 1.963765, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4930 [D loss: 0.452311, acc.: 78.52%, KL div.: 0.255008] [G loss: 2.660093, KL div.: 2.660093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4931 [D loss: 0.509671, acc.: 76.17%, KL div.: 0.295379] [G loss: 2.033757, KL div.: 2.033757, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4932 [D loss: 0.461709, acc.: 76.17%, KL div.: 0.219078] [G loss: 1.833601, KL div.: 1.833601, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4933 [D loss: 0.416757, acc.: 79.30%, KL div.: 0.234222] [G loss: 2.269635, KL div.: 2.269636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4934 [D loss: 0.527139, acc.: 72.66%, KL div.: 0.278290] [G loss: 2.130054, KL div.: 2.130054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4935 [D loss: 0.510481, acc.: 73.05%, KL div.: 0.251533] [G loss: 1.924842, KL div.: 1.924842, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4936 [D loss: 0.406575, acc.: 83.59%, KL div.: 0.234111] [G loss: 2.511111, KL div.: 2.511111, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4937 [D loss: 0.530000, acc.: 75.78%, KL div.: 0.319946] [G loss: 1.772882, KL div.: 1.772882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4938 [D loss: 0.470918, acc.: 77.34%, KL div.: 0.209388] [G loss: 1.865088, KL div.: 1.865088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4939 [D loss: 0.459075, acc.: 76.17%, KL div.: 0.238284] [G loss: 2.170630, KL div.: 2.170630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4940 [D loss: 0.529644, acc.: 74.22%, KL div.: 0.294414] [G loss: 2.144748, KL div.: 2.144748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4941 [D loss: 0.502268, acc.: 75.39%, KL div.: 0.276904] [G loss: 1.927316, KL div.: 1.927316, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4942 [D loss: 0.427370, acc.: 79.30%, KL div.: 0.232353] [G loss: 2.361012, KL div.: 2.361012, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4943 [D loss: 0.429975, acc.: 80.08%, KL div.: 0.212717] [G loss: 2.352160, KL div.: 2.352160, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4944 [D loss: 0.422172, acc.: 80.47%, KL div.: 0.230020] [G loss: 2.155663, KL div.: 2.155663, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4945 [D loss: 0.509346, acc.: 73.83%, KL div.: 0.312021] [G loss: 2.143776, KL div.: 2.143776, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4946 [D loss: 0.484139, acc.: 76.95%, KL div.: 0.201336] [G loss: 2.025964, KL div.: 2.025964, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4947 [D loss: 0.470917, acc.: 75.39%, KL div.: 0.262466] [G loss: 2.079650, KL div.: 2.079650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4948 [D loss: 0.532426, acc.: 73.05%, KL div.: 0.282743] [G loss: 2.226120, KL div.: 2.226121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4949 [D loss: 0.512311, acc.: 71.09%, KL div.: 0.280492] [G loss: 2.050438, KL div.: 2.050438, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4950 [D loss: 0.477586, acc.: 76.17%, KL div.: 0.249186] [G loss: 1.829456, KL div.: 1.829456, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4951 [D loss: 0.436016, acc.: 79.30%, KL div.: 0.248787] [G loss: 2.224218, KL div.: 2.224218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4952 [D loss: 0.523338, acc.: 73.05%, KL div.: 0.274480] [G loss: 2.321795, KL div.: 2.321795, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4953 [D loss: 0.460661, acc.: 76.56%, KL div.: 0.240450] [G loss: 1.855001, KL div.: 1.855001, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4954 [D loss: 0.435530, acc.: 79.69%, KL div.: 0.242445] [G loss: 2.109835, KL div.: 2.109835, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4955 [D loss: 0.375727, acc.: 85.55%, KL div.: 0.185744] [G loss: 2.314770, KL div.: 2.314770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4956 [D loss: 0.460970, acc.: 78.91%, KL div.: 0.272479] [G loss: 2.172602, KL div.: 2.172602, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4957 [D loss: 0.507448, acc.: 74.61%, KL div.: 0.245143] [G loss: 2.005191, KL div.: 2.005191, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4958 [D loss: 0.447663, acc.: 76.95%, KL div.: 0.231910] [G loss: 2.266023, KL div.: 2.266023, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4959 [D loss: 0.450835, acc.: 79.69%, KL div.: 0.251381] [G loss: 2.082638, KL div.: 2.082638, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4960 [D loss: 0.619852, acc.: 66.02%, KL div.: 0.341095] [G loss: 1.855754, KL div.: 1.855754, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4961 [D loss: 0.491584, acc.: 74.61%, KL div.: 0.241184] [G loss: 2.074938, KL div.: 2.074938, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4962 [D loss: 0.521511, acc.: 71.48%, KL div.: 0.287127] [G loss: 2.098124, KL div.: 2.098124, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4963 [D loss: 0.526072, acc.: 75.78%, KL div.: 0.295611] [G loss: 1.992036, KL div.: 1.992036, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4964 [D loss: 0.510149, acc.: 75.39%, KL div.: 0.286484] [G loss: 1.762777, KL div.: 1.762777, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4965 [D loss: 0.460497, acc.: 78.91%, KL div.: 0.241988] [G loss: 2.190920, KL div.: 2.190920, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4966 [D loss: 0.480325, acc.: 74.22%, KL div.: 0.249094] [G loss: 2.296878, KL div.: 2.296878, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4967 [D loss: 0.513161, acc.: 73.44%, KL div.: 0.295303] [G loss: 2.007689, KL div.: 2.007689, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4968 [D loss: 0.432793, acc.: 77.73%, KL div.: 0.196695] [G loss: 2.081348, KL div.: 2.081348, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4969 [D loss: 0.480163, acc.: 74.61%, KL div.: 0.264511] [G loss: 2.028534, KL div.: 2.028534, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4970 [D loss: 0.504843, acc.: 73.05%, KL div.: 0.259532] [G loss: 2.125136, KL div.: 2.125136, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4971 [D loss: 0.515399, acc.: 76.17%, KL div.: 0.266056] [G loss: 1.871054, KL div.: 1.871054, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4972 [D loss: 0.394807, acc.: 81.25%, KL div.: 0.208472] [G loss: 2.115923, KL div.: 2.115923, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4973 [D loss: 0.511073, acc.: 72.66%, KL div.: 0.267064] [G loss: 2.022707, KL div.: 2.022707, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4974 [D loss: 0.450353, acc.: 77.73%, KL div.: 0.249640] [G loss: 2.153057, KL div.: 2.153057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4975 [D loss: 0.475900, acc.: 76.95%, KL div.: 0.208914] [G loss: 1.979873, KL div.: 1.979873, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4976 [D loss: 0.481819, acc.: 75.39%, KL div.: 0.283606] [G loss: 2.394144, KL div.: 2.394144, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4977 [D loss: 0.581653, acc.: 67.19%, KL div.: 0.310343] [G loss: 1.683136, KL div.: 1.683136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4978 [D loss: 0.492794, acc.: 75.39%, KL div.: 0.232826] [G loss: 2.168569, KL div.: 2.168569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4979 [D loss: 0.459630, acc.: 77.34%, KL div.: 0.283311] [G loss: 2.075796, KL div.: 2.075796, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4980 [D loss: 0.450856, acc.: 78.91%, KL div.: 0.226889] [G loss: 2.357790, KL div.: 2.357790, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4981 [D loss: 0.542173, acc.: 73.44%, KL div.: 0.289701] [G loss: 1.686593, KL div.: 1.686593, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4982 [D loss: 0.419875, acc.: 81.25%, KL div.: 0.235338] [G loss: 2.430956, KL div.: 2.430956, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4983 [D loss: 0.470542, acc.: 74.61%, KL div.: 0.260476] [G loss: 1.975989, KL div.: 1.975989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4984 [D loss: 0.439123, acc.: 79.69%, KL div.: 0.201888] [G loss: 2.117288, KL div.: 2.117288, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4985 [D loss: 0.552356, acc.: 72.27%, KL div.: 0.284279] [G loss: 1.658441, KL div.: 1.658441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4986 [D loss: 0.480407, acc.: 74.22%, KL div.: 0.229279] [G loss: 2.351909, KL div.: 2.351909, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4987 [D loss: 0.463946, acc.: 76.17%, KL div.: 0.260817] [G loss: 2.008809, KL div.: 2.008809, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4988 [D loss: 0.501272, acc.: 73.83%, KL div.: 0.272806] [G loss: 2.102729, KL div.: 2.102729, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4989 [D loss: 0.530358, acc.: 73.05%, KL div.: 0.289739] [G loss: 2.253892, KL div.: 2.253892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4990 [D loss: 0.433235, acc.: 80.47%, KL div.: 0.222565] [G loss: 1.947566, KL div.: 1.947566, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4991 [D loss: 0.513403, acc.: 74.22%, KL div.: 0.256017] [G loss: 2.119720, KL div.: 2.119720, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4992 [D loss: 0.474467, acc.: 76.56%, KL div.: 0.269635] [G loss: 2.075289, KL div.: 2.075289, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4993 [D loss: 0.470346, acc.: 75.00%, KL div.: 0.227713] [G loss: 2.304039, KL div.: 2.304039, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4994 [D loss: 0.473079, acc.: 76.95%, KL div.: 0.258450] [G loss: 2.229675, KL div.: 2.229675, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4995 [D loss: 0.492260, acc.: 74.61%, KL div.: 0.266993] [G loss: 2.075116, KL div.: 2.075116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4996 [D loss: 0.488219, acc.: 76.95%, KL div.: 0.260056] [G loss: 1.916844, KL div.: 1.916844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4997 [D loss: 0.465792, acc.: 76.56%, KL div.: 0.248020] [G loss: 2.085488, KL div.: 2.085488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4998 [D loss: 0.520103, acc.: 72.66%, KL div.: 0.303323] [G loss: 2.133888, KL div.: 2.133888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4999 [D loss: 0.460045, acc.: 78.91%, KL div.: 0.204338] [G loss: 2.291178, KL div.: 2.291178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 1s 75ms/step
5000 [D loss: 0.511704, acc.: 72.66%, KL div.: 0.271058] [G loss: 2.369406, KL div.: 2.369406, FID: 54.197650]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 70ms/step
5001 [D loss: 0.457137, acc.: 76.17%, KL div.: 0.236072] [G loss: 2.161281, KL div.: 2.161281, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5002 [D loss: 0.560021, acc.: 68.36%, KL div.: 0.331001] [G loss: 2.055943, KL div.: 2.055943, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5003 [D loss: 0.477864, acc.: 77.34%, KL div.: 0.225889] [G loss: 2.145844, KL div.: 2.145844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5004 [D loss: 0.392851, acc.: 85.94%, KL div.: 0.214709] [G loss: 2.539286, KL div.: 2.539286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5005 [D loss: 0.549799, acc.: 71.88%, KL div.: 0.279080] [G loss: 2.132795, KL div.: 2.132795, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5006 [D loss: 0.508209, acc.: 73.83%, KL div.: 0.264256] [G loss: 1.868690, KL div.: 1.868690, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5007 [D loss: 0.481328, acc.: 77.34%, KL div.: 0.260343] [G loss: 2.023257, KL div.: 2.023257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5008 [D loss: 0.456893, acc.: 80.08%, KL div.: 0.244931] [G loss: 1.898766, KL div.: 1.898766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5009 [D loss: 0.477826, acc.: 76.17%, KL div.: 0.249692] [G loss: 1.989393, KL div.: 1.989392, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5010 [D loss: 0.480718, acc.: 76.17%, KL div.: 0.282656] [G loss: 2.010056, KL div.: 2.010056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5011 [D loss: 0.523637, acc.: 72.27%, KL div.: 0.245929] [G loss: 1.961303, KL div.: 1.961303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5012 [D loss: 0.393000, acc.: 82.81%, KL div.: 0.223633] [G loss: 2.277832, KL div.: 2.277832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5013 [D loss: 0.465932, acc.: 76.95%, KL div.: 0.251959] [G loss: 2.321838, KL div.: 2.321838, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5014 [D loss: 0.488920, acc.: 74.61%, KL div.: 0.266637] [G loss: 2.048546, KL div.: 2.048546, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5015 [D loss: 0.473048, acc.: 75.78%, KL div.: 0.238516] [G loss: 2.068921, KL div.: 2.068921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5016 [D loss: 0.486496, acc.: 74.22%, KL div.: 0.275017] [G loss: 2.165520, KL div.: 2.165520, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5017 [D loss: 0.540074, acc.: 71.48%, KL div.: 0.253287] [G loss: 1.874061, KL div.: 1.874061, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5018 [D loss: 0.483605, acc.: 76.56%, KL div.: 0.243954] [G loss: 2.171511, KL div.: 2.171511, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5019 [D loss: 0.505306, acc.: 75.78%, KL div.: 0.290636] [G loss: 1.903879, KL div.: 1.903879, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5020 [D loss: 0.537432, acc.: 69.92%, KL div.: 0.292674] [G loss: 1.954681, KL div.: 1.954681, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5021 [D loss: 0.441169, acc.: 80.47%, KL div.: 0.249694] [G loss: 2.201236, KL div.: 2.201236, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5022 [D loss: 0.569111, acc.: 70.70%, KL div.: 0.309638] [G loss: 2.125919, KL div.: 2.125919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5023 [D loss: 0.536387, acc.: 70.31%, KL div.: 0.297147] [G loss: 2.158857, KL div.: 2.158857, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5024 [D loss: 0.480548, acc.: 74.61%, KL div.: 0.240678] [G loss: 1.852163, KL div.: 1.852163, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5025 [D loss: 0.503824, acc.: 75.00%, KL div.: 0.280038] [G loss: 2.077617, KL div.: 2.077617, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5026 [D loss: 0.547827, acc.: 70.31%, KL div.: 0.281994] [G loss: 1.725300, KL div.: 1.725300, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5027 [D loss: 0.561056, acc.: 70.31%, KL div.: 0.285955] [G loss: 1.979449, KL div.: 1.979449, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5028 [D loss: 0.424123, acc.: 79.69%, KL div.: 0.214202] [G loss: 2.171759, KL div.: 2.171759, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5029 [D loss: 0.550922, acc.: 72.27%, KL div.: 0.298510] [G loss: 2.295814, KL div.: 2.295814, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
5030 [D loss: 0.524505, acc.: 70.31%, KL div.: 0.275372] [G loss: 2.104064, KL div.: 2.104064, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5031 [D loss: 0.551642, acc.: 69.92%, KL div.: 0.294053] [G loss: 2.224249, KL div.: 2.224249, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
5032 [D loss: 0.482308, acc.: 78.52%, KL div.: 0.267387] [G loss: 2.103734, KL div.: 2.103734, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5033 [D loss: 0.411427, acc.: 80.86%, KL div.: 0.231638] [G loss: 2.643528, KL div.: 2.643528, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5034 [D loss: 0.518642, acc.: 72.27%, KL div.: 0.275862] [G loss: 2.268145, KL div.: 2.268145, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5035 [D loss: 0.465904, acc.: 76.56%, KL div.: 0.220808] [G loss: 2.092926, KL div.: 2.092926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5036 [D loss: 0.494823, acc.: 76.95%, KL div.: 0.286975] [G loss: 1.915539, KL div.: 1.915539, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5037 [D loss: 0.481313, acc.: 74.61%, KL div.: 0.246832] [G loss: 2.184253, KL div.: 2.184253, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5038 [D loss: 0.517299, acc.: 74.22%, KL div.: 0.261654] [G loss: 1.910773, KL div.: 1.910773, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5039 [D loss: 0.492813, acc.: 75.78%, KL div.: 0.256281] [G loss: 1.943663, KL div.: 1.943663, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5040 [D loss: 0.491573, acc.: 73.44%, KL div.: 0.279659] [G loss: 2.176433, KL div.: 2.176433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5041 [D loss: 0.473892, acc.: 75.39%, KL div.: 0.263463] [G loss: 2.200620, KL div.: 2.200620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5042 [D loss: 0.451186, acc.: 77.34%, KL div.: 0.202412] [G loss: 2.069653, KL div.: 2.069653, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5043 [D loss: 0.438020, acc.: 78.12%, KL div.: 0.228979] [G loss: 2.237332, KL div.: 2.237332, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5044 [D loss: 0.534953, acc.: 69.92%, KL div.: 0.307588] [G loss: 2.070034, KL div.: 2.070034, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5045 [D loss: 0.461950, acc.: 77.73%, KL div.: 0.229492] [G loss: 2.134314, KL div.: 2.134314, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5046 [D loss: 0.490825, acc.: 75.78%, KL div.: 0.276924] [G loss: 2.055901, KL div.: 2.055901, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5047 [D loss: 0.444997, acc.: 79.30%, KL div.: 0.243872] [G loss: 2.161147, KL div.: 2.161147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5048 [D loss: 0.459786, acc.: 75.00%, KL div.: 0.247626] [G loss: 1.998958, KL div.: 1.998958, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5049 [D loss: 0.501481, acc.: 75.39%, KL div.: 0.226987] [G loss: 2.034718, KL div.: 2.034718, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5050 [D loss: 0.436111, acc.: 80.47%, KL div.: 0.222836] [G loss: 2.291440, KL div.: 2.291440, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5051 [D loss: 0.482625, acc.: 75.78%, KL div.: 0.264028] [G loss: 2.318660, KL div.: 2.318660, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5052 [D loss: 0.500716, acc.: 74.61%, KL div.: 0.268431] [G loss: 1.904252, KL div.: 1.904252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5053 [D loss: 0.540003, acc.: 70.70%, KL div.: 0.271430] [G loss: 1.970925, KL div.: 1.970925, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5054 [D loss: 0.518451, acc.: 75.00%, KL div.: 0.297406] [G loss: 1.919762, KL div.: 1.919762, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5055 [D loss: 0.468039, acc.: 78.52%, KL div.: 0.216241] [G loss: 2.195086, KL div.: 2.195086, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5056 [D loss: 0.559729, acc.: 67.19%, KL div.: 0.310459] [G loss: 2.108552, KL div.: 2.108552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5057 [D loss: 0.456961, acc.: 78.91%, KL div.: 0.252151] [G loss: 2.062961, KL div.: 2.062961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5058 [D loss: 0.484622, acc.: 76.56%, KL div.: 0.240310] [G loss: 2.042905, KL div.: 2.042905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5059 [D loss: 0.479724, acc.: 75.39%, KL div.: 0.280212] [G loss: 2.061801, KL div.: 2.061801, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5060 [D loss: 0.438250, acc.: 78.12%, KL div.: 0.198899] [G loss: 2.018218, KL div.: 2.018218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5061 [D loss: 0.469791, acc.: 79.69%, KL div.: 0.271981] [G loss: 1.900540, KL div.: 1.900540, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5062 [D loss: 0.463971, acc.: 76.56%, KL div.: 0.251485] [G loss: 2.084400, KL div.: 2.084400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5063 [D loss: 0.441406, acc.: 78.91%, KL div.: 0.239246] [G loss: 2.238953, KL div.: 2.238953, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5064 [D loss: 0.439300, acc.: 76.56%, KL div.: 0.208915] [G loss: 2.369213, KL div.: 2.369213, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5065 [D loss: 0.484321, acc.: 76.56%, KL div.: 0.260762] [G loss: 2.249560, KL div.: 2.249560, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5066 [D loss: 0.606929, acc.: 67.19%, KL div.: 0.336567] [G loss: 1.978001, KL div.: 1.978001, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5067 [D loss: 0.429705, acc.: 81.25%, KL div.: 0.237252] [G loss: 2.239103, KL div.: 2.239103, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5068 [D loss: 0.534069, acc.: 72.66%, KL div.: 0.297848] [G loss: 2.034665, KL div.: 2.034665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5069 [D loss: 0.492096, acc.: 75.39%, KL div.: 0.263094] [G loss: 1.970357, KL div.: 1.970357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5070 [D loss: 0.472005, acc.: 78.91%, KL div.: 0.238310] [G loss: 1.953716, KL div.: 1.953716, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5071 [D loss: 0.499912, acc.: 72.66%, KL div.: 0.258674] [G loss: 2.117749, KL div.: 2.117749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5072 [D loss: 0.521376, acc.: 74.22%, KL div.: 0.265482] [G loss: 1.681621, KL div.: 1.681620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5073 [D loss: 0.498062, acc.: 73.44%, KL div.: 0.276320] [G loss: 2.130734, KL div.: 2.130734, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5074 [D loss: 0.459383, acc.: 79.30%, KL div.: 0.241512] [G loss: 2.148592, KL div.: 2.148592, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5075 [D loss: 0.487378, acc.: 75.00%, KL div.: 0.235454] [G loss: 2.297068, KL div.: 2.297068, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5076 [D loss: 0.416207, acc.: 83.20%, KL div.: 0.249715] [G loss: 2.313885, KL div.: 2.313885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5077 [D loss: 0.481903, acc.: 74.61%, KL div.: 0.258075] [G loss: 1.783799, KL div.: 1.783799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5078 [D loss: 0.462141, acc.: 75.39%, KL div.: 0.239260] [G loss: 2.236978, KL div.: 2.236978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5079 [D loss: 0.457499, acc.: 75.00%, KL div.: 0.245011] [G loss: 1.866310, KL div.: 1.866310, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5080 [D loss: 0.468053, acc.: 78.91%, KL div.: 0.243215] [G loss: 2.480798, KL div.: 2.480798, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5081 [D loss: 0.550049, acc.: 71.09%, KL div.: 0.300431] [G loss: 1.981238, KL div.: 1.981238, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5082 [D loss: 0.476662, acc.: 74.61%, KL div.: 0.249487] [G loss: 2.178154, KL div.: 2.178154, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5083 [D loss: 0.593928, acc.: 66.80%, KL div.: 0.331314] [G loss: 1.740130, KL div.: 1.740130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5084 [D loss: 0.472968, acc.: 76.17%, KL div.: 0.221613] [G loss: 1.805979, KL div.: 1.805979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5085 [D loss: 0.509405, acc.: 73.05%, KL div.: 0.267754] [G loss: 2.094442, KL div.: 2.094442, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5086 [D loss: 0.420391, acc.: 78.52%, KL div.: 0.211617] [G loss: 1.961571, KL div.: 1.961571, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5087 [D loss: 0.553411, acc.: 72.66%, KL div.: 0.346035] [G loss: 2.030040, KL div.: 2.030040, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5088 [D loss: 0.500496, acc.: 73.44%, KL div.: 0.239424] [G loss: 2.136569, KL div.: 2.136569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5089 [D loss: 0.494023, acc.: 76.56%, KL div.: 0.244801] [G loss: 1.904052, KL div.: 1.904052, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5090 [D loss: 0.552031, acc.: 69.14%, KL div.: 0.325166] [G loss: 1.996435, KL div.: 1.996435, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5091 [D loss: 0.437202, acc.: 79.69%, KL div.: 0.230887] [G loss: 2.048522, KL div.: 2.048522, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5092 [D loss: 0.483178, acc.: 74.22%, KL div.: 0.243949] [G loss: 1.774187, KL div.: 1.774187, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5093 [D loss: 0.560304, acc.: 71.48%, KL div.: 0.293979] [G loss: 2.038900, KL div.: 2.038900, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5094 [D loss: 0.457725, acc.: 76.56%, KL div.: 0.238418] [G loss: 2.065965, KL div.: 2.065965, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5095 [D loss: 0.466389, acc.: 78.52%, KL div.: 0.274532] [G loss: 2.271609, KL div.: 2.271609, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5096 [D loss: 0.549832, acc.: 69.92%, KL div.: 0.290422] [G loss: 2.042802, KL div.: 2.042802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5097 [D loss: 0.509595, acc.: 74.22%, KL div.: 0.262494] [G loss: 2.325231, KL div.: 2.325231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5098 [D loss: 0.469413, acc.: 76.95%, KL div.: 0.253077] [G loss: 2.242540, KL div.: 2.242540, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5099 [D loss: 0.501623, acc.: 73.44%, KL div.: 0.247962] [G loss: 1.778136, KL div.: 1.778136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 1s 60ms/step
5100 [D loss: 0.423096, acc.: 79.30%, KL div.: 0.225989] [G loss: 2.385946, KL div.: 2.385946, FID: 46.913756]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 74ms/step
5101 [D loss: 0.517772, acc.: 75.39%, KL div.: 0.276146] [G loss: 1.953770, KL div.: 1.953770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5102 [D loss: 0.501144, acc.: 74.22%, KL div.: 0.256397] [G loss: 2.163143, KL div.: 2.163143, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5103 [D loss: 0.551855, acc.: 72.27%, KL div.: 0.304327] [G loss: 1.842093, KL div.: 1.842093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5104 [D loss: 0.419414, acc.: 80.08%, KL div.: 0.223250] [G loss: 2.005096, KL div.: 2.005096, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5105 [D loss: 0.500777, acc.: 72.66%, KL div.: 0.240720] [G loss: 2.037979, KL div.: 2.037979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5106 [D loss: 0.473318, acc.: 76.95%, KL div.: 0.252271] [G loss: 2.363508, KL div.: 2.363508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5107 [D loss: 0.503733, acc.: 73.83%, KL div.: 0.282490] [G loss: 1.875658, KL div.: 1.875658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5108 [D loss: 0.495795, acc.: 73.44%, KL div.: 0.248931] [G loss: 2.426111, KL div.: 2.426111, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5109 [D loss: 0.468392, acc.: 80.08%, KL div.: 0.256938] [G loss: 2.184306, KL div.: 2.184306, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5110 [D loss: 0.538965, acc.: 73.05%, KL div.: 0.291634] [G loss: 1.851569, KL div.: 1.851569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5111 [D loss: 0.423330, acc.: 80.08%, KL div.: 0.231418] [G loss: 2.079140, KL div.: 2.079140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5112 [D loss: 0.545281, acc.: 73.05%, KL div.: 0.299191] [G loss: 2.083236, KL div.: 2.083236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5113 [D loss: 0.470836, acc.: 76.56%, KL div.: 0.221896] [G loss: 2.251992, KL div.: 2.251992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5114 [D loss: 0.513584, acc.: 73.83%, KL div.: 0.271551] [G loss: 2.122597, KL div.: 2.122597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5115 [D loss: 0.515002, acc.: 75.78%, KL div.: 0.287278] [G loss: 1.825539, KL div.: 1.825539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5116 [D loss: 0.465760, acc.: 76.17%, KL div.: 0.265358] [G loss: 2.010161, KL div.: 2.010161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5117 [D loss: 0.422623, acc.: 80.47%, KL div.: 0.217078] [G loss: 1.981031, KL div.: 1.981031, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5118 [D loss: 0.450632, acc.: 75.39%, KL div.: 0.227701] [G loss: 1.916588, KL div.: 1.916588, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5119 [D loss: 0.499090, acc.: 73.83%, KL div.: 0.245710] [G loss: 2.221872, KL div.: 2.221872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5120 [D loss: 0.476710, acc.: 76.95%, KL div.: 0.265558] [G loss: 2.181653, KL div.: 2.181653, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5121 [D loss: 0.424375, acc.: 82.03%, KL div.: 0.231598] [G loss: 1.980159, KL div.: 1.980159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5122 [D loss: 0.513108, acc.: 74.22%, KL div.: 0.271079] [G loss: 1.870028, KL div.: 1.870028, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5123 [D loss: 0.471776, acc.: 77.34%, KL div.: 0.252931] [G loss: 2.140441, KL div.: 2.140441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5124 [D loss: 0.520037, acc.: 73.05%, KL div.: 0.258437] [G loss: 2.213734, KL div.: 2.213734, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5125 [D loss: 0.493022, acc.: 76.95%, KL div.: 0.278792] [G loss: 2.045281, KL div.: 2.045281, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5126 [D loss: 0.541870, acc.: 72.27%, KL div.: 0.293382] [G loss: 1.801729, KL div.: 1.801729, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5127 [D loss: 0.535532, acc.: 70.70%, KL div.: 0.264643] [G loss: 2.135912, KL div.: 2.135912, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5128 [D loss: 0.492453, acc.: 75.39%, KL div.: 0.274795] [G loss: 2.096693, KL div.: 2.096693, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5129 [D loss: 0.474871, acc.: 76.95%, KL div.: 0.261721] [G loss: 2.243151, KL div.: 2.243151, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5130 [D loss: 0.527510, acc.: 73.83%, KL div.: 0.265752] [G loss: 1.862142, KL div.: 1.862142, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5131 [D loss: 0.416105, acc.: 81.64%, KL div.: 0.215845] [G loss: 2.463248, KL div.: 2.463248, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5132 [D loss: 0.493920, acc.: 75.39%, KL div.: 0.266771] [G loss: 1.947925, KL div.: 1.947925, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5133 [D loss: 0.446452, acc.: 80.86%, KL div.: 0.238475] [G loss: 2.212521, KL div.: 2.212521, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5134 [D loss: 0.468058, acc.: 77.73%, KL div.: 0.255850] [G loss: 2.014144, KL div.: 2.014144, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5135 [D loss: 0.424009, acc.: 80.86%, KL div.: 0.244532] [G loss: 1.846677, KL div.: 1.846676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5136 [D loss: 0.527206, acc.: 72.27%, KL div.: 0.257665] [G loss: 2.198810, KL div.: 2.198810, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5137 [D loss: 0.527612, acc.: 71.48%, KL div.: 0.290349] [G loss: 2.134989, KL div.: 2.134989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5138 [D loss: 0.497984, acc.: 74.22%, KL div.: 0.281919] [G loss: 2.140104, KL div.: 2.140104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5139 [D loss: 0.489852, acc.: 75.78%, KL div.: 0.243004] [G loss: 1.941202, KL div.: 1.941202, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5140 [D loss: 0.410769, acc.: 83.59%, KL div.: 0.208381] [G loss: 2.104230, KL div.: 2.104230, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5141 [D loss: 0.485666, acc.: 75.78%, KL div.: 0.279226] [G loss: 2.112506, KL div.: 2.112506, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5142 [D loss: 0.494301, acc.: 76.95%, KL div.: 0.252454] [G loss: 1.705072, KL div.: 1.705072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5143 [D loss: 0.506788, acc.: 74.61%, KL div.: 0.250584] [G loss: 2.027729, KL div.: 2.027729, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5144 [D loss: 0.512093, acc.: 73.44%, KL div.: 0.287615] [G loss: 2.290873, KL div.: 2.290873, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5145 [D loss: 0.462409, acc.: 76.56%, KL div.: 0.226529] [G loss: 2.309240, KL div.: 2.309240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5146 [D loss: 0.473247, acc.: 74.61%, KL div.: 0.267387] [G loss: 2.192762, KL div.: 2.192762, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5147 [D loss: 0.453262, acc.: 80.47%, KL div.: 0.234246] [G loss: 2.366637, KL div.: 2.366637, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5148 [D loss: 0.522449, acc.: 74.61%, KL div.: 0.266077] [G loss: 1.946969, KL div.: 1.946969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5149 [D loss: 0.469831, acc.: 75.00%, KL div.: 0.253496] [G loss: 1.976508, KL div.: 1.976508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5150 [D loss: 0.480482, acc.: 74.61%, KL div.: 0.273390] [G loss: 2.041255, KL div.: 2.041255, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5151 [D loss: 0.481430, acc.: 75.78%, KL div.: 0.250697] [G loss: 2.023975, KL div.: 2.023975, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5152 [D loss: 0.457419, acc.: 78.52%, KL div.: 0.245996] [G loss: 1.919214, KL div.: 1.919214, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5153 [D loss: 0.476028, acc.: 78.12%, KL div.: 0.249204] [G loss: 2.185839, KL div.: 2.185839, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5154 [D loss: 0.461899, acc.: 77.34%, KL div.: 0.227816] [G loss: 2.036018, KL div.: 2.036018, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5155 [D loss: 0.564901, acc.: 68.36%, KL div.: 0.301546] [G loss: 1.946139, KL div.: 1.946139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5156 [D loss: 0.549663, acc.: 71.09%, KL div.: 0.297631] [G loss: 2.000533, KL div.: 2.000533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5157 [D loss: 0.530915, acc.: 70.70%, KL div.: 0.296998] [G loss: 2.327852, KL div.: 2.327852, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5158 [D loss: 0.504796, acc.: 71.48%, KL div.: 0.238884] [G loss: 2.281600, KL div.: 2.281600, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5159 [D loss: 0.469863, acc.: 76.56%, KL div.: 0.250502] [G loss: 2.544225, KL div.: 2.544225, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5160 [D loss: 0.540199, acc.: 75.39%, KL div.: 0.306224] [G loss: 2.234507, KL div.: 2.234507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5161 [D loss: 0.478354, acc.: 76.17%, KL div.: 0.233919] [G loss: 2.143519, KL div.: 2.143519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5162 [D loss: 0.395886, acc.: 83.98%, KL div.: 0.193906] [G loss: 2.080251, KL div.: 2.080251, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5163 [D loss: 0.438921, acc.: 79.69%, KL div.: 0.217103] [G loss: 2.149261, KL div.: 2.149261, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5164 [D loss: 0.580322, acc.: 70.31%, KL div.: 0.314380] [G loss: 1.978643, KL div.: 1.978643, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5165 [D loss: 0.493010, acc.: 75.00%, KL div.: 0.252406] [G loss: 2.066641, KL div.: 2.066641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5166 [D loss: 0.506715, acc.: 73.83%, KL div.: 0.266536] [G loss: 2.008826, KL div.: 2.008826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5167 [D loss: 0.485682, acc.: 75.78%, KL div.: 0.286519] [G loss: 2.045523, KL div.: 2.045523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5168 [D loss: 0.458420, acc.: 76.56%, KL div.: 0.225235] [G loss: 2.211053, KL div.: 2.211053, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5169 [D loss: 0.499441, acc.: 73.44%, KL div.: 0.250943] [G loss: 2.114793, KL div.: 2.114793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5170 [D loss: 0.545906, acc.: 72.27%, KL div.: 0.331160] [G loss: 2.161147, KL div.: 2.161147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5171 [D loss: 0.500833, acc.: 75.78%, KL div.: 0.233879] [G loss: 1.830893, KL div.: 1.830893, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5172 [D loss: 0.453294, acc.: 77.73%, KL div.: 0.228724] [G loss: 2.257656, KL div.: 2.257656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5173 [D loss: 0.476051, acc.: 75.39%, KL div.: 0.258631] [G loss: 2.189357, KL div.: 2.189357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5174 [D loss: 0.509600, acc.: 74.22%, KL div.: 0.277520] [G loss: 1.962709, KL div.: 1.962709, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5175 [D loss: 0.490151, acc.: 77.73%, KL div.: 0.256666] [G loss: 1.858998, KL div.: 1.858998, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5176 [D loss: 0.527782, acc.: 72.66%, KL div.: 0.237496] [G loss: 2.191626, KL div.: 2.191626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5177 [D loss: 0.458283, acc.: 78.52%, KL div.: 0.262354] [G loss: 2.310564, KL div.: 2.310564, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5178 [D loss: 0.538312, acc.: 73.44%, KL div.: 0.309050] [G loss: 1.984307, KL div.: 1.984307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5179 [D loss: 0.528489, acc.: 73.05%, KL div.: 0.270175] [G loss: 2.060907, KL div.: 2.060907, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5180 [D loss: 0.508041, acc.: 71.09%, KL div.: 0.260761] [G loss: 1.874301, KL div.: 1.874301, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5181 [D loss: 0.462541, acc.: 75.78%, KL div.: 0.222658] [G loss: 2.157166, KL div.: 2.157166, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5182 [D loss: 0.475206, acc.: 75.78%, KL div.: 0.275654] [G loss: 2.460177, KL div.: 2.460177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5183 [D loss: 0.576522, acc.: 69.14%, KL div.: 0.309261] [G loss: 1.908240, KL div.: 1.908240, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5184 [D loss: 0.532297, acc.: 69.92%, KL div.: 0.271118] [G loss: 2.208728, KL div.: 2.208728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5185 [D loss: 0.496987, acc.: 73.83%, KL div.: 0.240621] [G loss: 2.251677, KL div.: 2.251677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5186 [D loss: 0.402170, acc.: 80.86%, KL div.: 0.218388] [G loss: 2.185523, KL div.: 2.185523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5187 [D loss: 0.511949, acc.: 73.83%, KL div.: 0.287526] [G loss: 1.989168, KL div.: 1.989168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5188 [D loss: 0.432754, acc.: 81.25%, KL div.: 0.231733] [G loss: 2.158323, KL div.: 2.158323, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5189 [D loss: 0.445203, acc.: 76.95%, KL div.: 0.244590] [G loss: 2.008491, KL div.: 2.008491, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5190 [D loss: 0.460171, acc.: 75.39%, KL div.: 0.227809] [G loss: 2.251000, KL div.: 2.251000, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5191 [D loss: 0.546757, acc.: 73.05%, KL div.: 0.323884] [G loss: 2.321287, KL div.: 2.321287, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5192 [D loss: 0.541313, acc.: 66.80%, KL div.: 0.242430] [G loss: 1.906629, KL div.: 1.906629, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5193 [D loss: 0.528630, acc.: 71.88%, KL div.: 0.293576] [G loss: 2.428992, KL div.: 2.428992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5194 [D loss: 0.498648, acc.: 76.95%, KL div.: 0.291951] [G loss: 1.877467, KL div.: 1.877467, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5195 [D loss: 0.484731, acc.: 74.22%, KL div.: 0.229360] [G loss: 2.059997, KL div.: 2.059997, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5196 [D loss: 0.495282, acc.: 72.66%, KL div.: 0.292899] [G loss: 1.977305, KL div.: 1.977305, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5197 [D loss: 0.529243, acc.: 70.31%, KL div.: 0.242908] [G loss: 1.947913, KL div.: 1.947913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5198 [D loss: 0.416698, acc.: 83.98%, KL div.: 0.216366] [G loss: 2.046000, KL div.: 2.046000, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5199 [D loss: 0.465026, acc.: 78.91%, KL div.: 0.256741] [G loss: 2.094793, KL div.: 2.094793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 1s 73ms/step
5200 [D loss: 0.444968, acc.: 77.73%, KL div.: 0.273067] [G loss: 2.136736, KL div.: 2.136736, FID: 49.119505]
1/1 [==============================] - 0s 45ms/step
4/4 [==============================] - 0s 91ms/step
5201 [D loss: 0.549308, acc.: 71.48%, KL div.: 0.248584] [G loss: 2.137857, KL div.: 2.137857, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5202 [D loss: 0.554186, acc.: 69.14%, KL div.: 0.302024] [G loss: 2.086127, KL div.: 2.086127, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5203 [D loss: 0.440322, acc.: 79.30%, KL div.: 0.216169] [G loss: 2.243515, KL div.: 2.243515, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5204 [D loss: 0.529852, acc.: 72.66%, KL div.: 0.306518] [G loss: 2.087268, KL div.: 2.087268, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5205 [D loss: 0.481724, acc.: 75.00%, KL div.: 0.256624] [G loss: 1.858556, KL div.: 1.858556, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5206 [D loss: 0.527810, acc.: 72.66%, KL div.: 0.249175] [G loss: 1.925653, KL div.: 1.925653, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5207 [D loss: 0.436009, acc.: 78.52%, KL div.: 0.226373] [G loss: 2.297592, KL div.: 2.297592, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5208 [D loss: 0.503052, acc.: 71.88%, KL div.: 0.295393] [G loss: 2.020278, KL div.: 2.020278, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5209 [D loss: 0.541717, acc.: 71.48%, KL div.: 0.297447] [G loss: 2.146916, KL div.: 2.146916, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5210 [D loss: 0.542404, acc.: 71.48%, KL div.: 0.295234] [G loss: 2.197148, KL div.: 2.197148, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5211 [D loss: 0.513075, acc.: 71.88%, KL div.: 0.255960] [G loss: 1.624981, KL div.: 1.624981, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5212 [D loss: 0.494548, acc.: 75.78%, KL div.: 0.283332] [G loss: 2.136310, KL div.: 2.136310, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5213 [D loss: 0.548132, acc.: 70.70%, KL div.: 0.282253] [G loss: 2.057446, KL div.: 2.057446, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5214 [D loss: 0.470556, acc.: 77.34%, KL div.: 0.231854] [G loss: 2.018330, KL div.: 2.018330, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5215 [D loss: 0.565115, acc.: 68.75%, KL div.: 0.310636] [G loss: 1.775721, KL div.: 1.775721, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5216 [D loss: 0.432915, acc.: 80.86%, KL div.: 0.228255] [G loss: 1.848052, KL div.: 1.848052, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5217 [D loss: 0.489563, acc.: 73.83%, KL div.: 0.249531] [G loss: 2.180403, KL div.: 2.180403, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5218 [D loss: 0.546069, acc.: 70.70%, KL div.: 0.314001] [G loss: 2.074511, KL div.: 2.074511, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5219 [D loss: 0.455810, acc.: 79.30%, KL div.: 0.228432] [G loss: 1.991977, KL div.: 1.991977, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5220 [D loss: 0.423791, acc.: 82.03%, KL div.: 0.203290] [G loss: 2.353534, KL div.: 2.353534, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5221 [D loss: 0.478526, acc.: 78.91%, KL div.: 0.271136] [G loss: 1.952214, KL div.: 1.952214, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5222 [D loss: 0.497283, acc.: 75.39%, KL div.: 0.287153] [G loss: 1.941681, KL div.: 1.941681, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5223 [D loss: 0.507285, acc.: 73.83%, KL div.: 0.265488] [G loss: 1.872568, KL div.: 1.872568, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5224 [D loss: 0.509888, acc.: 75.00%, KL div.: 0.260197] [G loss: 2.180161, KL div.: 2.180161, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5225 [D loss: 0.521297, acc.: 73.05%, KL div.: 0.294464] [G loss: 1.770938, KL div.: 1.770938, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5226 [D loss: 0.492446, acc.: 75.39%, KL div.: 0.230900] [G loss: 1.889421, KL div.: 1.889421, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5227 [D loss: 0.452169, acc.: 79.30%, KL div.: 0.220635] [G loss: 1.905948, KL div.: 1.905948, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5228 [D loss: 0.566026, acc.: 71.09%, KL div.: 0.313983] [G loss: 2.176711, KL div.: 2.176711, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5229 [D loss: 0.542419, acc.: 69.53%, KL div.: 0.310361] [G loss: 1.594143, KL div.: 1.594143, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5230 [D loss: 0.536217, acc.: 69.53%, KL div.: 0.281902] [G loss: 1.979850, KL div.: 1.979850, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5231 [D loss: 0.489534, acc.: 74.22%, KL div.: 0.243359] [G loss: 2.025113, KL div.: 2.025113, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5232 [D loss: 0.492889, acc.: 76.95%, KL div.: 0.243824] [G loss: 2.161201, KL div.: 2.161201, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5233 [D loss: 0.467599, acc.: 77.34%, KL div.: 0.268517] [G loss: 2.594988, KL div.: 2.594988, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5234 [D loss: 0.474855, acc.: 79.30%, KL div.: 0.280105] [G loss: 2.048281, KL div.: 2.048281, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5235 [D loss: 0.509447, acc.: 73.83%, KL div.: 0.247676] [G loss: 1.697646, KL div.: 1.697646, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5236 [D loss: 0.472964, acc.: 76.56%, KL div.: 0.251528] [G loss: 2.017327, KL div.: 2.017327, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5237 [D loss: 0.536121, acc.: 71.48%, KL div.: 0.287323] [G loss: 2.220681, KL div.: 2.220681, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5238 [D loss: 0.513597, acc.: 74.22%, KL div.: 0.262621] [G loss: 2.009374, KL div.: 2.009374, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5239 [D loss: 0.393014, acc.: 81.25%, KL div.: 0.202370] [G loss: 2.278822, KL div.: 2.278822, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
5240 [D loss: 0.527944, acc.: 70.70%, KL div.: 0.282662] [G loss: 2.044524, KL div.: 2.044524, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5241 [D loss: 0.474097, acc.: 78.12%, KL div.: 0.254703] [G loss: 1.827492, KL div.: 1.827492, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5242 [D loss: 0.486075, acc.: 76.17%, KL div.: 0.228233] [G loss: 1.962525, KL div.: 1.962525, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5243 [D loss: 0.541963, acc.: 72.66%, KL div.: 0.322733] [G loss: 1.844289, KL div.: 1.844289, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5244 [D loss: 0.538773, acc.: 71.48%, KL div.: 0.281960] [G loss: 2.182610, KL div.: 2.182610, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5245 [D loss: 0.490822, acc.: 73.83%, KL div.: 0.297267] [G loss: 2.013015, KL div.: 2.013015, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5246 [D loss: 0.471609, acc.: 75.39%, KL div.: 0.219327] [G loss: 2.187199, KL div.: 2.187199, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5247 [D loss: 0.572244, acc.: 69.53%, KL div.: 0.309719] [G loss: 1.905223, KL div.: 1.905223, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5248 [D loss: 0.508742, acc.: 75.00%, KL div.: 0.255987] [G loss: 1.865729, KL div.: 1.865729, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5249 [D loss: 0.548553, acc.: 71.48%, KL div.: 0.273073] [G loss: 1.804971, KL div.: 1.804971, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5250 [D loss: 0.514294, acc.: 75.00%, KL div.: 0.302588] [G loss: 2.177788, KL div.: 2.177788, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5251 [D loss: 0.528606, acc.: 73.83%, KL div.: 0.268515] [G loss: 1.543653, KL div.: 1.543653, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5252 [D loss: 0.483154, acc.: 74.61%, KL div.: 0.278953] [G loss: 2.246671, KL div.: 2.246671, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5253 [D loss: 0.519972, acc.: 70.70%, KL div.: 0.250679] [G loss: 1.856149, KL div.: 1.856149, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5254 [D loss: 0.427772, acc.: 78.12%, KL div.: 0.227902] [G loss: 2.533509, KL div.: 2.533509, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5255 [D loss: 0.514692, acc.: 71.88%, KL div.: 0.260866] [G loss: 1.782308, KL div.: 1.782308, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5256 [D loss: 0.479183, acc.: 78.12%, KL div.: 0.257677] [G loss: 1.800190, KL div.: 1.800190, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5257 [D loss: 0.474173, acc.: 75.39%, KL div.: 0.225931] [G loss: 1.926714, KL div.: 1.926714, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5258 [D loss: 0.544476, acc.: 73.05%, KL div.: 0.300259] [G loss: 1.626050, KL div.: 1.626050, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5259 [D loss: 0.507182, acc.: 73.44%, KL div.: 0.279307] [G loss: 1.817212, KL div.: 1.817212, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5260 [D loss: 0.481728, acc.: 75.78%, KL div.: 0.226387] [G loss: 2.143573, KL div.: 2.143573, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5261 [D loss: 0.491626, acc.: 75.00%, KL div.: 0.274553] [G loss: 2.090513, KL div.: 2.090513, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5262 [D loss: 0.482582, acc.: 77.73%, KL div.: 0.260102] [G loss: 2.079116, KL div.: 2.079116, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5263 [D loss: 0.471047, acc.: 75.78%, KL div.: 0.241874] [G loss: 1.922819, KL div.: 1.922819, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5264 [D loss: 0.497392, acc.: 75.00%, KL div.: 0.259411] [G loss: 2.315207, KL div.: 2.315207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5265 [D loss: 0.454105, acc.: 77.34%, KL div.: 0.239937] [G loss: 2.117069, KL div.: 2.117069, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5266 [D loss: 0.508884, acc.: 75.78%, KL div.: 0.296154] [G loss: 1.890154, KL div.: 1.890154, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5267 [D loss: 0.531915, acc.: 75.39%, KL div.: 0.265445] [G loss: 1.860776, KL div.: 1.860776, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5268 [D loss: 0.504868, acc.: 75.39%, KL div.: 0.258450] [G loss: 1.938295, KL div.: 1.938295, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5269 [D loss: 0.513469, acc.: 72.27%, KL div.: 0.271757] [G loss: 1.998621, KL div.: 1.998621, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5270 [D loss: 0.465856, acc.: 75.78%, KL div.: 0.243349] [G loss: 2.107607, KL div.: 2.107607, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5271 [D loss: 0.439749, acc.: 78.52%, KL div.: 0.268878] [G loss: 2.119758, KL div.: 2.119758, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5272 [D loss: 0.547719, acc.: 69.14%, KL div.: 0.257795] [G loss: 1.865073, KL div.: 1.865073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5273 [D loss: 0.521408, acc.: 71.09%, KL div.: 0.295996] [G loss: 2.125650, KL div.: 2.125650, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5274 [D loss: 0.537471, acc.: 70.70%, KL div.: 0.252701] [G loss: 2.017388, KL div.: 2.017388, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5275 [D loss: 0.498185, acc.: 75.39%, KL div.: 0.296232] [G loss: 1.967675, KL div.: 1.967675, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5276 [D loss: 0.497936, acc.: 74.61%, KL div.: 0.243020] [G loss: 2.200167, KL div.: 2.200167, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5277 [D loss: 0.473316, acc.: 76.56%, KL div.: 0.267768] [G loss: 1.945608, KL div.: 1.945608, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5278 [D loss: 0.567206, acc.: 70.31%, KL div.: 0.283958] [G loss: 1.758423, KL div.: 1.758423, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5279 [D loss: 0.417776, acc.: 79.30%, KL div.: 0.208410] [G loss: 2.437209, KL div.: 2.437209, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5280 [D loss: 0.389557, acc.: 81.25%, KL div.: 0.222602] [G loss: 1.871286, KL div.: 1.871286, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5281 [D loss: 0.496145, acc.: 75.78%, KL div.: 0.259128] [G loss: 1.806817, KL div.: 1.806817, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5282 [D loss: 0.478277, acc.: 75.39%, KL div.: 0.243117] [G loss: 2.052905, KL div.: 2.052905, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5283 [D loss: 0.467254, acc.: 75.78%, KL div.: 0.251597] [G loss: 2.164189, KL div.: 2.164188, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5284 [D loss: 0.349968, acc.: 87.89%, KL div.: 0.159413] [G loss: 2.255322, KL div.: 2.255322, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5285 [D loss: 0.439964, acc.: 80.86%, KL div.: 0.274247] [G loss: 2.577679, KL div.: 2.577679, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5286 [D loss: 0.530583, acc.: 73.05%, KL div.: 0.265551] [G loss: 1.982212, KL div.: 1.982212, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5287 [D loss: 0.475981, acc.: 76.56%, KL div.: 0.211359] [G loss: 1.845973, KL div.: 1.845973, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5288 [D loss: 0.457565, acc.: 77.73%, KL div.: 0.264938] [G loss: 2.428086, KL div.: 2.428086, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5289 [D loss: 0.485361, acc.: 76.95%, KL div.: 0.289991] [G loss: 1.972556, KL div.: 1.972556, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5290 [D loss: 0.545829, acc.: 68.36%, KL div.: 0.295130] [G loss: 2.089566, KL div.: 2.089566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5291 [D loss: 0.403519, acc.: 82.42%, KL div.: 0.212903] [G loss: 2.141417, KL div.: 2.141417, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5292 [D loss: 0.469015, acc.: 77.34%, KL div.: 0.244486] [G loss: 2.203444, KL div.: 2.203444, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5293 [D loss: 0.469937, acc.: 78.91%, KL div.: 0.235055] [G loss: 2.000700, KL div.: 2.000700, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5294 [D loss: 0.478280, acc.: 75.39%, KL div.: 0.239564] [G loss: 2.019749, KL div.: 2.019749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5295 [D loss: 0.488843, acc.: 74.61%, KL div.: 0.280961] [G loss: 2.147813, KL div.: 2.147813, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5296 [D loss: 0.523938, acc.: 73.05%, KL div.: 0.252278] [G loss: 1.788689, KL div.: 1.788689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5297 [D loss: 0.498793, acc.: 74.61%, KL div.: 0.234000] [G loss: 2.140270, KL div.: 2.140270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5298 [D loss: 0.504877, acc.: 74.61%, KL div.: 0.306266] [G loss: 1.795440, KL div.: 1.795440, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5299 [D loss: 0.466546, acc.: 76.95%, KL div.: 0.264457] [G loss: 2.250058, KL div.: 2.250058, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 67ms/step
4/4 [==============================] - 1s 60ms/step
5300 [D loss: 0.515801, acc.: 75.39%, KL div.: 0.247775] [G loss: 1.793733, KL div.: 1.793733, FID: 48.543591]
1/1 [==============================] - 0s 33ms/step
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5301 [D loss: 0.501919, acc.: 71.88%, KL div.: 0.250174] [G loss: 1.948333, KL div.: 1.948333, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5302 [D loss: 0.569480, acc.: 67.19%, KL div.: 0.328728] [G loss: 2.129225, KL div.: 2.129225, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5303 [D loss: 0.481778, acc.: 76.56%, KL div.: 0.263681] [G loss: 1.865512, KL div.: 1.865512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5304 [D loss: 0.422838, acc.: 78.91%, KL div.: 0.186321] [G loss: 2.284130, KL div.: 2.284130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5305 [D loss: 0.556223, acc.: 70.31%, KL div.: 0.325200] [G loss: 2.007354, KL div.: 2.007354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5306 [D loss: 0.451548, acc.: 77.34%, KL div.: 0.218907] [G loss: 2.416180, KL div.: 2.416180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5307 [D loss: 0.447113, acc.: 76.17%, KL div.: 0.246862] [G loss: 2.171933, KL div.: 2.171933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5308 [D loss: 0.457083, acc.: 78.52%, KL div.: 0.234767] [G loss: 2.122872, KL div.: 2.122872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5309 [D loss: 0.455130, acc.: 78.52%, KL div.: 0.254359] [G loss: 2.141627, KL div.: 2.141627, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5310 [D loss: 0.612572, acc.: 65.23%, KL div.: 0.286824] [G loss: 1.826507, KL div.: 1.826507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5311 [D loss: 0.419187, acc.: 79.30%, KL div.: 0.220704] [G loss: 2.354738, KL div.: 2.354738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5312 [D loss: 0.554271, acc.: 74.22%, KL div.: 0.325844] [G loss: 1.826088, KL div.: 1.826088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5313 [D loss: 0.519719, acc.: 72.66%, KL div.: 0.246587] [G loss: 2.259863, KL div.: 2.259863, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5314 [D loss: 0.527093, acc.: 69.53%, KL div.: 0.284591] [G loss: 2.044972, KL div.: 2.044972, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5315 [D loss: 0.486688, acc.: 75.00%, KL div.: 0.248754] [G loss: 1.764717, KL div.: 1.764717, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5316 [D loss: 0.503419, acc.: 71.09%, KL div.: 0.251658] [G loss: 1.877454, KL div.: 1.877454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5317 [D loss: 0.461664, acc.: 73.83%, KL div.: 0.265277] [G loss: 2.079423, KL div.: 2.079423, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5318 [D loss: 0.510577, acc.: 71.48%, KL div.: 0.257279] [G loss: 2.054963, KL div.: 2.054963, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5319 [D loss: 0.489607, acc.: 76.95%, KL div.: 0.278851] [G loss: 1.970922, KL div.: 1.970921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5320 [D loss: 0.513628, acc.: 73.05%, KL div.: 0.267980] [G loss: 1.745357, KL div.: 1.745357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5321 [D loss: 0.502471, acc.: 75.78%, KL div.: 0.257301] [G loss: 1.911312, KL div.: 1.911312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5322 [D loss: 0.464952, acc.: 78.12%, KL div.: 0.257853] [G loss: 2.122441, KL div.: 2.122441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5323 [D loss: 0.559482, acc.: 68.75%, KL div.: 0.269532] [G loss: 2.060422, KL div.: 2.060422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5324 [D loss: 0.506986, acc.: 74.61%, KL div.: 0.252650] [G loss: 2.127338, KL div.: 2.127338, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5325 [D loss: 0.499402, acc.: 75.78%, KL div.: 0.287179] [G loss: 1.952206, KL div.: 1.952206, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5326 [D loss: 0.490268, acc.: 74.22%, KL div.: 0.289917] [G loss: 2.316459, KL div.: 2.316459, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5327 [D loss: 0.472263, acc.: 76.17%, KL div.: 0.220255] [G loss: 2.114068, KL div.: 2.114068, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5328 [D loss: 0.476364, acc.: 77.73%, KL div.: 0.247165] [G loss: 2.065882, KL div.: 2.065882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5329 [D loss: 0.530482, acc.: 73.83%, KL div.: 0.305293] [G loss: 1.882641, KL div.: 1.882641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5330 [D loss: 0.494283, acc.: 74.61%, KL div.: 0.246767] [G loss: 1.848145, KL div.: 1.848145, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5331 [D loss: 0.512249, acc.: 70.70%, KL div.: 0.258192] [G loss: 1.930381, KL div.: 1.930380, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5332 [D loss: 0.515927, acc.: 71.48%, KL div.: 0.282308] [G loss: 2.248740, KL div.: 2.248740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5333 [D loss: 0.549110, acc.: 72.66%, KL div.: 0.297664] [G loss: 2.122945, KL div.: 2.122945, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5334 [D loss: 0.465986, acc.: 78.52%, KL div.: 0.223673] [G loss: 2.219597, KL div.: 2.219597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5335 [D loss: 0.556048, acc.: 71.48%, KL div.: 0.293530] [G loss: 1.839231, KL div.: 1.839231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5336 [D loss: 0.507255, acc.: 72.66%, KL div.: 0.277255] [G loss: 2.035031, KL div.: 2.035031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5337 [D loss: 0.465625, acc.: 78.52%, KL div.: 0.237972] [G loss: 2.090643, KL div.: 2.090643, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5338 [D loss: 0.480405, acc.: 74.61%, KL div.: 0.238301] [G loss: 1.707875, KL div.: 1.707875, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5339 [D loss: 0.455126, acc.: 76.17%, KL div.: 0.237902] [G loss: 2.492768, KL div.: 2.492768, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5340 [D loss: 0.542199, acc.: 68.75%, KL div.: 0.315374] [G loss: 2.344099, KL div.: 2.344099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5341 [D loss: 0.547975, acc.: 68.75%, KL div.: 0.272360] [G loss: 1.974871, KL div.: 1.974871, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5342 [D loss: 0.423096, acc.: 78.91%, KL div.: 0.221681] [G loss: 2.244648, KL div.: 2.244648, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5343 [D loss: 0.421174, acc.: 80.08%, KL div.: 0.235189] [G loss: 2.208951, KL div.: 2.208951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5344 [D loss: 0.479271, acc.: 76.56%, KL div.: 0.232091] [G loss: 2.020267, KL div.: 2.020267, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5345 [D loss: 0.457866, acc.: 75.78%, KL div.: 0.238968] [G loss: 2.334824, KL div.: 2.334824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5346 [D loss: 0.427804, acc.: 78.12%, KL div.: 0.230345] [G loss: 2.190311, KL div.: 2.190311, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5347 [D loss: 0.538276, acc.: 71.09%, KL div.: 0.284846] [G loss: 1.879125, KL div.: 1.879125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5348 [D loss: 0.498388, acc.: 73.05%, KL div.: 0.279132] [G loss: 2.113358, KL div.: 2.113358, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5349 [D loss: 0.467144, acc.: 76.56%, KL div.: 0.251113] [G loss: 2.415812, KL div.: 2.415812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5350 [D loss: 0.513623, acc.: 70.31%, KL div.: 0.235323] [G loss: 2.353330, KL div.: 2.353330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5351 [D loss: 0.481992, acc.: 74.61%, KL div.: 0.256001] [G loss: 2.010801, KL div.: 2.010801, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5352 [D loss: 0.471270, acc.: 73.44%, KL div.: 0.256184] [G loss: 2.224497, KL div.: 2.224497, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5353 [D loss: 0.452660, acc.: 76.95%, KL div.: 0.221126] [G loss: 1.799530, KL div.: 1.799530, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5354 [D loss: 0.513296, acc.: 73.44%, KL div.: 0.292079] [G loss: 2.191839, KL div.: 2.191839, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5355 [D loss: 0.502514, acc.: 73.44%, KL div.: 0.254323] [G loss: 1.826924, KL div.: 1.826924, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5356 [D loss: 0.501465, acc.: 73.83%, KL div.: 0.251780] [G loss: 1.919128, KL div.: 1.919128, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5357 [D loss: 0.457980, acc.: 75.78%, KL div.: 0.238346] [G loss: 2.480873, KL div.: 2.480873, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5358 [D loss: 0.496546, acc.: 73.83%, KL div.: 0.254292] [G loss: 1.996921, KL div.: 1.996921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5359 [D loss: 0.508182, acc.: 73.83%, KL div.: 0.289804] [G loss: 2.195488, KL div.: 2.195488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5360 [D loss: 0.503544, acc.: 73.83%, KL div.: 0.268707] [G loss: 2.256109, KL div.: 2.256109, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5361 [D loss: 0.538447, acc.: 69.53%, KL div.: 0.303407] [G loss: 1.821602, KL div.: 1.821602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5362 [D loss: 0.476891, acc.: 77.73%, KL div.: 0.249511] [G loss: 2.060485, KL div.: 2.060485, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5363 [D loss: 0.463371, acc.: 76.95%, KL div.: 0.259041] [G loss: 2.014141, KL div.: 2.014141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5364 [D loss: 0.452704, acc.: 77.34%, KL div.: 0.199885] [G loss: 1.843677, KL div.: 1.843677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5365 [D loss: 0.508128, acc.: 72.66%, KL div.: 0.284214] [G loss: 1.937888, KL div.: 1.937888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5366 [D loss: 0.537779, acc.: 69.53%, KL div.: 0.287664] [G loss: 1.738007, KL div.: 1.738007, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5367 [D loss: 0.501929, acc.: 72.27%, KL div.: 0.262385] [G loss: 2.137865, KL div.: 2.137865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5368 [D loss: 0.488678, acc.: 71.88%, KL div.: 0.248003] [G loss: 2.059005, KL div.: 2.059005, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5369 [D loss: 0.565688, acc.: 67.97%, KL div.: 0.298355] [G loss: 1.683210, KL div.: 1.683210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5370 [D loss: 0.553082, acc.: 69.53%, KL div.: 0.288692] [G loss: 1.972905, KL div.: 1.972905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5371 [D loss: 0.500695, acc.: 76.56%, KL div.: 0.248266] [G loss: 2.135832, KL div.: 2.135832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5372 [D loss: 0.470293, acc.: 77.73%, KL div.: 0.247229] [G loss: 2.239496, KL div.: 2.239496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5373 [D loss: 0.544054, acc.: 71.88%, KL div.: 0.298575] [G loss: 2.023597, KL div.: 2.023597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5374 [D loss: 0.553382, acc.: 68.36%, KL div.: 0.289517] [G loss: 1.822489, KL div.: 1.822489, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5375 [D loss: 0.492604, acc.: 73.05%, KL div.: 0.235851] [G loss: 1.776479, KL div.: 1.776479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5376 [D loss: 0.510683, acc.: 76.56%, KL div.: 0.296006] [G loss: 1.949521, KL div.: 1.949521, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5377 [D loss: 0.465468, acc.: 77.73%, KL div.: 0.257753] [G loss: 1.891222, KL div.: 1.891222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5378 [D loss: 0.506462, acc.: 74.61%, KL div.: 0.250843] [G loss: 2.023011, KL div.: 2.023011, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5379 [D loss: 0.496703, acc.: 74.22%, KL div.: 0.261437] [G loss: 2.000633, KL div.: 2.000633, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5380 [D loss: 0.505857, acc.: 72.66%, KL div.: 0.259953] [G loss: 1.817916, KL div.: 1.817916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5381 [D loss: 0.541971, acc.: 72.27%, KL div.: 0.333379] [G loss: 2.252785, KL div.: 2.252785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5382 [D loss: 0.472164, acc.: 76.95%, KL div.: 0.226261] [G loss: 2.271482, KL div.: 2.271482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5383 [D loss: 0.513011, acc.: 74.61%, KL div.: 0.265907] [G loss: 1.976522, KL div.: 1.976522, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5384 [D loss: 0.463366, acc.: 75.00%, KL div.: 0.245019] [G loss: 2.017245, KL div.: 2.017245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5385 [D loss: 0.468265, acc.: 76.56%, KL div.: 0.232203] [G loss: 2.192410, KL div.: 2.192410, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5386 [D loss: 0.515530, acc.: 77.34%, KL div.: 0.299248] [G loss: 2.168676, KL div.: 2.168676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5387 [D loss: 0.463312, acc.: 78.12%, KL div.: 0.239532] [G loss: 2.013354, KL div.: 2.013354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5388 [D loss: 0.520181, acc.: 73.44%, KL div.: 0.257591] [G loss: 2.094487, KL div.: 2.094487, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5389 [D loss: 0.504303, acc.: 73.83%, KL div.: 0.281909] [G loss: 1.860804, KL div.: 1.860804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5390 [D loss: 0.551165, acc.: 71.88%, KL div.: 0.291781] [G loss: 2.060515, KL div.: 2.060515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5391 [D loss: 0.504752, acc.: 72.66%, KL div.: 0.247917] [G loss: 2.289597, KL div.: 2.289597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5392 [D loss: 0.577040, acc.: 67.19%, KL div.: 0.303709] [G loss: 2.000795, KL div.: 2.000795, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5393 [D loss: 0.453315, acc.: 76.95%, KL div.: 0.262204] [G loss: 1.939337, KL div.: 1.939337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5394 [D loss: 0.531108, acc.: 73.83%, KL div.: 0.290207] [G loss: 1.890837, KL div.: 1.890837, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5395 [D loss: 0.473140, acc.: 76.95%, KL div.: 0.216796] [G loss: 2.008309, KL div.: 2.008309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5396 [D loss: 0.510647, acc.: 71.09%, KL div.: 0.296586] [G loss: 2.054615, KL div.: 2.054615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5397 [D loss: 0.542181, acc.: 69.14%, KL div.: 0.260780] [G loss: 1.814952, KL div.: 1.814952, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5398 [D loss: 0.493848, acc.: 76.56%, KL div.: 0.281372] [G loss: 2.041955, KL div.: 2.041955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5399 [D loss: 0.499381, acc.: 73.05%, KL div.: 0.297467] [G loss: 2.115614, KL div.: 2.115614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 3s 76ms/step
5400 [D loss: 0.524044, acc.: 73.05%, KL div.: 0.234910] [G loss: 1.864543, KL div.: 1.864543, FID: 39.752967]
1/1 [==============================] - 0s 56ms/step
4/4 [==============================] - 0s 83ms/step
5401 [D loss: 0.534773, acc.: 71.88%, KL div.: 0.304940] [G loss: 2.070221, KL div.: 2.070221, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5402 [D loss: 0.489867, acc.: 72.27%, KL div.: 0.218313] [G loss: 1.896846, KL div.: 1.896846, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5403 [D loss: 0.511128, acc.: 74.61%, KL div.: 0.281406] [G loss: 1.894868, KL div.: 1.894868, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5404 [D loss: 0.590867, acc.: 70.70%, KL div.: 0.333802] [G loss: 1.813132, KL div.: 1.813132, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5405 [D loss: 0.509568, acc.: 71.09%, KL div.: 0.248210] [G loss: 1.803666, KL div.: 1.803666, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5406 [D loss: 0.554260, acc.: 67.58%, KL div.: 0.270164] [G loss: 2.098169, KL div.: 2.098169, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5407 [D loss: 0.513040, acc.: 76.56%, KL div.: 0.294129] [G loss: 2.008312, KL div.: 2.008312, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5408 [D loss: 0.509627, acc.: 74.61%, KL div.: 0.294096] [G loss: 2.386123, KL div.: 2.386123, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5409 [D loss: 0.471914, acc.: 75.00%, KL div.: 0.200407] [G loss: 2.057606, KL div.: 2.057606, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5410 [D loss: 0.501723, acc.: 73.05%, KL div.: 0.297232] [G loss: 2.116526, KL div.: 2.116526, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5411 [D loss: 0.536852, acc.: 71.09%, KL div.: 0.291223] [G loss: 1.917206, KL div.: 1.917206, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5412 [D loss: 0.446023, acc.: 79.30%, KL div.: 0.215189] [G loss: 2.142639, KL div.: 2.142639, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5413 [D loss: 0.539909, acc.: 68.75%, KL div.: 0.300482] [G loss: 1.784504, KL div.: 1.784504, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5414 [D loss: 0.568757, acc.: 69.53%, KL div.: 0.294287] [G loss: 2.113070, KL div.: 2.113070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5415 [D loss: 0.417742, acc.: 81.64%, KL div.: 0.221843] [G loss: 1.947378, KL div.: 1.947378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5416 [D loss: 0.482412, acc.: 76.56%, KL div.: 0.262300] [G loss: 2.294725, KL div.: 2.294725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5417 [D loss: 0.506930, acc.: 76.95%, KL div.: 0.280445] [G loss: 1.891506, KL div.: 1.891506, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5418 [D loss: 0.463455, acc.: 76.17%, KL div.: 0.236294] [G loss: 1.964418, KL div.: 1.964418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5419 [D loss: 0.485912, acc.: 74.22%, KL div.: 0.260405] [G loss: 1.869730, KL div.: 1.869730, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5420 [D loss: 0.556690, acc.: 67.97%, KL div.: 0.309401] [G loss: 1.852247, KL div.: 1.852247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5421 [D loss: 0.462241, acc.: 75.00%, KL div.: 0.216680] [G loss: 1.957381, KL div.: 1.957381, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5422 [D loss: 0.472491, acc.: 76.95%, KL div.: 0.233608] [G loss: 2.154020, KL div.: 2.154020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5423 [D loss: 0.502053, acc.: 73.05%, KL div.: 0.270868] [G loss: 2.453305, KL div.: 2.453305, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5424 [D loss: 0.513482, acc.: 74.22%, KL div.: 0.293531] [G loss: 1.905527, KL div.: 1.905527, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5425 [D loss: 0.507668, acc.: 75.00%, KL div.: 0.236628] [G loss: 1.807458, KL div.: 1.807458, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5426 [D loss: 0.581083, acc.: 69.53%, KL div.: 0.334541] [G loss: 1.949656, KL div.: 1.949656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5427 [D loss: 0.524427, acc.: 72.27%, KL div.: 0.290526] [G loss: 2.346976, KL div.: 2.346976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5428 [D loss: 0.567539, acc.: 69.92%, KL div.: 0.265445] [G loss: 1.757001, KL div.: 1.757001, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5429 [D loss: 0.501473, acc.: 73.83%, KL div.: 0.273138] [G loss: 2.095296, KL div.: 2.095296, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5430 [D loss: 0.492533, acc.: 73.83%, KL div.: 0.251133] [G loss: 1.941567, KL div.: 1.941567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5431 [D loss: 0.491089, acc.: 76.17%, KL div.: 0.272788] [G loss: 2.088388, KL div.: 2.088388, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5432 [D loss: 0.555930, acc.: 67.97%, KL div.: 0.284388] [G loss: 1.998122, KL div.: 1.998122, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5433 [D loss: 0.506920, acc.: 73.83%, KL div.: 0.232589] [G loss: 2.170077, KL div.: 2.170077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5434 [D loss: 0.441649, acc.: 79.69%, KL div.: 0.248228] [G loss: 2.245346, KL div.: 2.245346, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5435 [D loss: 0.550352, acc.: 69.53%, KL div.: 0.340545] [G loss: 2.161887, KL div.: 2.161887, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5436 [D loss: 0.499424, acc.: 76.56%, KL div.: 0.237557] [G loss: 2.006873, KL div.: 2.006873, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5437 [D loss: 0.501954, acc.: 76.56%, KL div.: 0.257761] [G loss: 1.976738, KL div.: 1.976738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5438 [D loss: 0.508025, acc.: 77.73%, KL div.: 0.274924] [G loss: 1.880132, KL div.: 1.880132, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5439 [D loss: 0.533678, acc.: 73.44%, KL div.: 0.284497] [G loss: 2.056580, KL div.: 2.056580, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5440 [D loss: 0.587090, acc.: 70.31%, KL div.: 0.322774] [G loss: 2.004417, KL div.: 2.004417, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5441 [D loss: 0.613730, acc.: 66.41%, KL div.: 0.312209] [G loss: 2.211745, KL div.: 2.211745, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5442 [D loss: 0.480135, acc.: 73.83%, KL div.: 0.239295] [G loss: 2.332885, KL div.: 2.332885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5443 [D loss: 0.534947, acc.: 75.78%, KL div.: 0.309837] [G loss: 1.942364, KL div.: 1.942364, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5444 [D loss: 0.454680, acc.: 76.95%, KL div.: 0.232348] [G loss: 1.979293, KL div.: 1.979293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5445 [D loss: 0.544192, acc.: 69.92%, KL div.: 0.298511] [G loss: 1.998405, KL div.: 1.998405, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5446 [D loss: 0.468767, acc.: 76.56%, KL div.: 0.250928] [G loss: 2.377616, KL div.: 2.377616, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5447 [D loss: 0.530947, acc.: 74.61%, KL div.: 0.279418] [G loss: 1.551031, KL div.: 1.551031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5448 [D loss: 0.522844, acc.: 72.66%, KL div.: 0.255803] [G loss: 1.918967, KL div.: 1.918967, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5449 [D loss: 0.515063, acc.: 71.09%, KL div.: 0.280173] [G loss: 1.962701, KL div.: 1.962701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5450 [D loss: 0.514338, acc.: 72.27%, KL div.: 0.289586] [G loss: 2.061506, KL div.: 2.061506, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5451 [D loss: 0.502253, acc.: 75.39%, KL div.: 0.241719] [G loss: 1.908701, KL div.: 1.908702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5452 [D loss: 0.448370, acc.: 76.95%, KL div.: 0.210568] [G loss: 1.860185, KL div.: 1.860185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5453 [D loss: 0.529095, acc.: 73.83%, KL div.: 0.303220] [G loss: 2.227737, KL div.: 2.227737, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5454 [D loss: 0.578877, acc.: 70.70%, KL div.: 0.333707] [G loss: 1.787374, KL div.: 1.787374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5455 [D loss: 0.468227, acc.: 75.00%, KL div.: 0.209912] [G loss: 1.864814, KL div.: 1.864813, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5456 [D loss: 0.434693, acc.: 77.73%, KL div.: 0.227414] [G loss: 2.155473, KL div.: 2.155473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5457 [D loss: 0.503570, acc.: 76.95%, KL div.: 0.296374] [G loss: 1.877859, KL div.: 1.877859, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5458 [D loss: 0.539733, acc.: 72.66%, KL div.: 0.277220] [G loss: 1.884768, KL div.: 1.884768, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5459 [D loss: 0.450604, acc.: 80.47%, KL div.: 0.244342] [G loss: 2.618865, KL div.: 2.618865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5460 [D loss: 0.466097, acc.: 76.95%, KL div.: 0.240537] [G loss: 2.035417, KL div.: 2.035417, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5461 [D loss: 0.448953, acc.: 77.73%, KL div.: 0.231299] [G loss: 2.280267, KL div.: 2.280268, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5462 [D loss: 0.471519, acc.: 78.52%, KL div.: 0.231273] [G loss: 2.270701, KL div.: 2.270701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5463 [D loss: 0.550372, acc.: 71.09%, KL div.: 0.316058] [G loss: 1.947941, KL div.: 1.947941, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5464 [D loss: 0.457644, acc.: 77.34%, KL div.: 0.262920] [G loss: 1.972224, KL div.: 1.972224, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5465 [D loss: 0.518212, acc.: 72.66%, KL div.: 0.275748] [G loss: 2.112088, KL div.: 2.112088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5466 [D loss: 0.559847, acc.: 70.31%, KL div.: 0.260822] [G loss: 1.628989, KL div.: 1.628989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5467 [D loss: 0.458300, acc.: 78.52%, KL div.: 0.264174] [G loss: 2.186073, KL div.: 2.186073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5468 [D loss: 0.477998, acc.: 78.12%, KL div.: 0.262658] [G loss: 1.791723, KL div.: 1.791723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5469 [D loss: 0.633609, acc.: 62.50%, KL div.: 0.348272] [G loss: 1.497094, KL div.: 1.497094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5470 [D loss: 0.563478, acc.: 68.75%, KL div.: 0.260293] [G loss: 1.594477, KL div.: 1.594477, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5471 [D loss: 0.473050, acc.: 79.69%, KL div.: 0.257856] [G loss: 2.202358, KL div.: 2.202358, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5472 [D loss: 0.488971, acc.: 74.22%, KL div.: 0.248295] [G loss: 2.098134, KL div.: 2.098134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5473 [D loss: 0.537882, acc.: 73.05%, KL div.: 0.320443] [G loss: 1.886845, KL div.: 1.886845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5474 [D loss: 0.456403, acc.: 77.34%, KL div.: 0.211318] [G loss: 1.955519, KL div.: 1.955519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5475 [D loss: 0.564368, acc.: 68.36%, KL div.: 0.313089] [G loss: 1.754591, KL div.: 1.754591, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5476 [D loss: 0.450872, acc.: 80.08%, KL div.: 0.236951] [G loss: 1.779987, KL div.: 1.779987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5477 [D loss: 0.527199, acc.: 72.27%, KL div.: 0.281630] [G loss: 1.798045, KL div.: 1.798045, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5478 [D loss: 0.491384, acc.: 75.00%, KL div.: 0.251109] [G loss: 1.961837, KL div.: 1.961837, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5479 [D loss: 0.514222, acc.: 74.22%, KL div.: 0.256078] [G loss: 1.879184, KL div.: 1.879184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5480 [D loss: 0.494331, acc.: 75.78%, KL div.: 0.260404] [G loss: 1.756641, KL div.: 1.756641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5481 [D loss: 0.465559, acc.: 75.00%, KL div.: 0.276338] [G loss: 2.349927, KL div.: 2.349927, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5482 [D loss: 0.488573, acc.: 74.61%, KL div.: 0.222066] [G loss: 1.929550, KL div.: 1.929550, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5483 [D loss: 0.431204, acc.: 81.25%, KL div.: 0.229052] [G loss: 2.429727, KL div.: 2.429727, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5484 [D loss: 0.505344, acc.: 74.22%, KL div.: 0.296512] [G loss: 2.144499, KL div.: 2.144499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5485 [D loss: 0.505603, acc.: 73.05%, KL div.: 0.229343] [G loss: 1.614634, KL div.: 1.614634, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5486 [D loss: 0.456290, acc.: 76.95%, KL div.: 0.237077] [G loss: 2.186351, KL div.: 2.186351, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5487 [D loss: 0.466117, acc.: 76.56%, KL div.: 0.251036] [G loss: 2.087232, KL div.: 2.087232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5488 [D loss: 0.515470, acc.: 70.31%, KL div.: 0.296354] [G loss: 2.039886, KL div.: 2.039886, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5489 [D loss: 0.472288, acc.: 75.78%, KL div.: 0.246417] [G loss: 2.172372, KL div.: 2.172372, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5490 [D loss: 0.501166, acc.: 76.17%, KL div.: 0.236314] [G loss: 2.183948, KL div.: 2.183948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5491 [D loss: 0.491787, acc.: 74.61%, KL div.: 0.284929] [G loss: 2.033315, KL div.: 2.033315, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5492 [D loss: 0.539843, acc.: 70.70%, KL div.: 0.246734] [G loss: 1.921991, KL div.: 1.921991, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5493 [D loss: 0.525469, acc.: 75.00%, KL div.: 0.303933] [G loss: 2.081497, KL div.: 2.081497, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5494 [D loss: 0.472360, acc.: 75.00%, KL div.: 0.266526] [G loss: 2.035015, KL div.: 2.035015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5495 [D loss: 0.480264, acc.: 71.48%, KL div.: 0.190167] [G loss: 2.015754, KL div.: 2.015754, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5496 [D loss: 0.514362, acc.: 74.22%, KL div.: 0.308471] [G loss: 1.963607, KL div.: 1.963607, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5497 [D loss: 0.502817, acc.: 74.22%, KL div.: 0.263191] [G loss: 1.841531, KL div.: 1.841531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5498 [D loss: 0.512702, acc.: 75.39%, KL div.: 0.258326] [G loss: 2.176794, KL div.: 2.176794, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5499 [D loss: 0.398794, acc.: 81.25%, KL div.: 0.206725] [G loss: 2.485989, KL div.: 2.485989, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 3s 85ms/step
4/4 [==============================] - 6s 123ms/step
5500 [D loss: 0.469885, acc.: 76.56%, KL div.: 0.264846] [G loss: 2.080430, KL div.: 2.080430, FID: 50.164750]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 69ms/step
5501 [D loss: 0.545459, acc.: 70.70%, KL div.: 0.269702] [G loss: 1.755060, KL div.: 1.755060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5502 [D loss: 0.466242, acc.: 78.91%, KL div.: 0.253317] [G loss: 1.980725, KL div.: 1.980725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5503 [D loss: 0.490323, acc.: 77.73%, KL div.: 0.273871] [G loss: 2.186641, KL div.: 2.186641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5504 [D loss: 0.521347, acc.: 73.83%, KL div.: 0.249445] [G loss: 1.943190, KL div.: 1.943190, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5505 [D loss: 0.487175, acc.: 75.00%, KL div.: 0.230242] [G loss: 2.100880, KL div.: 2.100880, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5506 [D loss: 0.500576, acc.: 76.17%, KL div.: 0.299423] [G loss: 2.062345, KL div.: 2.062345, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5507 [D loss: 0.527628, acc.: 72.27%, KL div.: 0.290543] [G loss: 2.055539, KL div.: 2.055539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5508 [D loss: 0.446548, acc.: 79.69%, KL div.: 0.200698] [G loss: 2.164906, KL div.: 2.164906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5509 [D loss: 0.519636, acc.: 71.88%, KL div.: 0.270581] [G loss: 1.992396, KL div.: 1.992396, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5510 [D loss: 0.570954, acc.: 69.92%, KL div.: 0.301372] [G loss: 1.707772, KL div.: 1.707772, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5511 [D loss: 0.481047, acc.: 75.39%, KL div.: 0.261483] [G loss: 1.974904, KL div.: 1.974904, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5512 [D loss: 0.544120, acc.: 70.31%, KL div.: 0.292734] [G loss: 1.899806, KL div.: 1.899806, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5513 [D loss: 0.434745, acc.: 78.52%, KL div.: 0.229254] [G loss: 2.186532, KL div.: 2.186532, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5514 [D loss: 0.456150, acc.: 76.56%, KL div.: 0.266163] [G loss: 1.847928, KL div.: 1.847928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5515 [D loss: 0.611998, acc.: 64.45%, KL div.: 0.318780] [G loss: 1.835066, KL div.: 1.835066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5516 [D loss: 0.557531, acc.: 67.58%, KL div.: 0.262564] [G loss: 1.996152, KL div.: 1.996152, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5517 [D loss: 0.486149, acc.: 74.22%, KL div.: 0.247534] [G loss: 2.102673, KL div.: 2.102673, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5518 [D loss: 0.599262, acc.: 66.80%, KL div.: 0.351001] [G loss: 1.805351, KL div.: 1.805351, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5519 [D loss: 0.455814, acc.: 78.12%, KL div.: 0.225061] [G loss: 2.224733, KL div.: 2.224733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5520 [D loss: 0.459791, acc.: 75.78%, KL div.: 0.224780] [G loss: 2.507944, KL div.: 2.507944, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5521 [D loss: 0.528431, acc.: 72.27%, KL div.: 0.306614] [G loss: 1.969937, KL div.: 1.969937, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5522 [D loss: 0.572995, acc.: 65.62%, KL div.: 0.296196] [G loss: 2.202926, KL div.: 2.202926, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5523 [D loss: 0.472176, acc.: 76.17%, KL div.: 0.247427] [G loss: 2.158306, KL div.: 2.158306, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5524 [D loss: 0.466107, acc.: 75.00%, KL div.: 0.228886] [G loss: 2.188900, KL div.: 2.188900, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5525 [D loss: 0.420295, acc.: 80.08%, KL div.: 0.225956] [G loss: 2.399527, KL div.: 2.399527, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
5526 [D loss: 0.520703, acc.: 74.22%, KL div.: 0.273211] [G loss: 2.009963, KL div.: 2.009963, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
5527 [D loss: 0.538137, acc.: 69.14%, KL div.: 0.254465] [G loss: 1.859909, KL div.: 1.859909, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5528 [D loss: 0.524901, acc.: 73.05%, KL div.: 0.314021] [G loss: 1.863343, KL div.: 1.863343, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
5529 [D loss: 0.486081, acc.: 72.66%, KL div.: 0.263882] [G loss: 2.120700, KL div.: 2.120700, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5530 [D loss: 0.557239, acc.: 70.31%, KL div.: 0.277539] [G loss: 1.950106, KL div.: 1.950106, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5531 [D loss: 0.492607, acc.: 76.95%, KL div.: 0.251884] [G loss: 1.992604, KL div.: 1.992604, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
5532 [D loss: 0.482916, acc.: 75.00%, KL div.: 0.271758] [G loss: 1.960633, KL div.: 1.960633, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5533 [D loss: 0.451991, acc.: 76.56%, KL div.: 0.242782] [G loss: 2.236696, KL div.: 2.236696, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5534 [D loss: 0.496138, acc.: 76.17%, KL div.: 0.246285] [G loss: 1.913581, KL div.: 1.913581, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5535 [D loss: 0.541731, acc.: 70.70%, KL div.: 0.297256] [G loss: 1.805400, KL div.: 1.805400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5536 [D loss: 0.489483, acc.: 75.78%, KL div.: 0.254469] [G loss: 1.950301, KL div.: 1.950301, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5537 [D loss: 0.485241, acc.: 76.56%, KL div.: 0.267064] [G loss: 1.999875, KL div.: 1.999875, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5538 [D loss: 0.466000, acc.: 77.73%, KL div.: 0.251717] [G loss: 1.791373, KL div.: 1.791373, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5539 [D loss: 0.495330, acc.: 76.17%, KL div.: 0.251885] [G loss: 1.755040, KL div.: 1.755040, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5540 [D loss: 0.541176, acc.: 70.70%, KL div.: 0.233649] [G loss: 1.917656, KL div.: 1.917656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5541 [D loss: 0.546901, acc.: 71.48%, KL div.: 0.317567] [G loss: 1.967793, KL div.: 1.967793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5542 [D loss: 0.485703, acc.: 76.56%, KL div.: 0.303639] [G loss: 2.024725, KL div.: 2.024725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5543 [D loss: 0.534175, acc.: 71.48%, KL div.: 0.264460] [G loss: 1.785474, KL div.: 1.785474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5544 [D loss: 0.435087, acc.: 78.12%, KL div.: 0.195536] [G loss: 2.137767, KL div.: 2.137767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5545 [D loss: 0.493282, acc.: 74.22%, KL div.: 0.290614] [G loss: 1.950658, KL div.: 1.950658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5546 [D loss: 0.539806, acc.: 70.31%, KL div.: 0.259271] [G loss: 1.771435, KL div.: 1.771435, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5547 [D loss: 0.394768, acc.: 83.59%, KL div.: 0.205714] [G loss: 2.187064, KL div.: 2.187064, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5548 [D loss: 0.492619, acc.: 75.78%, KL div.: 0.307130] [G loss: 2.172858, KL div.: 2.172858, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5549 [D loss: 0.573447, acc.: 71.09%, KL div.: 0.261034] [G loss: 1.638556, KL div.: 1.638556, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5550 [D loss: 0.431883, acc.: 82.42%, KL div.: 0.220690] [G loss: 2.351566, KL div.: 2.351566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5551 [D loss: 0.456656, acc.: 78.91%, KL div.: 0.265224] [G loss: 2.022736, KL div.: 2.022736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5552 [D loss: 0.484788, acc.: 73.44%, KL div.: 0.235877] [G loss: 1.926921, KL div.: 1.926921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5553 [D loss: 0.409348, acc.: 80.08%, KL div.: 0.219156] [G loss: 1.952640, KL div.: 1.952640, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5554 [D loss: 0.455957, acc.: 78.12%, KL div.: 0.259715] [G loss: 2.204174, KL div.: 2.204174, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5555 [D loss: 0.478374, acc.: 78.12%, KL div.: 0.231510] [G loss: 1.733148, KL div.: 1.733148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5556 [D loss: 0.515576, acc.: 73.05%, KL div.: 0.303518] [G loss: 2.354751, KL div.: 2.354750, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5557 [D loss: 0.490655, acc.: 76.17%, KL div.: 0.259573] [G loss: 2.097601, KL div.: 2.097601, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5558 [D loss: 0.524041, acc.: 71.48%, KL div.: 0.241596] [G loss: 2.061304, KL div.: 2.061304, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5559 [D loss: 0.464474, acc.: 77.34%, KL div.: 0.251578] [G loss: 2.211720, KL div.: 2.211720, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5560 [D loss: 0.468908, acc.: 76.95%, KL div.: 0.242444] [G loss: 1.972100, KL div.: 1.972100, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5561 [D loss: 0.454182, acc.: 77.73%, KL div.: 0.231288] [G loss: 1.945838, KL div.: 1.945838, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5562 [D loss: 0.530021, acc.: 73.44%, KL div.: 0.301024] [G loss: 2.107143, KL div.: 2.107143, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5563 [D loss: 0.440951, acc.: 81.25%, KL div.: 0.200416] [G loss: 1.773624, KL div.: 1.773624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5564 [D loss: 0.523718, acc.: 73.44%, KL div.: 0.281251] [G loss: 1.937152, KL div.: 1.937152, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5565 [D loss: 0.523287, acc.: 69.92%, KL div.: 0.264409] [G loss: 1.884276, KL div.: 1.884276, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5566 [D loss: 0.516762, acc.: 73.44%, KL div.: 0.307036] [G loss: 1.912064, KL div.: 1.912064, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5567 [D loss: 0.518907, acc.: 70.70%, KL div.: 0.257130] [G loss: 1.573194, KL div.: 1.573194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5568 [D loss: 0.532203, acc.: 71.88%, KL div.: 0.276365] [G loss: 1.914892, KL div.: 1.914892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5569 [D loss: 0.598585, acc.: 65.62%, KL div.: 0.325798] [G loss: 1.906280, KL div.: 1.906280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5570 [D loss: 0.440450, acc.: 76.95%, KL div.: 0.214773] [G loss: 2.068217, KL div.: 2.068217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5571 [D loss: 0.565881, acc.: 68.75%, KL div.: 0.332517] [G loss: 2.318405, KL div.: 2.318405, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5572 [D loss: 0.494741, acc.: 74.22%, KL div.: 0.247825] [G loss: 1.969156, KL div.: 1.969156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5573 [D loss: 0.535023, acc.: 69.92%, KL div.: 0.282560] [G loss: 1.976699, KL div.: 1.976699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5574 [D loss: 0.522212, acc.: 70.70%, KL div.: 0.262403] [G loss: 1.996676, KL div.: 1.996676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5575 [D loss: 0.490802, acc.: 75.00%, KL div.: 0.267164] [G loss: 1.635115, KL div.: 1.635115, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5576 [D loss: 0.500290, acc.: 73.44%, KL div.: 0.253831] [G loss: 2.167666, KL div.: 2.167666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5577 [D loss: 0.507703, acc.: 73.44%, KL div.: 0.270344] [G loss: 2.125429, KL div.: 2.125429, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5578 [D loss: 0.487410, acc.: 76.17%, KL div.: 0.278789] [G loss: 1.973196, KL div.: 1.973196, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5579 [D loss: 0.464574, acc.: 78.52%, KL div.: 0.271774] [G loss: 1.916686, KL div.: 1.916686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5580 [D loss: 0.554075, acc.: 71.09%, KL div.: 0.246833] [G loss: 1.866605, KL div.: 1.866605, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5581 [D loss: 0.472209, acc.: 75.00%, KL div.: 0.217464] [G loss: 2.230774, KL div.: 2.230774, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5582 [D loss: 0.505672, acc.: 74.61%, KL div.: 0.303002] [G loss: 1.938515, KL div.: 1.938515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5583 [D loss: 0.531185, acc.: 71.09%, KL div.: 0.281900] [G loss: 1.916529, KL div.: 1.916529, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5584 [D loss: 0.509003, acc.: 75.00%, KL div.: 0.250643] [G loss: 1.919266, KL div.: 1.919266, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5585 [D loss: 0.488705, acc.: 75.39%, KL div.: 0.297601] [G loss: 2.559414, KL div.: 2.559414, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5586 [D loss: 0.520952, acc.: 71.48%, KL div.: 0.256281] [G loss: 1.715270, KL div.: 1.715270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5587 [D loss: 0.514795, acc.: 73.83%, KL div.: 0.268207] [G loss: 1.999629, KL div.: 1.999629, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5588 [D loss: 0.465675, acc.: 75.39%, KL div.: 0.256162] [G loss: 1.953656, KL div.: 1.953656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5589 [D loss: 0.577814, acc.: 66.80%, KL div.: 0.332073] [G loss: 2.363662, KL div.: 2.363662, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5590 [D loss: 0.497840, acc.: 75.00%, KL div.: 0.227488] [G loss: 2.191570, KL div.: 2.191570, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5591 [D loss: 0.474718, acc.: 76.95%, KL div.: 0.225925] [G loss: 1.977282, KL div.: 1.977282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5592 [D loss: 0.473984, acc.: 75.78%, KL div.: 0.251310] [G loss: 1.997788, KL div.: 1.997788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5593 [D loss: 0.454548, acc.: 78.12%, KL div.: 0.240808] [G loss: 1.878831, KL div.: 1.878831, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5594 [D loss: 0.519819, acc.: 73.05%, KL div.: 0.274561] [G loss: 2.235227, KL div.: 2.235227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5595 [D loss: 0.462966, acc.: 78.12%, KL div.: 0.248732] [G loss: 2.213217, KL div.: 2.213217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5596 [D loss: 0.514238, acc.: 73.44%, KL div.: 0.268031] [G loss: 1.956281, KL div.: 1.956281, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5597 [D loss: 0.501027, acc.: 75.78%, KL div.: 0.270275] [G loss: 2.136494, KL div.: 2.136494, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5598 [D loss: 0.442783, acc.: 76.56%, KL div.: 0.242440] [G loss: 2.394504, KL div.: 2.394504, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5599 [D loss: 0.514345, acc.: 70.70%, KL div.: 0.244535] [G loss: 1.864190, KL div.: 1.864190, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 77ms/step
4/4 [==============================] - 1s 78ms/step
5600 [D loss: 0.506228, acc.: 76.17%, KL div.: 0.275115] [G loss: 2.041624, KL div.: 2.041624, FID: 42.186840]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 71ms/step
5601 [D loss: 0.590268, acc.: 62.89%, KL div.: 0.309793] [G loss: 1.833686, KL div.: 1.833686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5602 [D loss: 0.429430, acc.: 78.52%, KL div.: 0.217700] [G loss: 1.953511, KL div.: 1.953511, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5603 [D loss: 0.488847, acc.: 75.00%, KL div.: 0.285005] [G loss: 2.064699, KL div.: 2.064699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5604 [D loss: 0.499889, acc.: 73.05%, KL div.: 0.261368] [G loss: 1.991690, KL div.: 1.991690, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5605 [D loss: 0.516460, acc.: 72.66%, KL div.: 0.277387] [G loss: 2.005219, KL div.: 2.005219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5606 [D loss: 0.518167, acc.: 73.83%, KL div.: 0.248187] [G loss: 1.971616, KL div.: 1.971616, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5607 [D loss: 0.525922, acc.: 71.09%, KL div.: 0.299271] [G loss: 2.097479, KL div.: 2.097479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5608 [D loss: 0.541307, acc.: 69.92%, KL div.: 0.302224] [G loss: 2.119336, KL div.: 2.119336, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5609 [D loss: 0.484498, acc.: 74.22%, KL div.: 0.229033] [G loss: 1.921109, KL div.: 1.921109, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5610 [D loss: 0.559078, acc.: 69.53%, KL div.: 0.298370] [G loss: 1.786141, KL div.: 1.786141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5611 [D loss: 0.463684, acc.: 76.95%, KL div.: 0.254232] [G loss: 2.191740, KL div.: 2.191740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5612 [D loss: 0.503984, acc.: 73.44%, KL div.: 0.253375] [G loss: 1.553370, KL div.: 1.553370, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5613 [D loss: 0.525876, acc.: 69.92%, KL div.: 0.268486] [G loss: 2.069524, KL div.: 2.069524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5614 [D loss: 0.531488, acc.: 69.92%, KL div.: 0.267780] [G loss: 1.925195, KL div.: 1.925195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5615 [D loss: 0.432949, acc.: 79.69%, KL div.: 0.223574] [G loss: 2.161458, KL div.: 2.161458, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5616 [D loss: 0.560156, acc.: 73.05%, KL div.: 0.313752] [G loss: 2.038954, KL div.: 2.038954, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5617 [D loss: 0.448100, acc.: 78.52%, KL div.: 0.212081] [G loss: 2.113723, KL div.: 2.113723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5618 [D loss: 0.505775, acc.: 73.83%, KL div.: 0.293279] [G loss: 1.858005, KL div.: 1.858005, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5619 [D loss: 0.481049, acc.: 76.17%, KL div.: 0.257902] [G loss: 2.389092, KL div.: 2.389092, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5620 [D loss: 0.459787, acc.: 77.73%, KL div.: 0.237762] [G loss: 2.053418, KL div.: 2.053418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5621 [D loss: 0.469964, acc.: 76.17%, KL div.: 0.244268] [G loss: 2.300571, KL div.: 2.300571, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5622 [D loss: 0.461083, acc.: 77.73%, KL div.: 0.249839] [G loss: 2.109499, KL div.: 2.109499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5623 [D loss: 0.501883, acc.: 74.22%, KL div.: 0.266560] [G loss: 1.940941, KL div.: 1.940941, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5624 [D loss: 0.540921, acc.: 69.53%, KL div.: 0.288957] [G loss: 1.835562, KL div.: 1.835562, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5625 [D loss: 0.526317, acc.: 73.83%, KL div.: 0.256398] [G loss: 1.761416, KL div.: 1.761416, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5626 [D loss: 0.508935, acc.: 73.44%, KL div.: 0.273495] [G loss: 1.829846, KL div.: 1.829846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5627 [D loss: 0.545594, acc.: 70.31%, KL div.: 0.257436] [G loss: 2.052700, KL div.: 2.052700, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5628 [D loss: 0.543703, acc.: 72.27%, KL div.: 0.317703] [G loss: 1.729474, KL div.: 1.729474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5629 [D loss: 0.427007, acc.: 83.20%, KL div.: 0.213310] [G loss: 2.004232, KL div.: 2.004232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5630 [D loss: 0.501693, acc.: 76.56%, KL div.: 0.272218] [G loss: 1.713185, KL div.: 1.713185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5631 [D loss: 0.503548, acc.: 74.61%, KL div.: 0.289448] [G loss: 2.111544, KL div.: 2.111544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5632 [D loss: 0.452023, acc.: 75.78%, KL div.: 0.208080] [G loss: 1.909167, KL div.: 1.909167, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5633 [D loss: 0.484238, acc.: 78.12%, KL div.: 0.273865] [G loss: 2.413371, KL div.: 2.413371, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5634 [D loss: 0.528089, acc.: 71.88%, KL div.: 0.291202] [G loss: 1.872676, KL div.: 1.872676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5635 [D loss: 0.516227, acc.: 73.44%, KL div.: 0.241596] [G loss: 1.967251, KL div.: 1.967251, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5636 [D loss: 0.432158, acc.: 78.12%, KL div.: 0.219254] [G loss: 2.489719, KL div.: 2.489719, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5637 [D loss: 0.547347, acc.: 72.66%, KL div.: 0.307342] [G loss: 2.127733, KL div.: 2.127733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5638 [D loss: 0.521334, acc.: 69.14%, KL div.: 0.280079] [G loss: 2.280641, KL div.: 2.280641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5639 [D loss: 0.492283, acc.: 76.17%, KL div.: 0.225406] [G loss: 2.097181, KL div.: 2.097181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5640 [D loss: 0.462278, acc.: 76.95%, KL div.: 0.284911] [G loss: 2.341203, KL div.: 2.341203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5641 [D loss: 0.570892, acc.: 68.75%, KL div.: 0.310149] [G loss: 2.293231, KL div.: 2.293231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5642 [D loss: 0.535759, acc.: 72.27%, KL div.: 0.262993] [G loss: 1.822413, KL div.: 1.822413, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5643 [D loss: 0.507718, acc.: 70.70%, KL div.: 0.222805] [G loss: 2.022253, KL div.: 2.022253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5644 [D loss: 0.511478, acc.: 73.44%, KL div.: 0.307118] [G loss: 2.077527, KL div.: 2.077527, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5645 [D loss: 0.491154, acc.: 76.95%, KL div.: 0.240003] [G loss: 1.930509, KL div.: 1.930509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5646 [D loss: 0.452643, acc.: 79.30%, KL div.: 0.228642] [G loss: 1.935330, KL div.: 1.935330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5647 [D loss: 0.446735, acc.: 78.12%, KL div.: 0.239654] [G loss: 2.019708, KL div.: 2.019708, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5648 [D loss: 0.528438, acc.: 72.27%, KL div.: 0.308589] [G loss: 1.927255, KL div.: 1.927255, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5649 [D loss: 0.528589, acc.: 73.44%, KL div.: 0.267646] [G loss: 1.872254, KL div.: 1.872254, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5650 [D loss: 0.504193, acc.: 71.88%, KL div.: 0.284820] [G loss: 2.161093, KL div.: 2.161093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5651 [D loss: 0.542616, acc.: 72.66%, KL div.: 0.275431] [G loss: 1.799767, KL div.: 1.799767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5652 [D loss: 0.501716, acc.: 74.22%, KL div.: 0.265188] [G loss: 2.227222, KL div.: 2.227222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5653 [D loss: 0.490087, acc.: 75.78%, KL div.: 0.230606] [G loss: 2.226390, KL div.: 2.226390, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5654 [D loss: 0.479890, acc.: 78.91%, KL div.: 0.281142] [G loss: 2.380280, KL div.: 2.380280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5655 [D loss: 0.483650, acc.: 74.61%, KL div.: 0.247997] [G loss: 1.740321, KL div.: 1.740321, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5656 [D loss: 0.595223, acc.: 66.02%, KL div.: 0.301420] [G loss: 1.805617, KL div.: 1.805617, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5657 [D loss: 0.458272, acc.: 77.34%, KL div.: 0.272141] [G loss: 2.192811, KL div.: 2.192811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5658 [D loss: 0.462656, acc.: 79.30%, KL div.: 0.245748] [G loss: 2.201043, KL div.: 2.201043, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5659 [D loss: 0.526313, acc.: 75.78%, KL div.: 0.284300] [G loss: 2.140356, KL div.: 2.140356, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5660 [D loss: 0.525179, acc.: 73.05%, KL div.: 0.262038] [G loss: 2.032997, KL div.: 2.032997, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5661 [D loss: 0.491657, acc.: 77.73%, KL div.: 0.262199] [G loss: 2.087523, KL div.: 2.087523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5662 [D loss: 0.452535, acc.: 79.69%, KL div.: 0.263257] [G loss: 1.983005, KL div.: 1.983005, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5663 [D loss: 0.579067, acc.: 68.36%, KL div.: 0.301758] [G loss: 1.746926, KL div.: 1.746926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5664 [D loss: 0.483468, acc.: 76.17%, KL div.: 0.276506] [G loss: 1.950827, KL div.: 1.950827, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5665 [D loss: 0.540282, acc.: 71.48%, KL div.: 0.269588] [G loss: 1.798025, KL div.: 1.798025, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5666 [D loss: 0.520853, acc.: 71.48%, KL div.: 0.244706] [G loss: 1.914282, KL div.: 1.914282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5667 [D loss: 0.456546, acc.: 78.52%, KL div.: 0.264666] [G loss: 1.742222, KL div.: 1.742222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5668 [D loss: 0.474215, acc.: 75.00%, KL div.: 0.226098] [G loss: 2.390399, KL div.: 2.390399, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5669 [D loss: 0.436707, acc.: 79.69%, KL div.: 0.253245] [G loss: 2.116364, KL div.: 2.116364, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5670 [D loss: 0.539159, acc.: 71.09%, KL div.: 0.275891] [G loss: 1.834497, KL div.: 1.834497, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5671 [D loss: 0.556980, acc.: 69.53%, KL div.: 0.300041] [G loss: 2.090506, KL div.: 2.090506, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5672 [D loss: 0.535758, acc.: 73.83%, KL div.: 0.305624] [G loss: 1.802549, KL div.: 1.802549, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5673 [D loss: 0.527431, acc.: 73.83%, KL div.: 0.248024] [G loss: 1.720841, KL div.: 1.720841, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5674 [D loss: 0.544267, acc.: 71.48%, KL div.: 0.271378] [G loss: 1.951210, KL div.: 1.951210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5675 [D loss: 0.483466, acc.: 75.78%, KL div.: 0.252824] [G loss: 1.982095, KL div.: 1.982095, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5676 [D loss: 0.526800, acc.: 73.44%, KL div.: 0.286338] [G loss: 1.708980, KL div.: 1.708980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5677 [D loss: 0.505909, acc.: 71.88%, KL div.: 0.280606] [G loss: 1.871135, KL div.: 1.871135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5678 [D loss: 0.540491, acc.: 68.36%, KL div.: 0.276126] [G loss: 2.055088, KL div.: 2.055088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5679 [D loss: 0.504270, acc.: 75.39%, KL div.: 0.268410] [G loss: 1.652820, KL div.: 1.652820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5680 [D loss: 0.520921, acc.: 74.61%, KL div.: 0.254125] [G loss: 1.940028, KL div.: 1.940028, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5681 [D loss: 0.539796, acc.: 73.05%, KL div.: 0.309317] [G loss: 1.740314, KL div.: 1.740314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5682 [D loss: 0.534272, acc.: 74.22%, KL div.: 0.261655] [G loss: 1.740187, KL div.: 1.740187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5683 [D loss: 0.481198, acc.: 73.44%, KL div.: 0.270174] [G loss: 2.074186, KL div.: 2.074186, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5684 [D loss: 0.487651, acc.: 74.22%, KL div.: 0.225821] [G loss: 2.288782, KL div.: 2.288782, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5685 [D loss: 0.507577, acc.: 73.44%, KL div.: 0.289534] [G loss: 1.902647, KL div.: 1.902647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5686 [D loss: 0.542094, acc.: 67.97%, KL div.: 0.277597] [G loss: 1.994991, KL div.: 1.994991, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5687 [D loss: 0.486944, acc.: 76.56%, KL div.: 0.252626] [G loss: 1.939066, KL div.: 1.939066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5688 [D loss: 0.426012, acc.: 78.91%, KL div.: 0.230881] [G loss: 2.086446, KL div.: 2.086446, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5689 [D loss: 0.497864, acc.: 73.83%, KL div.: 0.280385] [G loss: 2.130328, KL div.: 2.130328, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5690 [D loss: 0.530152, acc.: 74.22%, KL div.: 0.288980] [G loss: 1.664779, KL div.: 1.664779, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5691 [D loss: 0.560497, acc.: 69.53%, KL div.: 0.300485] [G loss: 1.723159, KL div.: 1.723159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5692 [D loss: 0.411235, acc.: 79.30%, KL div.: 0.226955] [G loss: 2.371414, KL div.: 2.371414, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5693 [D loss: 0.450602, acc.: 78.91%, KL div.: 0.215922] [G loss: 1.938256, KL div.: 1.938256, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5694 [D loss: 0.474619, acc.: 75.39%, KL div.: 0.245058] [G loss: 2.083463, KL div.: 2.083463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5695 [D loss: 0.549911, acc.: 71.88%, KL div.: 0.273621] [G loss: 2.154239, KL div.: 2.154239, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5696 [D loss: 0.465556, acc.: 76.56%, KL div.: 0.287060] [G loss: 1.993863, KL div.: 1.993863, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5697 [D loss: 0.580501, acc.: 68.75%, KL div.: 0.308393] [G loss: 1.749552, KL div.: 1.749552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5698 [D loss: 0.530804, acc.: 73.44%, KL div.: 0.258763] [G loss: 1.648387, KL div.: 1.648387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5699 [D loss: 0.503237, acc.: 73.05%, KL div.: 0.287684] [G loss: 2.240629, KL div.: 2.240629, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 59ms/step
4/4 [==============================] - 1s 93ms/step
5700 [D loss: 0.460117, acc.: 78.52%, KL div.: 0.251310] [G loss: 1.877689, KL div.: 1.877689, FID: 50.273574]
1/1 [==============================] - 0s 52ms/step
4/4 [==============================] - 0s 89ms/step
5701 [D loss: 0.504049, acc.: 74.61%, KL div.: 0.264877] [G loss: 2.004363, KL div.: 2.004363, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5702 [D loss: 0.521311, acc.: 74.61%, KL div.: 0.270646] [G loss: 1.820147, KL div.: 1.820147, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5703 [D loss: 0.458694, acc.: 76.17%, KL div.: 0.239844] [G loss: 1.937225, KL div.: 1.937225, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5704 [D loss: 0.486942, acc.: 75.78%, KL div.: 0.268181] [G loss: 2.230707, KL div.: 2.230707, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
5705 [D loss: 0.519215, acc.: 75.78%, KL div.: 0.257030] [G loss: 1.899327, KL div.: 1.899327, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5706 [D loss: 0.450638, acc.: 78.91%, KL div.: 0.219160] [G loss: 2.571225, KL div.: 2.571225, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5707 [D loss: 0.457161, acc.: 77.34%, KL div.: 0.272629] [G loss: 1.905861, KL div.: 1.905861, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5708 [D loss: 0.529000, acc.: 72.66%, KL div.: 0.275162] [G loss: 1.786859, KL div.: 1.786859, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
5709 [D loss: 0.461516, acc.: 76.95%, KL div.: 0.241215] [G loss: 2.350849, KL div.: 2.350849, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5710 [D loss: 0.588488, acc.: 67.19%, KL div.: 0.291804] [G loss: 2.044484, KL div.: 2.044484, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5711 [D loss: 0.573075, acc.: 69.14%, KL div.: 0.333446] [G loss: 1.767643, KL div.: 1.767643, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5712 [D loss: 0.498232, acc.: 75.78%, KL div.: 0.248593] [G loss: 1.851163, KL div.: 1.851163, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5713 [D loss: 0.473560, acc.: 78.91%, KL div.: 0.260910] [G loss: 1.945174, KL div.: 1.945174, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5714 [D loss: 0.525912, acc.: 75.78%, KL div.: 0.272206] [G loss: 1.938098, KL div.: 1.938098, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5715 [D loss: 0.525896, acc.: 71.09%, KL div.: 0.273009] [G loss: 2.120106, KL div.: 2.120106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5716 [D loss: 0.588908, acc.: 68.75%, KL div.: 0.327125] [G loss: 2.401948, KL div.: 2.401949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5717 [D loss: 0.578266, acc.: 69.53%, KL div.: 0.319303] [G loss: 2.058063, KL div.: 2.058063, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5718 [D loss: 0.501781, acc.: 73.05%, KL div.: 0.237877] [G loss: 1.839733, KL div.: 1.839733, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5719 [D loss: 0.424746, acc.: 80.47%, KL div.: 0.209648] [G loss: 2.243226, KL div.: 2.243226, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5720 [D loss: 0.533637, acc.: 78.12%, KL div.: 0.314296] [G loss: 2.023407, KL div.: 2.023407, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5721 [D loss: 0.619344, acc.: 67.19%, KL div.: 0.315746] [G loss: 1.699793, KL div.: 1.699793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5722 [D loss: 0.491359, acc.: 74.22%, KL div.: 0.257330] [G loss: 1.743562, KL div.: 1.743562, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5723 [D loss: 0.578199, acc.: 66.41%, KL div.: 0.319431] [G loss: 1.999448, KL div.: 1.999448, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5724 [D loss: 0.539698, acc.: 67.58%, KL div.: 0.281640] [G loss: 1.910986, KL div.: 1.910986, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5725 [D loss: 0.504401, acc.: 73.83%, KL div.: 0.228977] [G loss: 1.974922, KL div.: 1.974922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5726 [D loss: 0.523980, acc.: 72.27%, KL div.: 0.302722] [G loss: 1.998620, KL div.: 1.998620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5727 [D loss: 0.588503, acc.: 64.45%, KL div.: 0.297995] [G loss: 1.836263, KL div.: 1.836263, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5728 [D loss: 0.513601, acc.: 75.00%, KL div.: 0.248820] [G loss: 2.317245, KL div.: 2.317245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5729 [D loss: 0.595541, acc.: 67.19%, KL div.: 0.304858] [G loss: 1.949109, KL div.: 1.949109, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5730 [D loss: 0.467790, acc.: 77.34%, KL div.: 0.275948] [G loss: 1.957027, KL div.: 1.957027, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5731 [D loss: 0.491724, acc.: 76.56%, KL div.: 0.259788] [G loss: 2.120766, KL div.: 2.120766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5732 [D loss: 0.518784, acc.: 72.27%, KL div.: 0.250415] [G loss: 2.247365, KL div.: 2.247365, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5733 [D loss: 0.520367, acc.: 73.05%, KL div.: 0.285940] [G loss: 1.980554, KL div.: 1.980554, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5734 [D loss: 0.498152, acc.: 73.05%, KL div.: 0.246325] [G loss: 1.756945, KL div.: 1.756945, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5735 [D loss: 0.506541, acc.: 73.44%, KL div.: 0.269184] [G loss: 2.043075, KL div.: 2.043075, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5736 [D loss: 0.426911, acc.: 78.52%, KL div.: 0.228268] [G loss: 2.296742, KL div.: 2.296742, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5737 [D loss: 0.532011, acc.: 75.78%, KL div.: 0.294716] [G loss: 1.681722, KL div.: 1.681722, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5738 [D loss: 0.453309, acc.: 78.52%, KL div.: 0.249912] [G loss: 2.058387, KL div.: 2.058387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5739 [D loss: 0.497217, acc.: 74.61%, KL div.: 0.257672] [G loss: 2.045793, KL div.: 2.045792, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5740 [D loss: 0.613741, acc.: 68.36%, KL div.: 0.308306] [G loss: 2.097023, KL div.: 2.097023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5741 [D loss: 0.510704, acc.: 73.05%, KL div.: 0.264699] [G loss: 2.057589, KL div.: 2.057589, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5742 [D loss: 0.540998, acc.: 70.70%, KL div.: 0.303548] [G loss: 2.069600, KL div.: 2.069600, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5743 [D loss: 0.525815, acc.: 71.88%, KL div.: 0.264677] [G loss: 1.987152, KL div.: 1.987152, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5744 [D loss: 0.529577, acc.: 70.31%, KL div.: 0.276541] [G loss: 1.929701, KL div.: 1.929701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5745 [D loss: 0.437723, acc.: 80.47%, KL div.: 0.241961] [G loss: 2.029421, KL div.: 2.029421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5746 [D loss: 0.509288, acc.: 71.48%, KL div.: 0.273905] [G loss: 1.891169, KL div.: 1.891169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5747 [D loss: 0.559169, acc.: 72.66%, KL div.: 0.312568] [G loss: 1.927587, KL div.: 1.927587, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5748 [D loss: 0.565062, acc.: 68.36%, KL div.: 0.286127] [G loss: 1.820685, KL div.: 1.820685, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5749 [D loss: 0.502486, acc.: 74.22%, KL div.: 0.273871] [G loss: 1.973846, KL div.: 1.973846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5750 [D loss: 0.477901, acc.: 76.56%, KL div.: 0.236314] [G loss: 1.998915, KL div.: 1.998915, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5751 [D loss: 0.479136, acc.: 77.73%, KL div.: 0.289769] [G loss: 2.152156, KL div.: 2.152156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5752 [D loss: 0.548207, acc.: 70.31%, KL div.: 0.256305] [G loss: 1.649484, KL div.: 1.649484, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5753 [D loss: 0.502972, acc.: 74.61%, KL div.: 0.267188] [G loss: 1.984697, KL div.: 1.984697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5754 [D loss: 0.510801, acc.: 75.78%, KL div.: 0.285727] [G loss: 2.027228, KL div.: 2.027228, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5755 [D loss: 0.513676, acc.: 73.05%, KL div.: 0.288340] [G loss: 2.086980, KL div.: 2.086980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5756 [D loss: 0.530786, acc.: 69.92%, KL div.: 0.233666] [G loss: 1.911017, KL div.: 1.911017, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5757 [D loss: 0.535201, acc.: 70.70%, KL div.: 0.278841] [G loss: 2.400213, KL div.: 2.400213, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5758 [D loss: 0.505053, acc.: 74.61%, KL div.: 0.309202] [G loss: 1.873060, KL div.: 1.873060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5759 [D loss: 0.553606, acc.: 69.14%, KL div.: 0.283421] [G loss: 1.941017, KL div.: 1.941017, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5760 [D loss: 0.491309, acc.: 75.78%, KL div.: 0.238947] [G loss: 1.984006, KL div.: 1.984006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5761 [D loss: 0.508589, acc.: 73.44%, KL div.: 0.299286] [G loss: 1.949280, KL div.: 1.949280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5762 [D loss: 0.541883, acc.: 69.53%, KL div.: 0.292344] [G loss: 2.112945, KL div.: 2.112945, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5763 [D loss: 0.502916, acc.: 72.27%, KL div.: 0.223093] [G loss: 1.650704, KL div.: 1.650704, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5764 [D loss: 0.464267, acc.: 75.00%, KL div.: 0.251684] [G loss: 1.949024, KL div.: 1.949024, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5765 [D loss: 0.543882, acc.: 74.22%, KL div.: 0.286563] [G loss: 2.127527, KL div.: 2.127527, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5766 [D loss: 0.510411, acc.: 73.05%, KL div.: 0.253387] [G loss: 2.231452, KL div.: 2.231452, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5767 [D loss: 0.509291, acc.: 72.27%, KL div.: 0.250032] [G loss: 2.178367, KL div.: 2.178367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5768 [D loss: 0.469136, acc.: 74.61%, KL div.: 0.256526] [G loss: 1.831843, KL div.: 1.831843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5769 [D loss: 0.577986, acc.: 70.70%, KL div.: 0.297345] [G loss: 1.865106, KL div.: 1.865106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5770 [D loss: 0.497502, acc.: 75.39%, KL div.: 0.258087] [G loss: 1.807824, KL div.: 1.807824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5771 [D loss: 0.520858, acc.: 73.83%, KL div.: 0.265793] [G loss: 2.043057, KL div.: 2.043057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5772 [D loss: 0.571734, acc.: 70.31%, KL div.: 0.309965] [G loss: 1.961438, KL div.: 1.961438, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5773 [D loss: 0.450111, acc.: 78.12%, KL div.: 0.246255] [G loss: 2.137769, KL div.: 2.137769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5774 [D loss: 0.530440, acc.: 71.09%, KL div.: 0.276704] [G loss: 1.859149, KL div.: 1.859149, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5775 [D loss: 0.543921, acc.: 73.05%, KL div.: 0.298159] [G loss: 2.236053, KL div.: 2.236053, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5776 [D loss: 0.574186, acc.: 66.02%, KL div.: 0.307023] [G loss: 2.077117, KL div.: 2.077117, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5777 [D loss: 0.511470, acc.: 75.39%, KL div.: 0.254021] [G loss: 1.675781, KL div.: 1.675781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5778 [D loss: 0.490917, acc.: 75.78%, KL div.: 0.248318] [G loss: 1.854416, KL div.: 1.854416, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5779 [D loss: 0.552311, acc.: 70.31%, KL div.: 0.315986] [G loss: 1.905461, KL div.: 1.905461, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5780 [D loss: 0.473975, acc.: 73.44%, KL div.: 0.269149] [G loss: 2.172090, KL div.: 2.172090, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5781 [D loss: 0.521675, acc.: 76.17%, KL div.: 0.252306] [G loss: 2.074426, KL div.: 2.074426, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5782 [D loss: 0.568005, acc.: 67.58%, KL div.: 0.318031] [G loss: 1.893362, KL div.: 1.893362, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5783 [D loss: 0.496918, acc.: 75.78%, KL div.: 0.244913] [G loss: 1.809538, KL div.: 1.809538, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5784 [D loss: 0.599328, acc.: 67.97%, KL div.: 0.346054] [G loss: 2.061030, KL div.: 2.061030, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5785 [D loss: 0.528574, acc.: 73.83%, KL div.: 0.287838] [G loss: 1.671779, KL div.: 1.671779, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5786 [D loss: 0.519179, acc.: 71.48%, KL div.: 0.254596] [G loss: 2.265532, KL div.: 2.265532, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5787 [D loss: 0.498191, acc.: 74.61%, KL div.: 0.252262] [G loss: 2.106001, KL div.: 2.106001, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5788 [D loss: 0.549904, acc.: 71.48%, KL div.: 0.298679] [G loss: 1.719891, KL div.: 1.719891, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5789 [D loss: 0.527818, acc.: 72.27%, KL div.: 0.269513] [G loss: 2.232935, KL div.: 2.232935, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5790 [D loss: 0.560147, acc.: 72.66%, KL div.: 0.303461] [G loss: 1.708039, KL div.: 1.708039, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5791 [D loss: 0.502216, acc.: 73.83%, KL div.: 0.264300] [G loss: 2.127147, KL div.: 2.127147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5792 [D loss: 0.547254, acc.: 71.09%, KL div.: 0.284069] [G loss: 2.014160, KL div.: 2.014160, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5793 [D loss: 0.579886, acc.: 69.14%, KL div.: 0.323303] [G loss: 1.789571, KL div.: 1.789571, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5794 [D loss: 0.503031, acc.: 75.78%, KL div.: 0.267894] [G loss: 1.838135, KL div.: 1.838135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5795 [D loss: 0.499429, acc.: 74.22%, KL div.: 0.267633] [G loss: 1.750928, KL div.: 1.750928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5796 [D loss: 0.530346, acc.: 72.27%, KL div.: 0.293401] [G loss: 2.027630, KL div.: 2.027630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5797 [D loss: 0.531858, acc.: 73.83%, KL div.: 0.299124] [G loss: 2.110597, KL div.: 2.110597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5798 [D loss: 0.454615, acc.: 78.12%, KL div.: 0.238999] [G loss: 1.940442, KL div.: 1.940442, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5799 [D loss: 0.518840, acc.: 74.22%, KL div.: 0.247324] [G loss: 1.819171, KL div.: 1.819171, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 71ms/step
4/4 [==============================] - 1s 74ms/step
5800 [D loss: 0.489188, acc.: 76.56%, KL div.: 0.280552] [G loss: 2.181695, KL div.: 2.181695, FID: 42.630769]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 75ms/step
5801 [D loss: 0.502170, acc.: 73.83%, KL div.: 0.262836] [G loss: 1.814955, KL div.: 1.814955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5802 [D loss: 0.493584, acc.: 73.83%, KL div.: 0.254977] [G loss: 2.147567, KL div.: 2.147567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5803 [D loss: 0.461385, acc.: 75.39%, KL div.: 0.228437] [G loss: 2.246218, KL div.: 2.246218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5804 [D loss: 0.534000, acc.: 73.44%, KL div.: 0.315263] [G loss: 1.882844, KL div.: 1.882844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5805 [D loss: 0.501185, acc.: 69.92%, KL div.: 0.268988] [G loss: 1.735371, KL div.: 1.735371, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5806 [D loss: 0.559481, acc.: 67.58%, KL div.: 0.275365] [G loss: 1.763184, KL div.: 1.763185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5807 [D loss: 0.455752, acc.: 76.95%, KL div.: 0.220555] [G loss: 2.155624, KL div.: 2.155624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5808 [D loss: 0.465766, acc.: 76.56%, KL div.: 0.237559] [G loss: 2.077928, KL div.: 2.077928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5809 [D loss: 0.538266, acc.: 69.92%, KL div.: 0.320296] [G loss: 2.211750, KL div.: 2.211750, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5810 [D loss: 0.450713, acc.: 78.12%, KL div.: 0.210248] [G loss: 1.880870, KL div.: 1.880870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5811 [D loss: 0.537297, acc.: 73.05%, KL div.: 0.285984] [G loss: 1.924761, KL div.: 1.924761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5812 [D loss: 0.506504, acc.: 71.09%, KL div.: 0.237818] [G loss: 1.996847, KL div.: 1.996847, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5813 [D loss: 0.450920, acc.: 79.30%, KL div.: 0.250997] [G loss: 1.826699, KL div.: 1.826699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5814 [D loss: 0.490940, acc.: 75.78%, KL div.: 0.271241] [G loss: 2.055186, KL div.: 2.055186, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5815 [D loss: 0.523483, acc.: 71.48%, KL div.: 0.284310] [G loss: 2.165595, KL div.: 2.165595, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5816 [D loss: 0.477671, acc.: 77.34%, KL div.: 0.242999] [G loss: 2.191840, KL div.: 2.191840, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5817 [D loss: 0.569759, acc.: 71.48%, KL div.: 0.317134] [G loss: 1.830454, KL div.: 1.830454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5818 [D loss: 0.530582, acc.: 69.53%, KL div.: 0.275298] [G loss: 1.760656, KL div.: 1.760656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5819 [D loss: 0.538685, acc.: 71.48%, KL div.: 0.297756] [G loss: 1.792300, KL div.: 1.792300, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5820 [D loss: 0.563797, acc.: 67.97%, KL div.: 0.254369] [G loss: 2.087842, KL div.: 2.087843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5821 [D loss: 0.570963, acc.: 67.97%, KL div.: 0.278474] [G loss: 1.724286, KL div.: 1.724286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5822 [D loss: 0.481455, acc.: 76.17%, KL div.: 0.275174] [G loss: 1.840996, KL div.: 1.840996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5823 [D loss: 0.550224, acc.: 69.14%, KL div.: 0.313037] [G loss: 2.005292, KL div.: 2.005292, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5824 [D loss: 0.506209, acc.: 74.61%, KL div.: 0.230209] [G loss: 1.873201, KL div.: 1.873201, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5825 [D loss: 0.496096, acc.: 73.83%, KL div.: 0.248059] [G loss: 1.876877, KL div.: 1.876877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5826 [D loss: 0.528536, acc.: 72.66%, KL div.: 0.307649] [G loss: 1.847625, KL div.: 1.847625, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5827 [D loss: 0.523846, acc.: 71.88%, KL div.: 0.254553] [G loss: 1.917323, KL div.: 1.917323, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5828 [D loss: 0.533915, acc.: 71.88%, KL div.: 0.282151] [G loss: 2.244081, KL div.: 2.244081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5829 [D loss: 0.509400, acc.: 72.66%, KL div.: 0.282284] [G loss: 1.913114, KL div.: 1.913114, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5830 [D loss: 0.509930, acc.: 73.83%, KL div.: 0.262892] [G loss: 2.198460, KL div.: 2.198460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5831 [D loss: 0.550117, acc.: 68.75%, KL div.: 0.292567] [G loss: 1.778126, KL div.: 1.778126, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5832 [D loss: 0.491785, acc.: 75.78%, KL div.: 0.243668] [G loss: 1.685145, KL div.: 1.685145, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5833 [D loss: 0.496566, acc.: 73.05%, KL div.: 0.248728] [G loss: 2.004486, KL div.: 2.004486, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5834 [D loss: 0.559484, acc.: 69.53%, KL div.: 0.320057] [G loss: 1.792680, KL div.: 1.792680, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5835 [D loss: 0.524063, acc.: 73.05%, KL div.: 0.251560] [G loss: 1.584312, KL div.: 1.584312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5836 [D loss: 0.597722, acc.: 68.36%, KL div.: 0.290824] [G loss: 1.763201, KL div.: 1.763201, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5837 [D loss: 0.478962, acc.: 75.39%, KL div.: 0.262059] [G loss: 1.813015, KL div.: 1.813015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5838 [D loss: 0.515395, acc.: 75.39%, KL div.: 0.292494] [G loss: 1.847625, KL div.: 1.847625, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5839 [D loss: 0.563313, acc.: 66.02%, KL div.: 0.306106] [G loss: 2.152335, KL div.: 2.152335, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5840 [D loss: 0.580496, acc.: 71.88%, KL div.: 0.272179] [G loss: 1.865583, KL div.: 1.865583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5841 [D loss: 0.499936, acc.: 74.22%, KL div.: 0.251583] [G loss: 2.111050, KL div.: 2.111050, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5842 [D loss: 0.547237, acc.: 70.70%, KL div.: 0.322986] [G loss: 1.713933, KL div.: 1.713933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5843 [D loss: 0.568730, acc.: 67.19%, KL div.: 0.287266] [G loss: 1.834805, KL div.: 1.834805, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5844 [D loss: 0.473079, acc.: 77.34%, KL div.: 0.258151] [G loss: 2.123194, KL div.: 2.123194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5845 [D loss: 0.514257, acc.: 72.27%, KL div.: 0.252580] [G loss: 1.980060, KL div.: 1.980060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5846 [D loss: 0.465985, acc.: 77.34%, KL div.: 0.247752] [G loss: 2.023134, KL div.: 2.023134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5847 [D loss: 0.477063, acc.: 78.91%, KL div.: 0.246278] [G loss: 2.083189, KL div.: 2.083189, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5848 [D loss: 0.507546, acc.: 73.83%, KL div.: 0.259473] [G loss: 2.030194, KL div.: 2.030194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5849 [D loss: 0.577272, acc.: 66.41%, KL div.: 0.317806] [G loss: 1.888499, KL div.: 1.888499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5850 [D loss: 0.561657, acc.: 69.53%, KL div.: 0.309568] [G loss: 1.652149, KL div.: 1.652149, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5851 [D loss: 0.594750, acc.: 67.97%, KL div.: 0.324338] [G loss: 2.071635, KL div.: 2.071635, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5852 [D loss: 0.424660, acc.: 81.25%, KL div.: 0.193694] [G loss: 2.251409, KL div.: 2.251409, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5853 [D loss: 0.508921, acc.: 71.88%, KL div.: 0.266505] [G loss: 2.262468, KL div.: 2.262468, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5854 [D loss: 0.567540, acc.: 67.58%, KL div.: 0.287320] [G loss: 1.560499, KL div.: 1.560499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5855 [D loss: 0.412850, acc.: 79.30%, KL div.: 0.222794] [G loss: 1.947005, KL div.: 1.947005, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5856 [D loss: 0.589002, acc.: 67.97%, KL div.: 0.321237] [G loss: 1.768237, KL div.: 1.768237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5857 [D loss: 0.533813, acc.: 73.44%, KL div.: 0.266549] [G loss: 1.886569, KL div.: 1.886569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5858 [D loss: 0.529835, acc.: 71.48%, KL div.: 0.287607] [G loss: 2.131688, KL div.: 2.131688, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5859 [D loss: 0.506916, acc.: 73.05%, KL div.: 0.250009] [G loss: 1.868545, KL div.: 1.868545, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5860 [D loss: 0.505968, acc.: 74.61%, KL div.: 0.269153] [G loss: 2.109454, KL div.: 2.109454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5861 [D loss: 0.500953, acc.: 75.00%, KL div.: 0.239117] [G loss: 1.791922, KL div.: 1.791922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5862 [D loss: 0.510510, acc.: 73.83%, KL div.: 0.290061] [G loss: 1.873472, KL div.: 1.873473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5863 [D loss: 0.533940, acc.: 73.44%, KL div.: 0.287378] [G loss: 1.980123, KL div.: 1.980123, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5864 [D loss: 0.549715, acc.: 69.92%, KL div.: 0.277139] [G loss: 1.913177, KL div.: 1.913177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5865 [D loss: 0.551055, acc.: 72.27%, KL div.: 0.297479] [G loss: 1.687992, KL div.: 1.687992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5866 [D loss: 0.545142, acc.: 72.66%, KL div.: 0.287412] [G loss: 2.018147, KL div.: 2.018147, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5867 [D loss: 0.487380, acc.: 71.48%, KL div.: 0.262736] [G loss: 2.484805, KL div.: 2.484805, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5868 [D loss: 0.553501, acc.: 66.41%, KL div.: 0.256305] [G loss: 2.016740, KL div.: 2.016740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5869 [D loss: 0.452212, acc.: 80.86%, KL div.: 0.245858] [G loss: 2.212177, KL div.: 2.212177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5870 [D loss: 0.501870, acc.: 73.83%, KL div.: 0.266705] [G loss: 2.088905, KL div.: 2.088905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5871 [D loss: 0.518155, acc.: 73.44%, KL div.: 0.288404] [G loss: 1.876013, KL div.: 1.876013, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5872 [D loss: 0.498301, acc.: 71.88%, KL div.: 0.235783] [G loss: 1.789653, KL div.: 1.789653, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5873 [D loss: 0.542310, acc.: 69.53%, KL div.: 0.296857] [G loss: 1.920774, KL div.: 1.920774, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5874 [D loss: 0.436803, acc.: 80.86%, KL div.: 0.224348] [G loss: 2.161093, KL div.: 2.161093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5875 [D loss: 0.461059, acc.: 76.95%, KL div.: 0.239422] [G loss: 2.042085, KL div.: 2.042085, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5876 [D loss: 0.561403, acc.: 68.36%, KL div.: 0.320272] [G loss: 2.025093, KL div.: 2.025093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5877 [D loss: 0.490767, acc.: 73.44%, KL div.: 0.245242] [G loss: 2.256622, KL div.: 2.256622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5878 [D loss: 0.571499, acc.: 68.75%, KL div.: 0.294219] [G loss: 2.075244, KL div.: 2.075244, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5879 [D loss: 0.513102, acc.: 72.27%, KL div.: 0.257080] [G loss: 2.272842, KL div.: 2.272842, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5880 [D loss: 0.487030, acc.: 78.52%, KL div.: 0.237451] [G loss: 1.947481, KL div.: 1.947481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5881 [D loss: 0.530074, acc.: 71.88%, KL div.: 0.290024] [G loss: 2.221825, KL div.: 2.221825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5882 [D loss: 0.510470, acc.: 76.95%, KL div.: 0.313509] [G loss: 1.830922, KL div.: 1.830922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5883 [D loss: 0.535096, acc.: 70.31%, KL div.: 0.259753] [G loss: 1.938074, KL div.: 1.938074, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5884 [D loss: 0.446178, acc.: 79.30%, KL div.: 0.236000] [G loss: 2.136581, KL div.: 2.136581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5885 [D loss: 0.564545, acc.: 68.75%, KL div.: 0.296835] [G loss: 1.699743, KL div.: 1.699743, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5886 [D loss: 0.528012, acc.: 71.09%, KL div.: 0.246451] [G loss: 1.938025, KL div.: 1.938025, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5887 [D loss: 0.530564, acc.: 69.92%, KL div.: 0.274191] [G loss: 2.361162, KL div.: 2.361162, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5888 [D loss: 0.533217, acc.: 71.09%, KL div.: 0.296710] [G loss: 1.733848, KL div.: 1.733848, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5889 [D loss: 0.535845, acc.: 70.70%, KL div.: 0.256368] [G loss: 1.756697, KL div.: 1.756697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5890 [D loss: 0.515563, acc.: 74.61%, KL div.: 0.281824] [G loss: 2.154524, KL div.: 2.154524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5891 [D loss: 0.538205, acc.: 73.44%, KL div.: 0.301320] [G loss: 2.055728, KL div.: 2.055728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5892 [D loss: 0.575002, acc.: 67.58%, KL div.: 0.307364] [G loss: 1.694685, KL div.: 1.694685, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5893 [D loss: 0.565814, acc.: 67.58%, KL div.: 0.278482] [G loss: 1.908332, KL div.: 1.908332, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5894 [D loss: 0.544946, acc.: 70.31%, KL div.: 0.293156] [G loss: 2.008270, KL div.: 2.008270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5895 [D loss: 0.459952, acc.: 77.34%, KL div.: 0.267821] [G loss: 2.231493, KL div.: 2.231493, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5896 [D loss: 0.530439, acc.: 69.14%, KL div.: 0.249499] [G loss: 2.152606, KL div.: 2.152606, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5897 [D loss: 0.492896, acc.: 72.27%, KL div.: 0.277121] [G loss: 2.213552, KL div.: 2.213552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5898 [D loss: 0.578760, acc.: 66.02%, KL div.: 0.275275] [G loss: 1.799406, KL div.: 1.799406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5899 [D loss: 0.498783, acc.: 74.61%, KL div.: 0.265770] [G loss: 2.087580, KL div.: 2.087580, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 70ms/step
4/4 [==============================] - 1s 76ms/step
5900 [D loss: 0.602259, acc.: 65.23%, KL div.: 0.336984] [G loss: 2.290199, KL div.: 2.290200, FID: 40.108828]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 70ms/step
5901 [D loss: 0.453284, acc.: 78.12%, KL div.: 0.224082] [G loss: 1.942631, KL div.: 1.942631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5902 [D loss: 0.553987, acc.: 71.48%, KL div.: 0.295185] [G loss: 1.949929, KL div.: 1.949929, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5903 [D loss: 0.532650, acc.: 70.31%, KL div.: 0.265597] [G loss: 1.957322, KL div.: 1.957322, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5904 [D loss: 0.531561, acc.: 68.75%, KL div.: 0.277294] [G loss: 1.923986, KL div.: 1.923986, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5905 [D loss: 0.562268, acc.: 68.36%, KL div.: 0.299259] [G loss: 1.714228, KL div.: 1.714228, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5906 [D loss: 0.499190, acc.: 73.44%, KL div.: 0.271613] [G loss: 1.883724, KL div.: 1.883724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5907 [D loss: 0.521312, acc.: 73.83%, KL div.: 0.239110] [G loss: 1.846332, KL div.: 1.846332, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5908 [D loss: 0.484190, acc.: 74.61%, KL div.: 0.259450] [G loss: 2.029349, KL div.: 2.029349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5909 [D loss: 0.503768, acc.: 72.66%, KL div.: 0.248242] [G loss: 2.023567, KL div.: 2.023567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5910 [D loss: 0.515197, acc.: 73.05%, KL div.: 0.290500] [G loss: 2.188906, KL div.: 2.188906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5911 [D loss: 0.486417, acc.: 75.00%, KL div.: 0.249480] [G loss: 1.877975, KL div.: 1.877975, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5912 [D loss: 0.502681, acc.: 74.61%, KL div.: 0.270280] [G loss: 1.796736, KL div.: 1.796736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5913 [D loss: 0.530804, acc.: 71.09%, KL div.: 0.270566] [G loss: 1.893742, KL div.: 1.893742, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5914 [D loss: 0.496749, acc.: 73.05%, KL div.: 0.246262] [G loss: 1.955549, KL div.: 1.955549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5915 [D loss: 0.528795, acc.: 71.88%, KL div.: 0.288067] [G loss: 1.912976, KL div.: 1.912976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5916 [D loss: 0.599916, acc.: 66.41%, KL div.: 0.321129] [G loss: 2.200513, KL div.: 2.200513, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5917 [D loss: 0.477469, acc.: 76.56%, KL div.: 0.252632] [G loss: 1.966162, KL div.: 1.966162, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5918 [D loss: 0.524319, acc.: 72.27%, KL div.: 0.297099] [G loss: 2.221351, KL div.: 2.221351, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5919 [D loss: 0.539619, acc.: 69.92%, KL div.: 0.282407] [G loss: 1.727702, KL div.: 1.727702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5920 [D loss: 0.539050, acc.: 69.14%, KL div.: 0.261032] [G loss: 1.629618, KL div.: 1.629618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5921 [D loss: 0.462738, acc.: 75.39%, KL div.: 0.239308] [G loss: 1.920795, KL div.: 1.920795, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5922 [D loss: 0.565880, acc.: 69.92%, KL div.: 0.284256] [G loss: 1.941099, KL div.: 1.941099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5923 [D loss: 0.469287, acc.: 75.78%, KL div.: 0.266356] [G loss: 2.200027, KL div.: 2.200027, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5924 [D loss: 0.605345, acc.: 67.19%, KL div.: 0.306543] [G loss: 1.774235, KL div.: 1.774235, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5925 [D loss: 0.545137, acc.: 71.88%, KL div.: 0.297586] [G loss: 1.852678, KL div.: 1.852678, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5926 [D loss: 0.493870, acc.: 74.22%, KL div.: 0.242267] [G loss: 1.816649, KL div.: 1.816649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5927 [D loss: 0.536114, acc.: 72.27%, KL div.: 0.274141] [G loss: 1.882290, KL div.: 1.882290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5928 [D loss: 0.450142, acc.: 79.69%, KL div.: 0.254052] [G loss: 2.068897, KL div.: 2.068897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5929 [D loss: 0.512792, acc.: 73.83%, KL div.: 0.256122] [G loss: 2.046913, KL div.: 2.046913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5930 [D loss: 0.525215, acc.: 70.70%, KL div.: 0.290450] [G loss: 1.922489, KL div.: 1.922489, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5931 [D loss: 0.536686, acc.: 71.09%, KL div.: 0.270255] [G loss: 1.737004, KL div.: 1.737004, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5932 [D loss: 0.517642, acc.: 71.09%, KL div.: 0.259612] [G loss: 1.955604, KL div.: 1.955604, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5933 [D loss: 0.578074, acc.: 67.19%, KL div.: 0.326639] [G loss: 2.205173, KL div.: 2.205173, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5934 [D loss: 0.447367, acc.: 79.69%, KL div.: 0.214733] [G loss: 2.079257, KL div.: 2.079257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5935 [D loss: 0.489384, acc.: 73.44%, KL div.: 0.231019] [G loss: 1.990847, KL div.: 1.990847, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5936 [D loss: 0.486299, acc.: 72.66%, KL div.: 0.276901] [G loss: 2.200485, KL div.: 2.200485, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5937 [D loss: 0.615695, acc.: 66.02%, KL div.: 0.317390] [G loss: 1.425197, KL div.: 1.425197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5938 [D loss: 0.485461, acc.: 75.39%, KL div.: 0.236359] [G loss: 1.830177, KL div.: 1.830177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5939 [D loss: 0.518383, acc.: 73.05%, KL div.: 0.288423] [G loss: 2.095495, KL div.: 2.095495, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5940 [D loss: 0.526837, acc.: 73.83%, KL div.: 0.298430] [G loss: 1.995218, KL div.: 1.995218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5941 [D loss: 0.552711, acc.: 68.75%, KL div.: 0.270351] [G loss: 1.799038, KL div.: 1.799038, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5942 [D loss: 0.483710, acc.: 78.52%, KL div.: 0.266509] [G loss: 2.220077, KL div.: 2.220077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5943 [D loss: 0.562633, acc.: 68.75%, KL div.: 0.306583] [G loss: 1.831240, KL div.: 1.831240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5944 [D loss: 0.519628, acc.: 74.22%, KL div.: 0.304879] [G loss: 2.178781, KL div.: 2.178781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5945 [D loss: 0.527930, acc.: 71.48%, KL div.: 0.260184] [G loss: 2.046004, KL div.: 2.046004, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5946 [D loss: 0.527768, acc.: 72.66%, KL div.: 0.241612] [G loss: 1.910255, KL div.: 1.910255, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5947 [D loss: 0.518025, acc.: 73.05%, KL div.: 0.303040] [G loss: 2.044958, KL div.: 2.044958, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5948 [D loss: 0.514726, acc.: 71.88%, KL div.: 0.267111] [G loss: 1.604262, KL div.: 1.604262, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5949 [D loss: 0.540317, acc.: 70.31%, KL div.: 0.264523] [G loss: 2.141912, KL div.: 2.141912, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5950 [D loss: 0.516745, acc.: 74.22%, KL div.: 0.263055] [G loss: 1.566893, KL div.: 1.566893, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5951 [D loss: 0.507190, acc.: 71.48%, KL div.: 0.255929] [G loss: 1.791612, KL div.: 1.791612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5952 [D loss: 0.477047, acc.: 75.39%, KL div.: 0.277132] [G loss: 1.994889, KL div.: 1.994889, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5953 [D loss: 0.543017, acc.: 69.92%, KL div.: 0.247316] [G loss: 1.704033, KL div.: 1.704033, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5954 [D loss: 0.522886, acc.: 73.05%, KL div.: 0.276365] [G loss: 1.846009, KL div.: 1.846009, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5955 [D loss: 0.521769, acc.: 74.61%, KL div.: 0.291397] [G loss: 1.886091, KL div.: 1.886091, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5956 [D loss: 0.520088, acc.: 71.09%, KL div.: 0.233614] [G loss: 2.163077, KL div.: 2.163077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5957 [D loss: 0.509115, acc.: 69.14%, KL div.: 0.269523] [G loss: 2.129415, KL div.: 2.129415, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5958 [D loss: 0.565958, acc.: 70.31%, KL div.: 0.327808] [G loss: 2.331903, KL div.: 2.331903, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5959 [D loss: 0.518339, acc.: 71.48%, KL div.: 0.249529] [G loss: 1.907139, KL div.: 1.907139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5960 [D loss: 0.514567, acc.: 71.48%, KL div.: 0.288933] [G loss: 1.819630, KL div.: 1.819630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5961 [D loss: 0.497720, acc.: 71.88%, KL div.: 0.246739] [G loss: 2.027010, KL div.: 2.027010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5962 [D loss: 0.502383, acc.: 73.83%, KL div.: 0.279610] [G loss: 2.337595, KL div.: 2.337595, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5963 [D loss: 0.460083, acc.: 76.95%, KL div.: 0.234373] [G loss: 2.127178, KL div.: 2.127178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5964 [D loss: 0.559460, acc.: 66.41%, KL div.: 0.274456] [G loss: 1.714267, KL div.: 1.714267, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
5965 [D loss: 0.539830, acc.: 69.92%, KL div.: 0.283558] [G loss: 2.118524, KL div.: 2.118524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5966 [D loss: 0.532000, acc.: 71.88%, KL div.: 0.309499] [G loss: 1.764432, KL div.: 1.764432, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5967 [D loss: 0.496823, acc.: 73.44%, KL div.: 0.235103] [G loss: 2.075529, KL div.: 2.075529, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5968 [D loss: 0.513611, acc.: 75.78%, KL div.: 0.263509] [G loss: 1.818031, KL div.: 1.818031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5969 [D loss: 0.549820, acc.: 70.31%, KL div.: 0.279836] [G loss: 1.556440, KL div.: 1.556440, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5970 [D loss: 0.480073, acc.: 77.34%, KL div.: 0.297963] [G loss: 1.928536, KL div.: 1.928536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5971 [D loss: 0.545740, acc.: 70.31%, KL div.: 0.297811] [G loss: 1.949442, KL div.: 1.949442, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5972 [D loss: 0.527537, acc.: 71.88%, KL div.: 0.262066] [G loss: 2.314618, KL div.: 2.314618, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
5973 [D loss: 0.533786, acc.: 73.83%, KL div.: 0.300735] [G loss: 1.814468, KL div.: 1.814468, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5974 [D loss: 0.508043, acc.: 75.78%, KL div.: 0.249665] [G loss: 2.068730, KL div.: 2.068730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5975 [D loss: 0.516699, acc.: 73.83%, KL div.: 0.274854] [G loss: 1.869041, KL div.: 1.869041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5976 [D loss: 0.473471, acc.: 78.52%, KL div.: 0.296939] [G loss: 2.042574, KL div.: 2.042574, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5977 [D loss: 0.517822, acc.: 69.14%, KL div.: 0.239204] [G loss: 1.864767, KL div.: 1.864767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5978 [D loss: 0.541941, acc.: 70.31%, KL div.: 0.256240] [G loss: 1.735829, KL div.: 1.735829, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
5979 [D loss: 0.467177, acc.: 78.91%, KL div.: 0.227959] [G loss: 1.698417, KL div.: 1.698417, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5980 [D loss: 0.523646, acc.: 70.70%, KL div.: 0.293110] [G loss: 1.968103, KL div.: 1.968103, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5981 [D loss: 0.531506, acc.: 72.27%, KL div.: 0.300282] [G loss: 1.993887, KL div.: 1.993887, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5982 [D loss: 0.519730, acc.: 71.48%, KL div.: 0.267520] [G loss: 1.799062, KL div.: 1.799062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5983 [D loss: 0.532693, acc.: 70.31%, KL div.: 0.273790] [G loss: 1.885219, KL div.: 1.885219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5984 [D loss: 0.501054, acc.: 75.00%, KL div.: 0.275840] [G loss: 1.977379, KL div.: 1.977379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5985 [D loss: 0.559208, acc.: 68.36%, KL div.: 0.300421] [G loss: 2.369900, KL div.: 2.369900, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5986 [D loss: 0.487761, acc.: 77.73%, KL div.: 0.245994] [G loss: 1.978766, KL div.: 1.978766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5987 [D loss: 0.503854, acc.: 73.83%, KL div.: 0.264036] [G loss: 2.049898, KL div.: 2.049898, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5988 [D loss: 0.502494, acc.: 74.22%, KL div.: 0.275227] [G loss: 1.869353, KL div.: 1.869354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5989 [D loss: 0.472106, acc.: 76.17%, KL div.: 0.221849] [G loss: 1.653183, KL div.: 1.653183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5990 [D loss: 0.483895, acc.: 74.22%, KL div.: 0.240763] [G loss: 1.817220, KL div.: 1.817220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5991 [D loss: 0.570370, acc.: 71.09%, KL div.: 0.330085] [G loss: 1.897468, KL div.: 1.897468, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5992 [D loss: 0.464416, acc.: 76.56%, KL div.: 0.235300] [G loss: 1.760889, KL div.: 1.760889, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5993 [D loss: 0.569839, acc.: 69.14%, KL div.: 0.290993] [G loss: 1.765003, KL div.: 1.765003, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5994 [D loss: 0.513847, acc.: 72.66%, KL div.: 0.286592] [G loss: 1.906379, KL div.: 1.906379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5995 [D loss: 0.544797, acc.: 70.31%, KL div.: 0.276941] [G loss: 1.804471, KL div.: 1.804471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5996 [D loss: 0.535657, acc.: 69.53%, KL div.: 0.275807] [G loss: 1.995889, KL div.: 1.995889, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5997 [D loss: 0.504883, acc.: 75.78%, KL div.: 0.279698] [G loss: 2.160308, KL div.: 2.160308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5998 [D loss: 0.479437, acc.: 74.22%, KL div.: 0.254403] [G loss: 2.096883, KL div.: 2.096883, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
5999 [D loss: 0.511159, acc.: 73.83%, KL div.: 0.283132] [G loss: 1.799165, KL div.: 1.799165, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 58ms/step
4/4 [==============================] - 1s 65ms/step
6000 [D loss: 0.616792, acc.: 62.89%, KL div.: 0.283559] [G loss: 1.883535, KL div.: 1.883535, FID: 40.502224]
1/1 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 75ms/step
6001 [D loss: 0.527517, acc.: 68.75%, KL div.: 0.262893] [G loss: 2.106612, KL div.: 2.106612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6002 [D loss: 0.508329, acc.: 76.17%, KL div.: 0.281960] [G loss: 1.778687, KL div.: 1.778687, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6003 [D loss: 0.527556, acc.: 69.53%, KL div.: 0.284950] [G loss: 1.872843, KL div.: 1.872843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6004 [D loss: 0.551732, acc.: 72.66%, KL div.: 0.291292] [G loss: 1.524782, KL div.: 1.524782, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6005 [D loss: 0.475916, acc.: 76.95%, KL div.: 0.253448] [G loss: 2.074811, KL div.: 2.074811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6006 [D loss: 0.603060, acc.: 66.41%, KL div.: 0.295044] [G loss: 1.831252, KL div.: 1.831252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6007 [D loss: 0.558584, acc.: 68.75%, KL div.: 0.320354] [G loss: 1.879268, KL div.: 1.879267, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6008 [D loss: 0.507207, acc.: 73.44%, KL div.: 0.275256] [G loss: 2.043237, KL div.: 2.043237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6009 [D loss: 0.564368, acc.: 65.62%, KL div.: 0.260580] [G loss: 1.717533, KL div.: 1.717533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6010 [D loss: 0.515125, acc.: 73.44%, KL div.: 0.253355] [G loss: 1.885608, KL div.: 1.885608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6011 [D loss: 0.490690, acc.: 73.05%, KL div.: 0.283568] [G loss: 1.878429, KL div.: 1.878429, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6012 [D loss: 0.508326, acc.: 75.39%, KL div.: 0.273697] [G loss: 1.983727, KL div.: 1.983727, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6013 [D loss: 0.550590, acc.: 69.53%, KL div.: 0.293596] [G loss: 1.888453, KL div.: 1.888453, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6014 [D loss: 0.500859, acc.: 73.44%, KL div.: 0.252943] [G loss: 1.795436, KL div.: 1.795436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6015 [D loss: 0.534770, acc.: 69.92%, KL div.: 0.283284] [G loss: 1.857730, KL div.: 1.857730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6016 [D loss: 0.522805, acc.: 71.48%, KL div.: 0.293506] [G loss: 2.221620, KL div.: 2.221620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6017 [D loss: 0.536233, acc.: 72.27%, KL div.: 0.293189] [G loss: 2.083112, KL div.: 2.083112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6018 [D loss: 0.454373, acc.: 76.56%, KL div.: 0.227177] [G loss: 1.988612, KL div.: 1.988612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6019 [D loss: 0.500996, acc.: 71.09%, KL div.: 0.245003] [G loss: 2.403406, KL div.: 2.403406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6020 [D loss: 0.542244, acc.: 69.53%, KL div.: 0.279674] [G loss: 1.751161, KL div.: 1.751161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6021 [D loss: 0.527026, acc.: 76.95%, KL div.: 0.250840] [G loss: 1.621153, KL div.: 1.621153, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6022 [D loss: 0.487467, acc.: 76.17%, KL div.: 0.253945] [G loss: 2.165093, KL div.: 2.165093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6023 [D loss: 0.524010, acc.: 72.66%, KL div.: 0.327265] [G loss: 2.178536, KL div.: 2.178536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6024 [D loss: 0.574613, acc.: 68.75%, KL div.: 0.288401] [G loss: 1.649566, KL div.: 1.649566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6025 [D loss: 0.541362, acc.: 69.53%, KL div.: 0.239036] [G loss: 1.979139, KL div.: 1.979139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6026 [D loss: 0.477140, acc.: 74.22%, KL div.: 0.279601] [G loss: 2.182950, KL div.: 2.182950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6027 [D loss: 0.475770, acc.: 75.78%, KL div.: 0.250130] [G loss: 1.899434, KL div.: 1.899434, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6028 [D loss: 0.508912, acc.: 72.66%, KL div.: 0.282996] [G loss: 2.128483, KL div.: 2.128483, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6029 [D loss: 0.524971, acc.: 73.83%, KL div.: 0.278310] [G loss: 1.862210, KL div.: 1.862210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6030 [D loss: 0.563263, acc.: 67.19%, KL div.: 0.274513] [G loss: 1.951138, KL div.: 1.951138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6031 [D loss: 0.436936, acc.: 80.08%, KL div.: 0.229996] [G loss: 2.390993, KL div.: 2.390993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6032 [D loss: 0.513371, acc.: 74.61%, KL div.: 0.291392] [G loss: 1.479989, KL div.: 1.479989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6033 [D loss: 0.471451, acc.: 75.00%, KL div.: 0.210571] [G loss: 2.197737, KL div.: 2.197737, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6034 [D loss: 0.471593, acc.: 78.12%, KL div.: 0.276792] [G loss: 2.050670, KL div.: 2.050670, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6035 [D loss: 0.523553, acc.: 72.27%, KL div.: 0.292315] [G loss: 1.952996, KL div.: 1.952996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6036 [D loss: 0.511450, acc.: 73.83%, KL div.: 0.244479] [G loss: 1.752958, KL div.: 1.752958, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6037 [D loss: 0.557813, acc.: 69.92%, KL div.: 0.293089] [G loss: 2.028894, KL div.: 2.028894, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6038 [D loss: 0.438400, acc.: 80.47%, KL div.: 0.223101] [G loss: 1.748515, KL div.: 1.748515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6039 [D loss: 0.544980, acc.: 70.70%, KL div.: 0.282132] [G loss: 1.603495, KL div.: 1.603495, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6040 [D loss: 0.491780, acc.: 73.83%, KL div.: 0.272484] [G loss: 2.060364, KL div.: 2.060364, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6041 [D loss: 0.482063, acc.: 77.73%, KL div.: 0.232373] [G loss: 2.150501, KL div.: 2.150501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6042 [D loss: 0.590047, acc.: 66.02%, KL div.: 0.311526] [G loss: 1.719602, KL div.: 1.719602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6043 [D loss: 0.494581, acc.: 72.66%, KL div.: 0.287071] [G loss: 1.961931, KL div.: 1.961931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6044 [D loss: 0.547137, acc.: 69.53%, KL div.: 0.286646] [G loss: 1.701111, KL div.: 1.701111, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6045 [D loss: 0.505899, acc.: 72.27%, KL div.: 0.238053] [G loss: 1.669906, KL div.: 1.669906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6046 [D loss: 0.543866, acc.: 71.48%, KL div.: 0.264228] [G loss: 2.194032, KL div.: 2.194032, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6047 [D loss: 0.518229, acc.: 75.39%, KL div.: 0.289946] [G loss: 2.141968, KL div.: 2.141968, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6048 [D loss: 0.578659, acc.: 71.09%, KL div.: 0.303592] [G loss: 1.780306, KL div.: 1.780305, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6049 [D loss: 0.499475, acc.: 76.56%, KL div.: 0.272194] [G loss: 2.258039, KL div.: 2.258039, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6050 [D loss: 0.541666, acc.: 67.97%, KL div.: 0.280285] [G loss: 1.823614, KL div.: 1.823614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6051 [D loss: 0.480741, acc.: 77.73%, KL div.: 0.224501] [G loss: 1.770561, KL div.: 1.770561, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6052 [D loss: 0.486814, acc.: 75.78%, KL div.: 0.305165] [G loss: 2.063245, KL div.: 2.063245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6053 [D loss: 0.524920, acc.: 72.27%, KL div.: 0.235560] [G loss: 1.880043, KL div.: 1.880043, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6054 [D loss: 0.451647, acc.: 77.34%, KL div.: 0.224237] [G loss: 2.068537, KL div.: 2.068537, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6055 [D loss: 0.467313, acc.: 78.52%, KL div.: 0.245040] [G loss: 2.238102, KL div.: 2.238102, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6056 [D loss: 0.424252, acc.: 79.69%, KL div.: 0.232982] [G loss: 1.888350, KL div.: 1.888350, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6057 [D loss: 0.494451, acc.: 75.78%, KL div.: 0.259271] [G loss: 2.021290, KL div.: 2.021290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6058 [D loss: 0.522750, acc.: 73.05%, KL div.: 0.271997] [G loss: 1.816509, KL div.: 1.816509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6059 [D loss: 0.480983, acc.: 76.17%, KL div.: 0.248760] [G loss: 1.807531, KL div.: 1.807531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6060 [D loss: 0.523278, acc.: 73.83%, KL div.: 0.264143] [G loss: 1.832423, KL div.: 1.832423, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6061 [D loss: 0.540281, acc.: 71.88%, KL div.: 0.303924] [G loss: 1.800134, KL div.: 1.800134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6062 [D loss: 0.529098, acc.: 71.09%, KL div.: 0.296099] [G loss: 2.213559, KL div.: 2.213559, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6063 [D loss: 0.439658, acc.: 79.69%, KL div.: 0.182532] [G loss: 2.162194, KL div.: 2.162194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6064 [D loss: 0.470853, acc.: 76.56%, KL div.: 0.242342] [G loss: 1.965486, KL div.: 1.965486, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6065 [D loss: 0.515607, acc.: 74.22%, KL div.: 0.294248] [G loss: 1.921210, KL div.: 1.921210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6066 [D loss: 0.563512, acc.: 71.09%, KL div.: 0.311211] [G loss: 1.924955, KL div.: 1.924955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6067 [D loss: 0.446462, acc.: 78.12%, KL div.: 0.239479] [G loss: 1.977967, KL div.: 1.977967, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6068 [D loss: 0.529814, acc.: 73.83%, KL div.: 0.293920] [G loss: 1.993236, KL div.: 1.993237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6069 [D loss: 0.549801, acc.: 71.88%, KL div.: 0.261605] [G loss: 1.905765, KL div.: 1.905765, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6070 [D loss: 0.557355, acc.: 70.31%, KL div.: 0.295011] [G loss: 2.000696, KL div.: 2.000696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6071 [D loss: 0.516411, acc.: 75.00%, KL div.: 0.278477] [G loss: 1.858595, KL div.: 1.858595, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6072 [D loss: 0.496035, acc.: 76.56%, KL div.: 0.265613] [G loss: 1.867574, KL div.: 1.867574, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6073 [D loss: 0.491310, acc.: 76.95%, KL div.: 0.238285] [G loss: 1.795976, KL div.: 1.795976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6074 [D loss: 0.536286, acc.: 70.31%, KL div.: 0.318113] [G loss: 1.891491, KL div.: 1.891491, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6075 [D loss: 0.598327, acc.: 65.23%, KL div.: 0.303542] [G loss: 1.509308, KL div.: 1.509308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6076 [D loss: 0.530256, acc.: 68.75%, KL div.: 0.277201] [G loss: 1.897194, KL div.: 1.897194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6077 [D loss: 0.606901, acc.: 66.80%, KL div.: 0.338490] [G loss: 2.030719, KL div.: 2.030719, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6078 [D loss: 0.477865, acc.: 77.73%, KL div.: 0.208279] [G loss: 2.054960, KL div.: 2.054960, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6079 [D loss: 0.503594, acc.: 73.83%, KL div.: 0.281011] [G loss: 1.986583, KL div.: 1.986583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6080 [D loss: 0.440246, acc.: 78.91%, KL div.: 0.222056] [G loss: 2.047520, KL div.: 2.047520, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6081 [D loss: 0.547277, acc.: 73.44%, KL div.: 0.308238] [G loss: 1.992419, KL div.: 1.992419, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6082 [D loss: 0.502945, acc.: 74.22%, KL div.: 0.256195] [G loss: 1.660221, KL div.: 1.660221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6083 [D loss: 0.520404, acc.: 72.27%, KL div.: 0.255868] [G loss: 2.055027, KL div.: 2.055027, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6084 [D loss: 0.512623, acc.: 75.00%, KL div.: 0.261406] [G loss: 1.701828, KL div.: 1.701828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6085 [D loss: 0.521777, acc.: 72.27%, KL div.: 0.291826] [G loss: 1.712748, KL div.: 1.712748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6086 [D loss: 0.524872, acc.: 69.92%, KL div.: 0.282247] [G loss: 2.163856, KL div.: 2.163856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6087 [D loss: 0.522232, acc.: 75.39%, KL div.: 0.263354] [G loss: 2.026279, KL div.: 2.026279, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6088 [D loss: 0.510080, acc.: 72.27%, KL div.: 0.234179] [G loss: 1.777242, KL div.: 1.777242, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6089 [D loss: 0.536286, acc.: 72.27%, KL div.: 0.292445] [G loss: 1.734818, KL div.: 1.734818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6090 [D loss: 0.576173, acc.: 67.97%, KL div.: 0.300368] [G loss: 1.786158, KL div.: 1.786159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6091 [D loss: 0.572589, acc.: 71.48%, KL div.: 0.317459] [G loss: 1.605041, KL div.: 1.605041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6092 [D loss: 0.512388, acc.: 71.48%, KL div.: 0.237570] [G loss: 2.157363, KL div.: 2.157363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6093 [D loss: 0.528354, acc.: 72.27%, KL div.: 0.288505] [G loss: 1.671883, KL div.: 1.671883, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6094 [D loss: 0.582560, acc.: 66.41%, KL div.: 0.323950] [G loss: 1.973006, KL div.: 1.973006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6095 [D loss: 0.531178, acc.: 70.31%, KL div.: 0.271452] [G loss: 1.753298, KL div.: 1.753298, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6096 [D loss: 0.479813, acc.: 77.34%, KL div.: 0.236058] [G loss: 2.003647, KL div.: 2.003647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6097 [D loss: 0.534811, acc.: 73.05%, KL div.: 0.297328] [G loss: 1.882665, KL div.: 1.882665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6098 [D loss: 0.552815, acc.: 71.88%, KL div.: 0.299006] [G loss: 2.334991, KL div.: 2.334991, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6099 [D loss: 0.622650, acc.: 64.06%, KL div.: 0.309935] [G loss: 1.604127, KL div.: 1.604128, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 78ms/step
4/4 [==============================] - 1s 75ms/step
6100 [D loss: 0.494725, acc.: 75.00%, KL div.: 0.258354] [G loss: 1.974245, KL div.: 1.974245, FID: 42.537799]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 74ms/step
6101 [D loss: 0.561866, acc.: 67.97%, KL div.: 0.294308] [G loss: 2.064765, KL div.: 2.064765, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6102 [D loss: 0.581281, acc.: 67.97%, KL div.: 0.294433] [G loss: 1.719658, KL div.: 1.719658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6103 [D loss: 0.490043, acc.: 74.61%, KL div.: 0.238769] [G loss: 1.986555, KL div.: 1.986555, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6104 [D loss: 0.506443, acc.: 73.44%, KL div.: 0.280672] [G loss: 2.089797, KL div.: 2.089797, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6105 [D loss: 0.527954, acc.: 74.61%, KL div.: 0.285432] [G loss: 1.884931, KL div.: 1.884931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6106 [D loss: 0.579625, acc.: 67.19%, KL div.: 0.296602] [G loss: 1.774982, KL div.: 1.774982, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6107 [D loss: 0.536136, acc.: 69.14%, KL div.: 0.276930] [G loss: 2.411233, KL div.: 2.411233, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6108 [D loss: 0.559538, acc.: 73.44%, KL div.: 0.328631] [G loss: 2.097147, KL div.: 2.097147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6109 [D loss: 0.523928, acc.: 72.66%, KL div.: 0.208854] [G loss: 1.915869, KL div.: 1.915869, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6110 [D loss: 0.491658, acc.: 74.61%, KL div.: 0.266616] [G loss: 2.035665, KL div.: 2.035665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6111 [D loss: 0.515434, acc.: 73.83%, KL div.: 0.304351] [G loss: 2.094372, KL div.: 2.094372, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6112 [D loss: 0.523342, acc.: 74.22%, KL div.: 0.277392] [G loss: 1.670889, KL div.: 1.670889, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6113 [D loss: 0.461706, acc.: 78.91%, KL div.: 0.227071] [G loss: 1.751304, KL div.: 1.751304, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6114 [D loss: 0.519896, acc.: 77.34%, KL div.: 0.323403] [G loss: 2.293775, KL div.: 2.293775, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6115 [D loss: 0.602270, acc.: 66.41%, KL div.: 0.305331] [G loss: 1.952389, KL div.: 1.952389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6116 [D loss: 0.524094, acc.: 74.61%, KL div.: 0.234084] [G loss: 1.497882, KL div.: 1.497882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6117 [D loss: 0.532913, acc.: 70.70%, KL div.: 0.276844] [G loss: 2.163610, KL div.: 2.163610, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6118 [D loss: 0.549825, acc.: 69.53%, KL div.: 0.316521] [G loss: 1.584510, KL div.: 1.584510, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6119 [D loss: 0.567096, acc.: 71.88%, KL div.: 0.284456] [G loss: 1.720168, KL div.: 1.720168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6120 [D loss: 0.481943, acc.: 78.52%, KL div.: 0.254807] [G loss: 2.211233, KL div.: 2.211233, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6121 [D loss: 0.515073, acc.: 75.39%, KL div.: 0.259415] [G loss: 1.838852, KL div.: 1.838852, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6122 [D loss: 0.587051, acc.: 66.02%, KL div.: 0.333286] [G loss: 1.962341, KL div.: 1.962341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6123 [D loss: 0.498027, acc.: 74.61%, KL div.: 0.250924] [G loss: 1.998955, KL div.: 1.998955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6124 [D loss: 0.529889, acc.: 71.88%, KL div.: 0.280570] [G loss: 1.647839, KL div.: 1.647839, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6125 [D loss: 0.553446, acc.: 71.48%, KL div.: 0.318958] [G loss: 2.117357, KL div.: 2.117357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6126 [D loss: 0.539578, acc.: 71.09%, KL div.: 0.283523] [G loss: 2.021561, KL div.: 2.021561, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6127 [D loss: 0.527422, acc.: 71.09%, KL div.: 0.275714] [G loss: 1.929875, KL div.: 1.929875, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6128 [D loss: 0.540552, acc.: 71.48%, KL div.: 0.290433] [G loss: 1.863155, KL div.: 1.863155, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6129 [D loss: 0.474811, acc.: 79.30%, KL div.: 0.233965] [G loss: 1.558275, KL div.: 1.558275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6130 [D loss: 0.564537, acc.: 67.58%, KL div.: 0.304496] [G loss: 2.065289, KL div.: 2.065289, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6131 [D loss: 0.515606, acc.: 75.00%, KL div.: 0.284332] [G loss: 2.301572, KL div.: 2.301572, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6132 [D loss: 0.555605, acc.: 71.48%, KL div.: 0.265598] [G loss: 1.933475, KL div.: 1.933475, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6133 [D loss: 0.493732, acc.: 75.00%, KL div.: 0.278528] [G loss: 2.191679, KL div.: 2.191679, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6134 [D loss: 0.509306, acc.: 71.88%, KL div.: 0.267504] [G loss: 2.190884, KL div.: 2.190884, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6135 [D loss: 0.496713, acc.: 74.61%, KL div.: 0.265043] [G loss: 1.778371, KL div.: 1.778371, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6136 [D loss: 0.561721, acc.: 67.97%, KL div.: 0.301508] [G loss: 1.931741, KL div.: 1.931741, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6137 [D loss: 0.536476, acc.: 70.31%, KL div.: 0.266425] [G loss: 1.969642, KL div.: 1.969642, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6138 [D loss: 0.510881, acc.: 71.48%, KL div.: 0.265661] [G loss: 2.095061, KL div.: 2.095061, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6139 [D loss: 0.573692, acc.: 69.92%, KL div.: 0.319155] [G loss: 1.759293, KL div.: 1.759293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6140 [D loss: 0.540471, acc.: 71.88%, KL div.: 0.262434] [G loss: 1.693597, KL div.: 1.693597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6141 [D loss: 0.509802, acc.: 73.05%, KL div.: 0.272531] [G loss: 1.940758, KL div.: 1.940758, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6142 [D loss: 0.539884, acc.: 71.48%, KL div.: 0.299424] [G loss: 1.803533, KL div.: 1.803533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6143 [D loss: 0.507247, acc.: 74.61%, KL div.: 0.266415] [G loss: 2.286340, KL div.: 2.286340, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6144 [D loss: 0.556452, acc.: 70.70%, KL div.: 0.301737] [G loss: 1.850968, KL div.: 1.850968, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6145 [D loss: 0.507366, acc.: 73.05%, KL div.: 0.253565] [G loss: 1.799605, KL div.: 1.799605, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6146 [D loss: 0.522228, acc.: 71.48%, KL div.: 0.280887] [G loss: 2.024212, KL div.: 2.024212, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6147 [D loss: 0.527883, acc.: 74.61%, KL div.: 0.298254] [G loss: 1.916995, KL div.: 1.916995, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6148 [D loss: 0.505532, acc.: 75.00%, KL div.: 0.234452] [G loss: 2.099257, KL div.: 2.099257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6149 [D loss: 0.504678, acc.: 72.66%, KL div.: 0.254980] [G loss: 1.700423, KL div.: 1.700423, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6150 [D loss: 0.570273, acc.: 70.70%, KL div.: 0.306919] [G loss: 2.314313, KL div.: 2.314313, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6151 [D loss: 0.500817, acc.: 73.05%, KL div.: 0.268153] [G loss: 1.916436, KL div.: 1.916436, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6152 [D loss: 0.577384, acc.: 67.97%, KL div.: 0.292124] [G loss: 1.874214, KL div.: 1.874214, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6153 [D loss: 0.496821, acc.: 73.05%, KL div.: 0.264799] [G loss: 2.350846, KL div.: 2.350846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6154 [D loss: 0.592649, acc.: 67.58%, KL div.: 0.341427] [G loss: 1.660666, KL div.: 1.660666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6155 [D loss: 0.491764, acc.: 76.95%, KL div.: 0.244169] [G loss: 1.985430, KL div.: 1.985430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6156 [D loss: 0.521800, acc.: 70.70%, KL div.: 0.303343] [G loss: 1.984160, KL div.: 1.984160, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6157 [D loss: 0.594062, acc.: 68.75%, KL div.: 0.285526] [G loss: 1.846257, KL div.: 1.846257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6158 [D loss: 0.551106, acc.: 69.92%, KL div.: 0.261567] [G loss: 1.951688, KL div.: 1.951688, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6159 [D loss: 0.515753, acc.: 72.27%, KL div.: 0.281097] [G loss: 2.069314, KL div.: 2.069314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6160 [D loss: 0.549145, acc.: 71.88%, KL div.: 0.297879] [G loss: 1.815008, KL div.: 1.815008, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6161 [D loss: 0.571990, acc.: 69.14%, KL div.: 0.304868] [G loss: 1.877833, KL div.: 1.877833, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6162 [D loss: 0.496278, acc.: 74.61%, KL div.: 0.242059] [G loss: 1.955421, KL div.: 1.955421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6163 [D loss: 0.522503, acc.: 69.14%, KL div.: 0.282287] [G loss: 2.055144, KL div.: 2.055144, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6164 [D loss: 0.514815, acc.: 72.27%, KL div.: 0.259116] [G loss: 1.864976, KL div.: 1.864976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6165 [D loss: 0.572037, acc.: 68.36%, KL div.: 0.339754] [G loss: 2.243416, KL div.: 2.243416, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6166 [D loss: 0.566016, acc.: 71.48%, KL div.: 0.237720] [G loss: 1.868830, KL div.: 1.868830, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6167 [D loss: 0.576540, acc.: 70.31%, KL div.: 0.318598] [G loss: 1.710719, KL div.: 1.710719, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6168 [D loss: 0.547094, acc.: 73.44%, KL div.: 0.289037] [G loss: 1.748357, KL div.: 1.748357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6169 [D loss: 0.585273, acc.: 68.36%, KL div.: 0.323672] [G loss: 1.972938, KL div.: 1.972938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6170 [D loss: 0.484665, acc.: 75.78%, KL div.: 0.231053] [G loss: 1.699760, KL div.: 1.699760, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6171 [D loss: 0.486009, acc.: 73.83%, KL div.: 0.254594] [G loss: 2.133708, KL div.: 2.133708, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6172 [D loss: 0.564005, acc.: 69.92%, KL div.: 0.299694] [G loss: 2.086294, KL div.: 2.086294, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6173 [D loss: 0.478004, acc.: 76.17%, KL div.: 0.269903] [G loss: 2.172178, KL div.: 2.172178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6174 [D loss: 0.580512, acc.: 66.80%, KL div.: 0.288459] [G loss: 1.789543, KL div.: 1.789543, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6175 [D loss: 0.531651, acc.: 69.53%, KL div.: 0.276895] [G loss: 1.538245, KL div.: 1.538245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6176 [D loss: 0.469077, acc.: 78.12%, KL div.: 0.245764] [G loss: 2.153388, KL div.: 2.153388, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6177 [D loss: 0.488398, acc.: 74.22%, KL div.: 0.254571] [G loss: 2.512874, KL div.: 2.512874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6178 [D loss: 0.571601, acc.: 70.31%, KL div.: 0.342677] [G loss: 1.687533, KL div.: 1.687533, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6179 [D loss: 0.589093, acc.: 65.23%, KL div.: 0.266350] [G loss: 1.691325, KL div.: 1.691325, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6180 [D loss: 0.597611, acc.: 63.28%, KL div.: 0.305872] [G loss: 1.878645, KL div.: 1.878645, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6181 [D loss: 0.516786, acc.: 71.48%, KL div.: 0.272204] [G loss: 2.002663, KL div.: 2.002663, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6182 [D loss: 0.520559, acc.: 71.09%, KL div.: 0.283676] [G loss: 1.845268, KL div.: 1.845268, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6183 [D loss: 0.496841, acc.: 75.39%, KL div.: 0.272686] [G loss: 1.679446, KL div.: 1.679446, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6184 [D loss: 0.572028, acc.: 67.97%, KL div.: 0.312437] [G loss: 1.976371, KL div.: 1.976370, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6185 [D loss: 0.441178, acc.: 79.69%, KL div.: 0.215140] [G loss: 1.895526, KL div.: 1.895526, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6186 [D loss: 0.553540, acc.: 70.31%, KL div.: 0.293737] [G loss: 1.807454, KL div.: 1.807454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6187 [D loss: 0.607846, acc.: 64.45%, KL div.: 0.345445] [G loss: 1.609755, KL div.: 1.609755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6188 [D loss: 0.573497, acc.: 67.97%, KL div.: 0.298021] [G loss: 1.995544, KL div.: 1.995544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6189 [D loss: 0.583389, acc.: 66.80%, KL div.: 0.288379] [G loss: 2.144529, KL div.: 2.144529, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6190 [D loss: 0.532172, acc.: 75.00%, KL div.: 0.290905] [G loss: 2.034874, KL div.: 2.034874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6191 [D loss: 0.524545, acc.: 74.22%, KL div.: 0.263293] [G loss: 1.821913, KL div.: 1.821912, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6192 [D loss: 0.536497, acc.: 74.22%, KL div.: 0.279083] [G loss: 1.912349, KL div.: 1.912349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6193 [D loss: 0.558597, acc.: 70.70%, KL div.: 0.321146] [G loss: 1.842899, KL div.: 1.842899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6194 [D loss: 0.542743, acc.: 74.61%, KL div.: 0.281386] [G loss: 1.914379, KL div.: 1.914379, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6195 [D loss: 0.568505, acc.: 68.75%, KL div.: 0.292351] [G loss: 1.800363, KL div.: 1.800363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6196 [D loss: 0.453569, acc.: 78.91%, KL div.: 0.207187] [G loss: 1.929854, KL div.: 1.929854, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6197 [D loss: 0.586290, acc.: 66.41%, KL div.: 0.345726] [G loss: 2.168205, KL div.: 2.168205, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6198 [D loss: 0.513640, acc.: 72.66%, KL div.: 0.268028] [G loss: 2.068640, KL div.: 2.068640, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6199 [D loss: 0.513973, acc.: 74.22%, KL div.: 0.249181] [G loss: 1.730141, KL div.: 1.730141, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 77ms/step
4/4 [==============================] - 1s 93ms/step
6200 [D loss: 0.552687, acc.: 70.31%, KL div.: 0.326116] [G loss: 1.586261, KL div.: 1.586261, FID: 51.911605]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 69ms/step
6201 [D loss: 0.534250, acc.: 70.70%, KL div.: 0.263407] [G loss: 1.949913, KL div.: 1.949913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6202 [D loss: 0.483688, acc.: 77.73%, KL div.: 0.248945] [G loss: 1.769632, KL div.: 1.769632, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6203 [D loss: 0.534732, acc.: 71.48%, KL div.: 0.296280] [G loss: 2.332860, KL div.: 2.332860, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6204 [D loss: 0.509783, acc.: 74.22%, KL div.: 0.229737] [G loss: 2.062843, KL div.: 2.062843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6205 [D loss: 0.501967, acc.: 75.00%, KL div.: 0.263741] [G loss: 2.056192, KL div.: 2.056192, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6206 [D loss: 0.540471, acc.: 73.44%, KL div.: 0.314482] [G loss: 1.788966, KL div.: 1.788966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6207 [D loss: 0.504108, acc.: 75.78%, KL div.: 0.271839] [G loss: 1.803754, KL div.: 1.803754, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6208 [D loss: 0.493898, acc.: 75.39%, KL div.: 0.244960] [G loss: 1.765635, KL div.: 1.765635, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6209 [D loss: 0.563630, acc.: 67.97%, KL div.: 0.279970] [G loss: 1.812558, KL div.: 1.812558, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6210 [D loss: 0.489629, acc.: 74.22%, KL div.: 0.270787] [G loss: 1.918573, KL div.: 1.918573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6211 [D loss: 0.565918, acc.: 67.19%, KL div.: 0.286152] [G loss: 1.644697, KL div.: 1.644697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6212 [D loss: 0.483080, acc.: 73.83%, KL div.: 0.244019] [G loss: 1.719991, KL div.: 1.719991, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6213 [D loss: 0.537062, acc.: 71.09%, KL div.: 0.321953] [G loss: 1.899054, KL div.: 1.899054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6214 [D loss: 0.526666, acc.: 74.22%, KL div.: 0.245490] [G loss: 1.571168, KL div.: 1.571168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6215 [D loss: 0.487991, acc.: 76.17%, KL div.: 0.242936] [G loss: 1.933011, KL div.: 1.933011, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6216 [D loss: 0.544438, acc.: 73.05%, KL div.: 0.298073] [G loss: 1.871067, KL div.: 1.871067, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6217 [D loss: 0.507999, acc.: 73.83%, KL div.: 0.248931] [G loss: 1.852766, KL div.: 1.852766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6218 [D loss: 0.528657, acc.: 75.78%, KL div.: 0.287991] [G loss: 1.746046, KL div.: 1.746046, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6219 [D loss: 0.515950, acc.: 71.88%, KL div.: 0.280992] [G loss: 1.575488, KL div.: 1.575488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6220 [D loss: 0.498592, acc.: 75.00%, KL div.: 0.233920] [G loss: 1.844416, KL div.: 1.844416, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6221 [D loss: 0.467977, acc.: 76.17%, KL div.: 0.269996] [G loss: 2.138579, KL div.: 2.138579, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6222 [D loss: 0.504025, acc.: 71.09%, KL div.: 0.250615] [G loss: 1.997379, KL div.: 1.997379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6223 [D loss: 0.516132, acc.: 69.92%, KL div.: 0.280390] [G loss: 1.832095, KL div.: 1.832096, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6224 [D loss: 0.592012, acc.: 66.41%, KL div.: 0.314108] [G loss: 1.807882, KL div.: 1.807882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6225 [D loss: 0.582560, acc.: 68.75%, KL div.: 0.266947] [G loss: 1.952434, KL div.: 1.952434, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6226 [D loss: 0.475565, acc.: 77.34%, KL div.: 0.249367] [G loss: 1.618989, KL div.: 1.618989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6227 [D loss: 0.555507, acc.: 73.05%, KL div.: 0.310562] [G loss: 1.735537, KL div.: 1.735537, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6228 [D loss: 0.554989, acc.: 69.53%, KL div.: 0.282370] [G loss: 1.764434, KL div.: 1.764434, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6229 [D loss: 0.556536, acc.: 71.48%, KL div.: 0.278077] [G loss: 1.816246, KL div.: 1.816246, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6230 [D loss: 0.572795, acc.: 67.19%, KL div.: 0.319501] [G loss: 1.757079, KL div.: 1.757079, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6231 [D loss: 0.552877, acc.: 69.92%, KL div.: 0.294333] [G loss: 1.832309, KL div.: 1.832309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6232 [D loss: 0.592672, acc.: 69.53%, KL div.: 0.320047] [G loss: 1.764337, KL div.: 1.764337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6233 [D loss: 0.487641, acc.: 75.39%, KL div.: 0.237371] [G loss: 1.739439, KL div.: 1.739439, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6234 [D loss: 0.559867, acc.: 69.53%, KL div.: 0.285573] [G loss: 1.756787, KL div.: 1.756787, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6235 [D loss: 0.577760, acc.: 67.97%, KL div.: 0.276714] [G loss: 1.786533, KL div.: 1.786533, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6236 [D loss: 0.469789, acc.: 77.73%, KL div.: 0.288622] [G loss: 2.174531, KL div.: 2.174531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6237 [D loss: 0.499727, acc.: 72.27%, KL div.: 0.239806] [G loss: 1.888790, KL div.: 1.888790, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6238 [D loss: 0.578140, acc.: 66.02%, KL div.: 0.313383] [G loss: 2.247589, KL div.: 2.247589, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6239 [D loss: 0.456140, acc.: 77.73%, KL div.: 0.226780] [G loss: 1.824517, KL div.: 1.824517, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6240 [D loss: 0.476762, acc.: 76.56%, KL div.: 0.254920] [G loss: 2.102350, KL div.: 2.102350, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6241 [D loss: 0.523515, acc.: 71.88%, KL div.: 0.269318] [G loss: 2.057378, KL div.: 2.057378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6242 [D loss: 0.513310, acc.: 73.05%, KL div.: 0.258392] [G loss: 1.738324, KL div.: 1.738324, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6243 [D loss: 0.515672, acc.: 74.61%, KL div.: 0.278617] [G loss: 1.747781, KL div.: 1.747781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6244 [D loss: 0.501255, acc.: 71.09%, KL div.: 0.257430] [G loss: 2.104954, KL div.: 2.104954, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6245 [D loss: 0.504821, acc.: 74.61%, KL div.: 0.247272] [G loss: 1.957612, KL div.: 1.957612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6246 [D loss: 0.481692, acc.: 78.12%, KL div.: 0.272659] [G loss: 2.144274, KL div.: 2.144274, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6247 [D loss: 0.528185, acc.: 69.14%, KL div.: 0.263181] [G loss: 1.907238, KL div.: 1.907238, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6248 [D loss: 0.503177, acc.: 72.27%, KL div.: 0.276024] [G loss: 1.962799, KL div.: 1.962799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6249 [D loss: 0.470658, acc.: 74.61%, KL div.: 0.251588] [G loss: 1.772771, KL div.: 1.772771, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6250 [D loss: 0.503222, acc.: 75.39%, KL div.: 0.272909] [G loss: 1.803355, KL div.: 1.803355, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6251 [D loss: 0.529710, acc.: 73.83%, KL div.: 0.270489] [G loss: 1.780071, KL div.: 1.780071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6252 [D loss: 0.570794, acc.: 70.31%, KL div.: 0.273973] [G loss: 1.684854, KL div.: 1.684854, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6253 [D loss: 0.513403, acc.: 76.17%, KL div.: 0.261224] [G loss: 1.925619, KL div.: 1.925619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6254 [D loss: 0.553425, acc.: 74.22%, KL div.: 0.305566] [G loss: 2.127738, KL div.: 2.127738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6255 [D loss: 0.611805, acc.: 64.84%, KL div.: 0.344173] [G loss: 1.934623, KL div.: 1.934623, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6256 [D loss: 0.521908, acc.: 71.88%, KL div.: 0.267388] [G loss: 1.873900, KL div.: 1.873900, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6257 [D loss: 0.555635, acc.: 71.88%, KL div.: 0.319080] [G loss: 1.786473, KL div.: 1.786473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6258 [D loss: 0.529960, acc.: 72.27%, KL div.: 0.270439] [G loss: 1.935350, KL div.: 1.935350, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6259 [D loss: 0.507621, acc.: 73.83%, KL div.: 0.255056] [G loss: 2.158510, KL div.: 2.158510, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6260 [D loss: 0.519791, acc.: 71.88%, KL div.: 0.272869] [G loss: 1.965799, KL div.: 1.965799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6261 [D loss: 0.523848, acc.: 72.66%, KL div.: 0.295289] [G loss: 1.910955, KL div.: 1.910955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6262 [D loss: 0.580678, acc.: 67.58%, KL div.: 0.299957] [G loss: 1.873310, KL div.: 1.873310, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6263 [D loss: 0.574228, acc.: 66.02%, KL div.: 0.261405] [G loss: 1.937155, KL div.: 1.937155, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6264 [D loss: 0.464777, acc.: 76.95%, KL div.: 0.253560] [G loss: 1.854755, KL div.: 1.854755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6265 [D loss: 0.520066, acc.: 73.05%, KL div.: 0.289177] [G loss: 1.926414, KL div.: 1.926414, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6266 [D loss: 0.560703, acc.: 67.58%, KL div.: 0.277924] [G loss: 1.664566, KL div.: 1.664566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6267 [D loss: 0.508045, acc.: 71.48%, KL div.: 0.269059] [G loss: 1.656310, KL div.: 1.656310, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6268 [D loss: 0.561563, acc.: 66.80%, KL div.: 0.294271] [G loss: 2.048114, KL div.: 2.048114, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6269 [D loss: 0.477793, acc.: 74.22%, KL div.: 0.273979] [G loss: 1.899624, KL div.: 1.899624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6270 [D loss: 0.539607, acc.: 68.36%, KL div.: 0.272818] [G loss: 1.667006, KL div.: 1.667006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6271 [D loss: 0.472841, acc.: 74.61%, KL div.: 0.246105] [G loss: 1.888231, KL div.: 1.888231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6272 [D loss: 0.517635, acc.: 73.05%, KL div.: 0.269813] [G loss: 2.077194, KL div.: 2.077194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6273 [D loss: 0.536439, acc.: 71.48%, KL div.: 0.275541] [G loss: 1.773407, KL div.: 1.773407, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6274 [D loss: 0.482001, acc.: 74.22%, KL div.: 0.250700] [G loss: 1.927369, KL div.: 1.927369, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6275 [D loss: 0.531564, acc.: 74.61%, KL div.: 0.276517] [G loss: 2.050808, KL div.: 2.050808, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6276 [D loss: 0.541927, acc.: 69.53%, KL div.: 0.280254] [G loss: 1.937742, KL div.: 1.937742, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6277 [D loss: 0.507400, acc.: 73.05%, KL div.: 0.262141] [G loss: 1.922395, KL div.: 1.922395, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6278 [D loss: 0.592722, acc.: 67.97%, KL div.: 0.324147] [G loss: 1.987144, KL div.: 1.987144, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6279 [D loss: 0.543464, acc.: 71.09%, KL div.: 0.273519] [G loss: 1.888802, KL div.: 1.888802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6280 [D loss: 0.508076, acc.: 73.44%, KL div.: 0.292376] [G loss: 1.950498, KL div.: 1.950498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6281 [D loss: 0.541858, acc.: 69.92%, KL div.: 0.268494] [G loss: 1.925057, KL div.: 1.925057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6282 [D loss: 0.538744, acc.: 71.09%, KL div.: 0.300278] [G loss: 1.967811, KL div.: 1.967811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6283 [D loss: 0.546846, acc.: 69.14%, KL div.: 0.256438] [G loss: 2.057677, KL div.: 2.057677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6284 [D loss: 0.476655, acc.: 77.34%, KL div.: 0.259830] [G loss: 2.106647, KL div.: 2.106647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6285 [D loss: 0.554782, acc.: 69.53%, KL div.: 0.305133] [G loss: 2.163294, KL div.: 2.163294, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6286 [D loss: 0.525701, acc.: 72.27%, KL div.: 0.254624] [G loss: 1.835310, KL div.: 1.835310, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6287 [D loss: 0.549972, acc.: 69.14%, KL div.: 0.307085] [G loss: 1.936735, KL div.: 1.936735, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6288 [D loss: 0.577026, acc.: 69.53%, KL div.: 0.315996] [G loss: 1.725230, KL div.: 1.725230, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6289 [D loss: 0.543111, acc.: 70.31%, KL div.: 0.310040] [G loss: 1.985631, KL div.: 1.985631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6290 [D loss: 0.521202, acc.: 72.66%, KL div.: 0.247444] [G loss: 1.780651, KL div.: 1.780651, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6291 [D loss: 0.466067, acc.: 75.78%, KL div.: 0.228848] [G loss: 1.948252, KL div.: 1.948252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6292 [D loss: 0.540966, acc.: 72.66%, KL div.: 0.286674] [G loss: 1.970614, KL div.: 1.970614, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6293 [D loss: 0.511556, acc.: 71.48%, KL div.: 0.260087] [G loss: 1.793907, KL div.: 1.793907, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6294 [D loss: 0.528186, acc.: 68.36%, KL div.: 0.262110] [G loss: 1.686119, KL div.: 1.686119, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6295 [D loss: 0.538685, acc.: 70.70%, KL div.: 0.318129] [G loss: 1.931269, KL div.: 1.931269, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6296 [D loss: 0.548964, acc.: 68.36%, KL div.: 0.266314] [G loss: 1.682317, KL div.: 1.682317, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6297 [D loss: 0.495561, acc.: 76.95%, KL div.: 0.251231] [G loss: 1.763819, KL div.: 1.763819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6298 [D loss: 0.540254, acc.: 73.44%, KL div.: 0.296345] [G loss: 1.715896, KL div.: 1.715896, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6299 [D loss: 0.528870, acc.: 72.27%, KL div.: 0.287688] [G loss: 2.090845, KL div.: 2.090845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 64ms/step
4/4 [==============================] - 1s 79ms/step
6300 [D loss: 0.464359, acc.: 76.56%, KL div.: 0.252848] [G loss: 2.172407, KL div.: 2.172407, FID: 44.971051]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 71ms/step
6301 [D loss: 0.544699, acc.: 70.31%, KL div.: 0.247358] [G loss: 1.523024, KL div.: 1.523024, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6302 [D loss: 0.505059, acc.: 71.88%, KL div.: 0.241249] [G loss: 1.921218, KL div.: 1.921218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6303 [D loss: 0.537907, acc.: 71.48%, KL div.: 0.306945] [G loss: 2.271974, KL div.: 2.271974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6304 [D loss: 0.594654, acc.: 66.02%, KL div.: 0.314480] [G loss: 1.563418, KL div.: 1.563418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6305 [D loss: 0.506981, acc.: 73.83%, KL div.: 0.243777] [G loss: 1.762600, KL div.: 1.762600, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6306 [D loss: 0.509063, acc.: 73.05%, KL div.: 0.290350] [G loss: 2.183135, KL div.: 2.183135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6307 [D loss: 0.555946, acc.: 69.53%, KL div.: 0.285429] [G loss: 1.693805, KL div.: 1.693805, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6308 [D loss: 0.515209, acc.: 75.00%, KL div.: 0.303206] [G loss: 1.732665, KL div.: 1.732665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6309 [D loss: 0.571001, acc.: 66.41%, KL div.: 0.265968] [G loss: 2.018341, KL div.: 2.018341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6310 [D loss: 0.501955, acc.: 75.39%, KL div.: 0.260254] [G loss: 1.762557, KL div.: 1.762557, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6311 [D loss: 0.523028, acc.: 74.22%, KL div.: 0.289415] [G loss: 1.986884, KL div.: 1.986884, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6312 [D loss: 0.488826, acc.: 74.22%, KL div.: 0.236746] [G loss: 2.138969, KL div.: 2.138969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6313 [D loss: 0.551913, acc.: 67.58%, KL div.: 0.305879] [G loss: 2.092728, KL div.: 2.092728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6314 [D loss: 0.547976, acc.: 68.75%, KL div.: 0.286257] [G loss: 1.586723, KL div.: 1.586723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6315 [D loss: 0.632683, acc.: 65.23%, KL div.: 0.359925] [G loss: 1.596049, KL div.: 1.596049, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6316 [D loss: 0.533539, acc.: 71.48%, KL div.: 0.278254] [G loss: 2.017049, KL div.: 2.017049, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6317 [D loss: 0.554470, acc.: 69.53%, KL div.: 0.292083] [G loss: 2.084420, KL div.: 2.084420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6318 [D loss: 0.571072, acc.: 71.09%, KL div.: 0.321152] [G loss: 1.642373, KL div.: 1.642373, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6319 [D loss: 0.507460, acc.: 73.05%, KL div.: 0.217746] [G loss: 2.000351, KL div.: 2.000351, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6320 [D loss: 0.460071, acc.: 75.00%, KL div.: 0.255519] [G loss: 2.268554, KL div.: 2.268554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6321 [D loss: 0.525691, acc.: 71.48%, KL div.: 0.273750] [G loss: 1.706121, KL div.: 1.706121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6322 [D loss: 0.578206, acc.: 70.31%, KL div.: 0.335597] [G loss: 1.808793, KL div.: 1.808793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6323 [D loss: 0.535715, acc.: 69.53%, KL div.: 0.266206] [G loss: 1.691937, KL div.: 1.691937, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6324 [D loss: 0.548380, acc.: 71.48%, KL div.: 0.282553] [G loss: 1.955527, KL div.: 1.955527, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6325 [D loss: 0.508834, acc.: 71.88%, KL div.: 0.254181] [G loss: 1.981291, KL div.: 1.981291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6326 [D loss: 0.465500, acc.: 76.17%, KL div.: 0.244375] [G loss: 1.880400, KL div.: 1.880400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6327 [D loss: 0.529612, acc.: 73.05%, KL div.: 0.298772] [G loss: 1.880036, KL div.: 1.880036, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6328 [D loss: 0.548122, acc.: 67.58%, KL div.: 0.264088] [G loss: 1.916071, KL div.: 1.916071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6329 [D loss: 0.509674, acc.: 75.00%, KL div.: 0.290517] [G loss: 1.569988, KL div.: 1.569988, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6330 [D loss: 0.455140, acc.: 79.30%, KL div.: 0.229381] [G loss: 2.180326, KL div.: 2.180326, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6331 [D loss: 0.564499, acc.: 68.36%, KL div.: 0.310853] [G loss: 1.997150, KL div.: 1.997150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6332 [D loss: 0.502381, acc.: 71.88%, KL div.: 0.255303] [G loss: 2.079829, KL div.: 2.079829, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6333 [D loss: 0.457067, acc.: 79.69%, KL div.: 0.218398] [G loss: 1.801262, KL div.: 1.801262, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6334 [D loss: 0.537829, acc.: 74.61%, KL div.: 0.290914] [G loss: 1.787447, KL div.: 1.787447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6335 [D loss: 0.562206, acc.: 69.14%, KL div.: 0.285876] [G loss: 1.674197, KL div.: 1.674197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6336 [D loss: 0.430912, acc.: 81.25%, KL div.: 0.209126] [G loss: 1.935391, KL div.: 1.935391, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6337 [D loss: 0.541150, acc.: 70.70%, KL div.: 0.298660] [G loss: 1.879430, KL div.: 1.879430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6338 [D loss: 0.555107, acc.: 68.75%, KL div.: 0.314682] [G loss: 1.917607, KL div.: 1.917607, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6339 [D loss: 0.481442, acc.: 76.56%, KL div.: 0.246356] [G loss: 1.830106, KL div.: 1.830105, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6340 [D loss: 0.599090, acc.: 66.02%, KL div.: 0.322816] [G loss: 1.851674, KL div.: 1.851674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6341 [D loss: 0.501094, acc.: 74.61%, KL div.: 0.242234] [G loss: 1.812938, KL div.: 1.812938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6342 [D loss: 0.506982, acc.: 71.09%, KL div.: 0.261169] [G loss: 2.140594, KL div.: 2.140594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6343 [D loss: 0.556118, acc.: 71.09%, KL div.: 0.300976] [G loss: 1.738420, KL div.: 1.738420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6344 [D loss: 0.528374, acc.: 73.83%, KL div.: 0.280541] [G loss: 1.531368, KL div.: 1.531368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6345 [D loss: 0.542244, acc.: 72.27%, KL div.: 0.278332] [G loss: 1.720410, KL div.: 1.720410, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6346 [D loss: 0.525320, acc.: 73.05%, KL div.: 0.284717] [G loss: 1.951859, KL div.: 1.951859, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6347 [D loss: 0.559814, acc.: 68.36%, KL div.: 0.297297] [G loss: 1.809950, KL div.: 1.809950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6348 [D loss: 0.526569, acc.: 72.66%, KL div.: 0.279587] [G loss: 2.124180, KL div.: 2.124180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6349 [D loss: 0.538115, acc.: 71.48%, KL div.: 0.283327] [G loss: 1.799567, KL div.: 1.799567, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6350 [D loss: 0.519551, acc.: 71.09%, KL div.: 0.243739] [G loss: 1.543277, KL div.: 1.543277, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6351 [D loss: 0.563486, acc.: 69.92%, KL div.: 0.322459] [G loss: 1.837694, KL div.: 1.837694, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6352 [D loss: 0.454982, acc.: 80.47%, KL div.: 0.223640] [G loss: 1.904613, KL div.: 1.904613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6353 [D loss: 0.501964, acc.: 70.31%, KL div.: 0.271094] [G loss: 1.949296, KL div.: 1.949296, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6354 [D loss: 0.529498, acc.: 69.92%, KL div.: 0.271894] [G loss: 2.082341, KL div.: 2.082341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6355 [D loss: 0.572363, acc.: 69.14%, KL div.: 0.290618] [G loss: 1.776227, KL div.: 1.776227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6356 [D loss: 0.550134, acc.: 73.05%, KL div.: 0.333633] [G loss: 2.113416, KL div.: 2.113416, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6357 [D loss: 0.564866, acc.: 73.44%, KL div.: 0.257579] [G loss: 1.490662, KL div.: 1.490662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6358 [D loss: 0.599049, acc.: 65.62%, KL div.: 0.328680] [G loss: 1.986510, KL div.: 1.986510, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6359 [D loss: 0.585251, acc.: 70.31%, KL div.: 0.312054] [G loss: 1.667726, KL div.: 1.667726, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6360 [D loss: 0.494437, acc.: 74.61%, KL div.: 0.268894] [G loss: 1.851112, KL div.: 1.851112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6361 [D loss: 0.502264, acc.: 72.27%, KL div.: 0.236689] [G loss: 1.700179, KL div.: 1.700179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6362 [D loss: 0.463093, acc.: 79.69%, KL div.: 0.248570] [G loss: 1.710032, KL div.: 1.710032, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6363 [D loss: 0.518964, acc.: 72.27%, KL div.: 0.263004] [G loss: 1.718941, KL div.: 1.718941, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6364 [D loss: 0.521948, acc.: 73.05%, KL div.: 0.285396] [G loss: 1.764770, KL div.: 1.764770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6365 [D loss: 0.557197, acc.: 69.92%, KL div.: 0.280020] [G loss: 1.953038, KL div.: 1.953038, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6366 [D loss: 0.482153, acc.: 76.17%, KL div.: 0.255520] [G loss: 1.755899, KL div.: 1.755899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6367 [D loss: 0.514862, acc.: 73.83%, KL div.: 0.253058] [G loss: 1.975204, KL div.: 1.975204, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6368 [D loss: 0.564306, acc.: 73.05%, KL div.: 0.336024] [G loss: 2.100403, KL div.: 2.100403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6369 [D loss: 0.524311, acc.: 68.75%, KL div.: 0.260990] [G loss: 1.987176, KL div.: 1.987176, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6370 [D loss: 0.512614, acc.: 71.48%, KL div.: 0.271300] [G loss: 2.028013, KL div.: 2.028013, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6371 [D loss: 0.511346, acc.: 71.88%, KL div.: 0.261037] [G loss: 2.345197, KL div.: 2.345197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6372 [D loss: 0.539432, acc.: 70.70%, KL div.: 0.285363] [G loss: 2.136239, KL div.: 2.136238, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6373 [D loss: 0.505677, acc.: 69.92%, KL div.: 0.244705] [G loss: 1.654848, KL div.: 1.654848, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6374 [D loss: 0.462562, acc.: 77.34%, KL div.: 0.262769] [G loss: 1.925641, KL div.: 1.925641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6375 [D loss: 0.525740, acc.: 74.22%, KL div.: 0.264519] [G loss: 1.719624, KL div.: 1.719624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6376 [D loss: 0.577624, acc.: 66.41%, KL div.: 0.310513] [G loss: 1.977659, KL div.: 1.977659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6377 [D loss: 0.624836, acc.: 66.02%, KL div.: 0.316911] [G loss: 1.765162, KL div.: 1.765162, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6378 [D loss: 0.547669, acc.: 74.22%, KL div.: 0.289495] [G loss: 2.160904, KL div.: 2.160904, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6379 [D loss: 0.563967, acc.: 67.19%, KL div.: 0.303325] [G loss: 1.759444, KL div.: 1.759444, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6380 [D loss: 0.509014, acc.: 75.39%, KL div.: 0.290447] [G loss: 1.785859, KL div.: 1.785859, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6381 [D loss: 0.568450, acc.: 68.75%, KL div.: 0.274962] [G loss: 1.691400, KL div.: 1.691400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6382 [D loss: 0.529718, acc.: 73.05%, KL div.: 0.249515] [G loss: 1.847661, KL div.: 1.847661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6383 [D loss: 0.519330, acc.: 74.22%, KL div.: 0.330340] [G loss: 1.971504, KL div.: 1.971504, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6384 [D loss: 0.579204, acc.: 64.06%, KL div.: 0.260624] [G loss: 1.917709, KL div.: 1.917709, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6385 [D loss: 0.491592, acc.: 75.78%, KL div.: 0.265896] [G loss: 1.859199, KL div.: 1.859199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6386 [D loss: 0.540011, acc.: 75.39%, KL div.: 0.280052] [G loss: 1.884348, KL div.: 1.884348, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6387 [D loss: 0.598420, acc.: 67.97%, KL div.: 0.316399] [G loss: 1.723853, KL div.: 1.723853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6388 [D loss: 0.475017, acc.: 75.39%, KL div.: 0.231858] [G loss: 2.330051, KL div.: 2.330051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6389 [D loss: 0.519330, acc.: 72.66%, KL div.: 0.292044] [G loss: 1.991717, KL div.: 1.991717, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6390 [D loss: 0.488091, acc.: 72.66%, KL div.: 0.248853] [G loss: 1.784298, KL div.: 1.784298, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6391 [D loss: 0.575095, acc.: 66.02%, KL div.: 0.277357] [G loss: 1.797618, KL div.: 1.797618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6392 [D loss: 0.472544, acc.: 74.61%, KL div.: 0.269605] [G loss: 2.110280, KL div.: 2.110280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6393 [D loss: 0.555085, acc.: 70.70%, KL div.: 0.279016] [G loss: 1.640848, KL div.: 1.640848, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6394 [D loss: 0.496611, acc.: 75.39%, KL div.: 0.255632] [G loss: 2.050406, KL div.: 2.050406, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6395 [D loss: 0.525882, acc.: 71.88%, KL div.: 0.267450] [G loss: 1.732176, KL div.: 1.732176, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6396 [D loss: 0.528102, acc.: 74.22%, KL div.: 0.308463] [G loss: 1.940511, KL div.: 1.940511, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6397 [D loss: 0.560271, acc.: 70.70%, KL div.: 0.276238] [G loss: 1.397906, KL div.: 1.397906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6398 [D loss: 0.524069, acc.: 73.83%, KL div.: 0.284887] [G loss: 1.887271, KL div.: 1.887271, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6399 [D loss: 0.577632, acc.: 67.19%, KL div.: 0.277824] [G loss: 1.709400, KL div.: 1.709400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 53ms/step
4/4 [==============================] - 1s 72ms/step
6400 [D loss: 0.569383, acc.: 69.53%, KL div.: 0.306624] [G loss: 1.523790, KL div.: 1.523790, FID: 48.319934]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 74ms/step
6401 [D loss: 0.485918, acc.: 78.12%, KL div.: 0.279943] [G loss: 2.012298, KL div.: 2.012298, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6402 [D loss: 0.567692, acc.: 66.41%, KL div.: 0.295597] [G loss: 1.875861, KL div.: 1.875861, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6403 [D loss: 0.539302, acc.: 70.70%, KL div.: 0.277091] [G loss: 2.158688, KL div.: 2.158688, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6404 [D loss: 0.549605, acc.: 71.09%, KL div.: 0.288154] [G loss: 1.914759, KL div.: 1.914759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6405 [D loss: 0.532868, acc.: 70.31%, KL div.: 0.286560] [G loss: 1.844051, KL div.: 1.844051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6406 [D loss: 0.555744, acc.: 67.58%, KL div.: 0.307650] [G loss: 1.733425, KL div.: 1.733425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6407 [D loss: 0.557810, acc.: 72.66%, KL div.: 0.298944] [G loss: 1.905870, KL div.: 1.905870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6408 [D loss: 0.457478, acc.: 78.91%, KL div.: 0.239765] [G loss: 2.344498, KL div.: 2.344498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6409 [D loss: 0.582400, acc.: 65.23%, KL div.: 0.267529] [G loss: 1.850705, KL div.: 1.850705, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6410 [D loss: 0.527595, acc.: 72.27%, KL div.: 0.274552] [G loss: 1.754740, KL div.: 1.754740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6411 [D loss: 0.532431, acc.: 71.88%, KL div.: 0.279120] [G loss: 2.148480, KL div.: 2.148480, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6412 [D loss: 0.507675, acc.: 74.61%, KL div.: 0.283149] [G loss: 1.600571, KL div.: 1.600571, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6413 [D loss: 0.548280, acc.: 69.92%, KL div.: 0.269936] [G loss: 1.942913, KL div.: 1.942913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6414 [D loss: 0.502529, acc.: 74.61%, KL div.: 0.273115] [G loss: 1.814722, KL div.: 1.814722, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6415 [D loss: 0.522225, acc.: 72.27%, KL div.: 0.274554] [G loss: 1.776294, KL div.: 1.776294, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6416 [D loss: 0.521742, acc.: 71.09%, KL div.: 0.258066] [G loss: 1.897632, KL div.: 1.897632, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6417 [D loss: 0.509404, acc.: 71.09%, KL div.: 0.257831] [G loss: 1.659952, KL div.: 1.659952, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6418 [D loss: 0.528766, acc.: 71.48%, KL div.: 0.272789] [G loss: 1.838602, KL div.: 1.838602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6419 [D loss: 0.514468, acc.: 73.44%, KL div.: 0.287345] [G loss: 1.768654, KL div.: 1.768654, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6420 [D loss: 0.526777, acc.: 71.09%, KL div.: 0.250429] [G loss: 2.056450, KL div.: 2.056450, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6421 [D loss: 0.531452, acc.: 72.66%, KL div.: 0.282636] [G loss: 1.727450, KL div.: 1.727450, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6422 [D loss: 0.604678, acc.: 64.45%, KL div.: 0.324878] [G loss: 1.936842, KL div.: 1.936842, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6423 [D loss: 0.577709, acc.: 68.36%, KL div.: 0.293746] [G loss: 1.869104, KL div.: 1.869104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6424 [D loss: 0.488011, acc.: 74.61%, KL div.: 0.250323] [G loss: 2.140401, KL div.: 2.140402, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6425 [D loss: 0.502860, acc.: 75.39%, KL div.: 0.296144] [G loss: 1.732266, KL div.: 1.732266, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6426 [D loss: 0.522128, acc.: 73.83%, KL div.: 0.262357] [G loss: 1.812514, KL div.: 1.812514, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6427 [D loss: 0.517532, acc.: 72.27%, KL div.: 0.292710] [G loss: 1.745998, KL div.: 1.745998, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6428 [D loss: 0.513800, acc.: 74.61%, KL div.: 0.284240] [G loss: 1.857240, KL div.: 1.857240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6429 [D loss: 0.599652, acc.: 67.97%, KL div.: 0.284390] [G loss: 1.668870, KL div.: 1.668870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6430 [D loss: 0.504830, acc.: 73.44%, KL div.: 0.251888] [G loss: 2.030777, KL div.: 2.030777, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6431 [D loss: 0.524217, acc.: 73.44%, KL div.: 0.281776] [G loss: 1.835426, KL div.: 1.835426, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6432 [D loss: 0.490290, acc.: 73.44%, KL div.: 0.270852] [G loss: 1.784949, KL div.: 1.784949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6433 [D loss: 0.567741, acc.: 70.31%, KL div.: 0.292283] [G loss: 1.666346, KL div.: 1.666346, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6434 [D loss: 0.534992, acc.: 69.53%, KL div.: 0.264375] [G loss: 1.850179, KL div.: 1.850179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6435 [D loss: 0.559377, acc.: 70.31%, KL div.: 0.289623] [G loss: 1.542677, KL div.: 1.542677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6436 [D loss: 0.536855, acc.: 71.88%, KL div.: 0.284181] [G loss: 1.943315, KL div.: 1.943315, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6437 [D loss: 0.504871, acc.: 75.00%, KL div.: 0.276117] [G loss: 2.048168, KL div.: 2.048168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6438 [D loss: 0.581218, acc.: 64.45%, KL div.: 0.273615] [G loss: 2.107827, KL div.: 2.107827, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6439 [D loss: 0.533519, acc.: 71.88%, KL div.: 0.281206] [G loss: 2.167185, KL div.: 2.167185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6440 [D loss: 0.501325, acc.: 77.34%, KL div.: 0.315636] [G loss: 1.855984, KL div.: 1.855984, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6441 [D loss: 0.547376, acc.: 69.14%, KL div.: 0.260770] [G loss: 1.913896, KL div.: 1.913896, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6442 [D loss: 0.501371, acc.: 73.83%, KL div.: 0.236006] [G loss: 2.058259, KL div.: 2.058259, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6443 [D loss: 0.569129, acc.: 67.58%, KL div.: 0.310560] [G loss: 1.454888, KL div.: 1.454888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6444 [D loss: 0.563591, acc.: 71.09%, KL div.: 0.299631] [G loss: 1.662839, KL div.: 1.662839, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6445 [D loss: 0.476414, acc.: 75.00%, KL div.: 0.234751] [G loss: 1.949362, KL div.: 1.949362, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6446 [D loss: 0.522423, acc.: 72.27%, KL div.: 0.285025] [G loss: 1.539110, KL div.: 1.539110, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6447 [D loss: 0.450145, acc.: 76.95%, KL div.: 0.236166] [G loss: 1.924675, KL div.: 1.924675, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6448 [D loss: 0.530867, acc.: 69.53%, KL div.: 0.281297] [G loss: 1.757951, KL div.: 1.757951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6449 [D loss: 0.475909, acc.: 77.34%, KL div.: 0.231229] [G loss: 1.956301, KL div.: 1.956301, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6450 [D loss: 0.535900, acc.: 68.75%, KL div.: 0.287046] [G loss: 1.636626, KL div.: 1.636626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6451 [D loss: 0.478747, acc.: 73.83%, KL div.: 0.240342] [G loss: 1.905830, KL div.: 1.905830, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6452 [D loss: 0.552441, acc.: 71.88%, KL div.: 0.289072] [G loss: 1.940060, KL div.: 1.940060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6453 [D loss: 0.495986, acc.: 75.00%, KL div.: 0.269754] [G loss: 1.852755, KL div.: 1.852755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6454 [D loss: 0.548778, acc.: 71.09%, KL div.: 0.284460] [G loss: 2.117404, KL div.: 2.117404, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6455 [D loss: 0.603792, acc.: 66.80%, KL div.: 0.337019] [G loss: 1.728871, KL div.: 1.728871, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6456 [D loss: 0.496317, acc.: 73.83%, KL div.: 0.248476] [G loss: 2.018522, KL div.: 2.018522, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6457 [D loss: 0.538684, acc.: 70.70%, KL div.: 0.289266] [G loss: 1.581966, KL div.: 1.581966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6458 [D loss: 0.587422, acc.: 69.53%, KL div.: 0.283640] [G loss: 1.780545, KL div.: 1.780545, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6459 [D loss: 0.594895, acc.: 66.80%, KL div.: 0.310059] [G loss: 1.828016, KL div.: 1.828016, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6460 [D loss: 0.549709, acc.: 70.31%, KL div.: 0.269914] [G loss: 1.629616, KL div.: 1.629616, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6461 [D loss: 0.562544, acc.: 71.09%, KL div.: 0.294824] [G loss: 1.723807, KL div.: 1.723807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6462 [D loss: 0.556727, acc.: 68.75%, KL div.: 0.316468] [G loss: 1.920323, KL div.: 1.920323, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6463 [D loss: 0.587892, acc.: 65.23%, KL div.: 0.308580] [G loss: 2.066479, KL div.: 2.066479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6464 [D loss: 0.553039, acc.: 69.92%, KL div.: 0.297578] [G loss: 2.371518, KL div.: 2.371518, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6465 [D loss: 0.601095, acc.: 66.80%, KL div.: 0.280700] [G loss: 1.685998, KL div.: 1.685998, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6466 [D loss: 0.450388, acc.: 78.91%, KL div.: 0.230167] [G loss: 2.085189, KL div.: 2.085189, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6467 [D loss: 0.575462, acc.: 67.97%, KL div.: 0.322585] [G loss: 1.831084, KL div.: 1.831084, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6468 [D loss: 0.494673, acc.: 74.22%, KL div.: 0.258199] [G loss: 1.905605, KL div.: 1.905605, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6469 [D loss: 0.531554, acc.: 72.27%, KL div.: 0.273824] [G loss: 2.062780, KL div.: 2.062780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6470 [D loss: 0.570655, acc.: 67.19%, KL div.: 0.310214] [G loss: 1.501777, KL div.: 1.501777, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6471 [D loss: 0.519562, acc.: 75.00%, KL div.: 0.238503] [G loss: 1.782001, KL div.: 1.782001, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6472 [D loss: 0.549090, acc.: 73.44%, KL div.: 0.284852] [G loss: 1.750622, KL div.: 1.750622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6473 [D loss: 0.524987, acc.: 72.66%, KL div.: 0.298453] [G loss: 1.832100, KL div.: 1.832100, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6474 [D loss: 0.552287, acc.: 71.48%, KL div.: 0.279710] [G loss: 1.931870, KL div.: 1.931870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6475 [D loss: 0.633746, acc.: 60.94%, KL div.: 0.302031] [G loss: 1.744908, KL div.: 1.744908, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6476 [D loss: 0.497168, acc.: 75.78%, KL div.: 0.267937] [G loss: 1.866605, KL div.: 1.866605, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6477 [D loss: 0.505893, acc.: 78.12%, KL div.: 0.302644] [G loss: 1.831570, KL div.: 1.831570, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6478 [D loss: 0.541442, acc.: 70.70%, KL div.: 0.269285] [G loss: 2.058259, KL div.: 2.058259, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6479 [D loss: 0.524380, acc.: 72.66%, KL div.: 0.265848] [G loss: 1.751686, KL div.: 1.751686, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6480 [D loss: 0.514063, acc.: 74.61%, KL div.: 0.292006] [G loss: 1.661253, KL div.: 1.661253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6481 [D loss: 0.485637, acc.: 73.83%, KL div.: 0.278405] [G loss: 2.322802, KL div.: 2.322802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6482 [D loss: 0.500102, acc.: 74.22%, KL div.: 0.254223] [G loss: 1.631189, KL div.: 1.631189, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6483 [D loss: 0.477464, acc.: 77.34%, KL div.: 0.202877] [G loss: 1.801641, KL div.: 1.801641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6484 [D loss: 0.536967, acc.: 69.53%, KL div.: 0.301251] [G loss: 1.936985, KL div.: 1.936985, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6485 [D loss: 0.502115, acc.: 71.48%, KL div.: 0.251910] [G loss: 1.823099, KL div.: 1.823099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6486 [D loss: 0.526081, acc.: 72.27%, KL div.: 0.290437] [G loss: 1.844573, KL div.: 1.844573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6487 [D loss: 0.506016, acc.: 71.88%, KL div.: 0.252745] [G loss: 1.906921, KL div.: 1.906921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6488 [D loss: 0.467998, acc.: 79.30%, KL div.: 0.256603] [G loss: 2.130149, KL div.: 2.130149, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6489 [D loss: 0.577868, acc.: 67.19%, KL div.: 0.326014] [G loss: 2.054205, KL div.: 2.054205, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6490 [D loss: 0.537158, acc.: 71.09%, KL div.: 0.227693] [G loss: 1.997456, KL div.: 1.997456, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6491 [D loss: 0.519154, acc.: 73.83%, KL div.: 0.268711] [G loss: 1.931619, KL div.: 1.931619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6492 [D loss: 0.630090, acc.: 63.67%, KL div.: 0.339000] [G loss: 1.476857, KL div.: 1.476857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6493 [D loss: 0.506436, acc.: 71.48%, KL div.: 0.254565] [G loss: 2.122010, KL div.: 2.122010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6494 [D loss: 0.465531, acc.: 76.95%, KL div.: 0.251004] [G loss: 2.075036, KL div.: 2.075036, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6495 [D loss: 0.634674, acc.: 63.28%, KL div.: 0.350064] [G loss: 1.771441, KL div.: 1.771441, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6496 [D loss: 0.527074, acc.: 74.22%, KL div.: 0.266290] [G loss: 1.735076, KL div.: 1.735076, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6497 [D loss: 0.515050, acc.: 71.48%, KL div.: 0.250104] [G loss: 1.719220, KL div.: 1.719220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6498 [D loss: 0.549431, acc.: 71.88%, KL div.: 0.309091] [G loss: 1.745300, KL div.: 1.745300, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6499 [D loss: 0.515290, acc.: 71.09%, KL div.: 0.260087] [G loss: 1.699677, KL div.: 1.699677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 1s 74ms/step
6500 [D loss: 0.487324, acc.: 75.78%, KL div.: 0.244268] [G loss: 1.654774, KL div.: 1.654774, FID: 45.364211]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 71ms/step
6501 [D loss: 0.526775, acc.: 75.00%, KL div.: 0.310155] [G loss: 1.736165, KL div.: 1.736165, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6502 [D loss: 0.551087, acc.: 69.53%, KL div.: 0.275316] [G loss: 1.702293, KL div.: 1.702293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6503 [D loss: 0.508683, acc.: 75.78%, KL div.: 0.268795] [G loss: 2.004951, KL div.: 2.004951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6504 [D loss: 0.496229, acc.: 73.05%, KL div.: 0.245111] [G loss: 1.656711, KL div.: 1.656711, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6505 [D loss: 0.568508, acc.: 68.36%, KL div.: 0.290784] [G loss: 1.709690, KL div.: 1.709690, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6506 [D loss: 0.494623, acc.: 75.39%, KL div.: 0.282372] [G loss: 2.245432, KL div.: 2.245432, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6507 [D loss: 0.504749, acc.: 73.44%, KL div.: 0.242666] [G loss: 1.818949, KL div.: 1.818949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6508 [D loss: 0.571550, acc.: 71.48%, KL div.: 0.305074] [G loss: 1.643280, KL div.: 1.643280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6509 [D loss: 0.509350, acc.: 72.27%, KL div.: 0.273315] [G loss: 1.809796, KL div.: 1.809796, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6510 [D loss: 0.564324, acc.: 69.92%, KL div.: 0.307973] [G loss: 2.017890, KL div.: 2.017890, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6511 [D loss: 0.541921, acc.: 71.09%, KL div.: 0.279114] [G loss: 2.062465, KL div.: 2.062465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6512 [D loss: 0.483029, acc.: 76.95%, KL div.: 0.251720] [G loss: 2.169477, KL div.: 2.169477, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6513 [D loss: 0.529024, acc.: 73.44%, KL div.: 0.250464] [G loss: 1.933846, KL div.: 1.933846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6514 [D loss: 0.505722, acc.: 75.78%, KL div.: 0.277842] [G loss: 1.789751, KL div.: 1.789752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6515 [D loss: 0.477161, acc.: 77.73%, KL div.: 0.239190] [G loss: 1.857135, KL div.: 1.857135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6516 [D loss: 0.563877, acc.: 70.31%, KL div.: 0.299328] [G loss: 2.080901, KL div.: 2.080901, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6517 [D loss: 0.482317, acc.: 75.39%, KL div.: 0.294453] [G loss: 2.153988, KL div.: 2.153988, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6518 [D loss: 0.604077, acc.: 66.41%, KL div.: 0.277792] [G loss: 2.059590, KL div.: 2.059590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6519 [D loss: 0.478939, acc.: 75.00%, KL div.: 0.246414] [G loss: 1.903317, KL div.: 1.903317, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6520 [D loss: 0.470036, acc.: 78.91%, KL div.: 0.246610] [G loss: 1.914576, KL div.: 1.914576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6521 [D loss: 0.573781, acc.: 66.80%, KL div.: 0.286868] [G loss: 1.619676, KL div.: 1.619676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6522 [D loss: 0.489095, acc.: 74.61%, KL div.: 0.248553] [G loss: 1.972431, KL div.: 1.972431, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6523 [D loss: 0.513951, acc.: 74.22%, KL div.: 0.288686] [G loss: 1.892998, KL div.: 1.892998, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6524 [D loss: 0.596639, acc.: 65.23%, KL div.: 0.301038] [G loss: 1.643701, KL div.: 1.643701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6525 [D loss: 0.474009, acc.: 73.44%, KL div.: 0.252912] [G loss: 2.082069, KL div.: 2.082069, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6526 [D loss: 0.482589, acc.: 71.88%, KL div.: 0.223981] [G loss: 2.183796, KL div.: 2.183796, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6527 [D loss: 0.569928, acc.: 70.70%, KL div.: 0.310644] [G loss: 1.960172, KL div.: 1.960172, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6528 [D loss: 0.570978, acc.: 69.14%, KL div.: 0.290331] [G loss: 1.682301, KL div.: 1.682301, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6529 [D loss: 0.518237, acc.: 75.00%, KL div.: 0.299484] [G loss: 2.017970, KL div.: 2.017970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6530 [D loss: 0.528304, acc.: 72.66%, KL div.: 0.257276] [G loss: 1.817993, KL div.: 1.817993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6531 [D loss: 0.533757, acc.: 73.05%, KL div.: 0.293782] [G loss: 1.526056, KL div.: 1.526056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6532 [D loss: 0.535939, acc.: 69.92%, KL div.: 0.274251] [G loss: 1.803425, KL div.: 1.803425, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6533 [D loss: 0.542319, acc.: 69.92%, KL div.: 0.300753] [G loss: 1.650155, KL div.: 1.650155, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6534 [D loss: 0.459736, acc.: 79.69%, KL div.: 0.242462] [G loss: 2.038634, KL div.: 2.038634, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6535 [D loss: 0.576340, acc.: 67.97%, KL div.: 0.299103] [G loss: 1.861150, KL div.: 1.861150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6536 [D loss: 0.567226, acc.: 68.75%, KL div.: 0.288861] [G loss: 1.804002, KL div.: 1.804002, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6537 [D loss: 0.461736, acc.: 76.95%, KL div.: 0.258999] [G loss: 2.056712, KL div.: 2.056712, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6538 [D loss: 0.529438, acc.: 68.75%, KL div.: 0.277657] [G loss: 1.732893, KL div.: 1.732893, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6539 [D loss: 0.533273, acc.: 69.92%, KL div.: 0.259387] [G loss: 1.949986, KL div.: 1.949986, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6540 [D loss: 0.515408, acc.: 73.44%, KL div.: 0.287037] [G loss: 2.073503, KL div.: 2.073503, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6541 [D loss: 0.571200, acc.: 68.75%, KL div.: 0.290925] [G loss: 1.737227, KL div.: 1.737228, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6542 [D loss: 0.523200, acc.: 70.70%, KL div.: 0.247633] [G loss: 2.225323, KL div.: 2.225323, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6543 [D loss: 0.480341, acc.: 76.95%, KL div.: 0.272708] [G loss: 2.161796, KL div.: 2.161796, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6544 [D loss: 0.631073, acc.: 66.02%, KL div.: 0.297453] [G loss: 1.741234, KL div.: 1.741234, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6545 [D loss: 0.554179, acc.: 69.14%, KL div.: 0.298460] [G loss: 1.799926, KL div.: 1.799926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6546 [D loss: 0.568938, acc.: 71.09%, KL div.: 0.294188] [G loss: 1.542368, KL div.: 1.542368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6547 [D loss: 0.555702, acc.: 68.75%, KL div.: 0.301489] [G loss: 1.752248, KL div.: 1.752248, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6548 [D loss: 0.582709, acc.: 69.14%, KL div.: 0.300875] [G loss: 1.928893, KL div.: 1.928893, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6549 [D loss: 0.552319, acc.: 69.53%, KL div.: 0.301116] [G loss: 2.067948, KL div.: 2.067948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6550 [D loss: 0.592536, acc.: 65.23%, KL div.: 0.282480] [G loss: 1.534937, KL div.: 1.534937, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6551 [D loss: 0.518339, acc.: 74.61%, KL div.: 0.292850] [G loss: 2.086623, KL div.: 2.086623, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6552 [D loss: 0.534969, acc.: 67.97%, KL div.: 0.278391] [G loss: 2.128514, KL div.: 2.128514, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6553 [D loss: 0.507351, acc.: 74.22%, KL div.: 0.264850] [G loss: 1.823217, KL div.: 1.823217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6554 [D loss: 0.608863, acc.: 66.80%, KL div.: 0.278687] [G loss: 1.776131, KL div.: 1.776131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6555 [D loss: 0.536394, acc.: 71.48%, KL div.: 0.279202] [G loss: 1.735905, KL div.: 1.735905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6556 [D loss: 0.522486, acc.: 72.27%, KL div.: 0.294044] [G loss: 2.206970, KL div.: 2.206970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6557 [D loss: 0.484801, acc.: 75.78%, KL div.: 0.232817] [G loss: 1.758759, KL div.: 1.758759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6558 [D loss: 0.562400, acc.: 67.97%, KL div.: 0.314821] [G loss: 2.086334, KL div.: 2.086334, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6559 [D loss: 0.559209, acc.: 71.88%, KL div.: 0.300418] [G loss: 1.883562, KL div.: 1.883562, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6560 [D loss: 0.639315, acc.: 61.33%, KL div.: 0.309757] [G loss: 1.694793, KL div.: 1.694793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6561 [D loss: 0.559370, acc.: 70.70%, KL div.: 0.250605] [G loss: 2.051411, KL div.: 2.051411, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6562 [D loss: 0.525433, acc.: 71.48%, KL div.: 0.298493] [G loss: 1.803883, KL div.: 1.803883, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6563 [D loss: 0.568844, acc.: 69.14%, KL div.: 0.333543] [G loss: 1.740673, KL div.: 1.740673, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6564 [D loss: 0.495417, acc.: 78.52%, KL div.: 0.240730] [G loss: 1.792948, KL div.: 1.792948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6565 [D loss: 0.550538, acc.: 69.14%, KL div.: 0.294739] [G loss: 1.687463, KL div.: 1.687463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6566 [D loss: 0.495025, acc.: 74.61%, KL div.: 0.264143] [G loss: 2.058619, KL div.: 2.058619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6567 [D loss: 0.514284, acc.: 71.48%, KL div.: 0.266897] [G loss: 1.561645, KL div.: 1.561645, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6568 [D loss: 0.476677, acc.: 76.56%, KL div.: 0.233804] [G loss: 1.979313, KL div.: 1.979313, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6569 [D loss: 0.468486, acc.: 76.56%, KL div.: 0.238021] [G loss: 1.876914, KL div.: 1.876914, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6570 [D loss: 0.535971, acc.: 72.66%, KL div.: 0.303862] [G loss: 1.789328, KL div.: 1.789328, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6571 [D loss: 0.565806, acc.: 69.53%, KL div.: 0.291711] [G loss: 2.011956, KL div.: 2.011956, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6572 [D loss: 0.538479, acc.: 69.53%, KL div.: 0.280209] [G loss: 1.961495, KL div.: 1.961495, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6573 [D loss: 0.518516, acc.: 73.05%, KL div.: 0.279948] [G loss: 1.776984, KL div.: 1.776984, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6574 [D loss: 0.476297, acc.: 75.39%, KL div.: 0.220213] [G loss: 2.029938, KL div.: 2.029938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6575 [D loss: 0.535910, acc.: 69.53%, KL div.: 0.282253] [G loss: 2.003570, KL div.: 2.003570, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6576 [D loss: 0.544410, acc.: 69.53%, KL div.: 0.322299] [G loss: 2.286377, KL div.: 2.286377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6577 [D loss: 0.560504, acc.: 72.27%, KL div.: 0.280430] [G loss: 1.604837, KL div.: 1.604837, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6578 [D loss: 0.513064, acc.: 72.27%, KL div.: 0.268346] [G loss: 1.718469, KL div.: 1.718469, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6579 [D loss: 0.455673, acc.: 78.52%, KL div.: 0.254062] [G loss: 1.598100, KL div.: 1.598100, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6580 [D loss: 0.538735, acc.: 70.31%, KL div.: 0.262937] [G loss: 1.722457, KL div.: 1.722457, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6581 [D loss: 0.465678, acc.: 75.00%, KL div.: 0.232187] [G loss: 2.036409, KL div.: 2.036409, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6582 [D loss: 0.483325, acc.: 75.78%, KL div.: 0.283463] [G loss: 2.109801, KL div.: 2.109801, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6583 [D loss: 0.548607, acc.: 70.31%, KL div.: 0.283442] [G loss: 2.189892, KL div.: 2.189892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6584 [D loss: 0.495012, acc.: 72.66%, KL div.: 0.273922] [G loss: 1.954572, KL div.: 1.954572, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6585 [D loss: 0.554294, acc.: 65.62%, KL div.: 0.263133] [G loss: 1.785007, KL div.: 1.785007, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6586 [D loss: 0.538566, acc.: 74.22%, KL div.: 0.276050] [G loss: 2.017334, KL div.: 2.017334, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6587 [D loss: 0.497977, acc.: 75.39%, KL div.: 0.265998] [G loss: 1.868346, KL div.: 1.868346, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6588 [D loss: 0.494901, acc.: 76.17%, KL div.: 0.253965] [G loss: 2.027850, KL div.: 2.027850, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6589 [D loss: 0.549235, acc.: 72.27%, KL div.: 0.282706] [G loss: 1.679597, KL div.: 1.679597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6590 [D loss: 0.530163, acc.: 71.88%, KL div.: 0.280054] [G loss: 2.321939, KL div.: 2.321939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6591 [D loss: 0.486623, acc.: 74.22%, KL div.: 0.253543] [G loss: 2.028909, KL div.: 2.028909, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6592 [D loss: 0.533297, acc.: 69.14%, KL div.: 0.265059] [G loss: 1.658194, KL div.: 1.658194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6593 [D loss: 0.535484, acc.: 69.92%, KL div.: 0.295430] [G loss: 1.654464, KL div.: 1.654464, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6594 [D loss: 0.516742, acc.: 71.09%, KL div.: 0.269317] [G loss: 1.879249, KL div.: 1.879249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6595 [D loss: 0.537672, acc.: 70.70%, KL div.: 0.267682] [G loss: 1.699545, KL div.: 1.699545, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6596 [D loss: 0.565029, acc.: 67.19%, KL div.: 0.302387] [G loss: 1.869657, KL div.: 1.869657, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6597 [D loss: 0.535556, acc.: 70.70%, KL div.: 0.266083] [G loss: 1.859218, KL div.: 1.859218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6598 [D loss: 0.553672, acc.: 72.66%, KL div.: 0.300180] [G loss: 1.972739, KL div.: 1.972739, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6599 [D loss: 0.491060, acc.: 74.22%, KL div.: 0.277707] [G loss: 2.222454, KL div.: 2.222454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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6600 [D loss: 0.491126, acc.: 73.44%, KL div.: 0.237738] [G loss: 2.118179, KL div.: 2.118179, FID: 46.971459]
1/1 [==============================] - 0s 29ms/step
4/4 [==============================] - 0s 66ms/step
6601 [D loss: 0.504079, acc.: 73.83%, KL div.: 0.241596] [G loss: 1.971903, KL div.: 1.971903, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6602 [D loss: 0.493446, acc.: 75.78%, KL div.: 0.263781] [G loss: 1.707829, KL div.: 1.707829, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6603 [D loss: 0.536811, acc.: 72.66%, KL div.: 0.300837] [G loss: 2.092302, KL div.: 2.092302, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6604 [D loss: 0.529823, acc.: 71.48%, KL div.: 0.278559] [G loss: 1.912447, KL div.: 1.912447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6605 [D loss: 0.450209, acc.: 76.95%, KL div.: 0.211746] [G loss: 2.297565, KL div.: 2.297565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6606 [D loss: 0.571011, acc.: 69.92%, KL div.: 0.317166] [G loss: 1.522151, KL div.: 1.522151, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6607 [D loss: 0.601730, acc.: 64.84%, KL div.: 0.291815] [G loss: 1.971318, KL div.: 1.971318, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6608 [D loss: 0.551869, acc.: 71.48%, KL div.: 0.261464] [G loss: 1.677604, KL div.: 1.677604, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6609 [D loss: 0.509646, acc.: 74.61%, KL div.: 0.285435] [G loss: 1.686931, KL div.: 1.686931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6610 [D loss: 0.548983, acc.: 69.92%, KL div.: 0.262352] [G loss: 1.738638, KL div.: 1.738638, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6611 [D loss: 0.544404, acc.: 70.31%, KL div.: 0.288973] [G loss: 1.794899, KL div.: 1.794899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6612 [D loss: 0.529133, acc.: 73.83%, KL div.: 0.287660] [G loss: 1.763214, KL div.: 1.763214, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6613 [D loss: 0.547554, acc.: 71.09%, KL div.: 0.322449] [G loss: 1.916863, KL div.: 1.916863, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6614 [D loss: 0.519000, acc.: 71.09%, KL div.: 0.278687] [G loss: 1.756614, KL div.: 1.756614, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6615 [D loss: 0.503019, acc.: 75.00%, KL div.: 0.239358] [G loss: 2.282346, KL div.: 2.282346, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6616 [D loss: 0.512645, acc.: 74.61%, KL div.: 0.259758] [G loss: 1.604075, KL div.: 1.604075, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6617 [D loss: 0.513388, acc.: 72.27%, KL div.: 0.249354] [G loss: 1.809507, KL div.: 1.809507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6618 [D loss: 0.554941, acc.: 68.75%, KL div.: 0.292632] [G loss: 1.536832, KL div.: 1.536832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6619 [D loss: 0.490033, acc.: 74.61%, KL div.: 0.245526] [G loss: 2.139954, KL div.: 2.139954, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6620 [D loss: 0.534136, acc.: 70.70%, KL div.: 0.327614] [G loss: 2.125876, KL div.: 2.125876, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6621 [D loss: 0.564922, acc.: 69.14%, KL div.: 0.263219] [G loss: 1.591552, KL div.: 1.591552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6622 [D loss: 0.558505, acc.: 67.58%, KL div.: 0.320696] [G loss: 1.670244, KL div.: 1.670244, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6623 [D loss: 0.557338, acc.: 68.36%, KL div.: 0.295852] [G loss: 1.429041, KL div.: 1.429041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6624 [D loss: 0.600718, acc.: 66.02%, KL div.: 0.282332] [G loss: 1.785668, KL div.: 1.785668, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6625 [D loss: 0.553749, acc.: 68.36%, KL div.: 0.276671] [G loss: 1.801426, KL div.: 1.801426, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6626 [D loss: 0.477594, acc.: 76.95%, KL div.: 0.275606] [G loss: 2.019546, KL div.: 2.019546, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6627 [D loss: 0.513366, acc.: 72.66%, KL div.: 0.262683] [G loss: 2.093718, KL div.: 2.093718, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6628 [D loss: 0.545633, acc.: 71.09%, KL div.: 0.254860] [G loss: 1.989029, KL div.: 1.989029, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6629 [D loss: 0.571619, acc.: 68.75%, KL div.: 0.299082] [G loss: 2.044703, KL div.: 2.044703, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6630 [D loss: 0.541160, acc.: 70.31%, KL div.: 0.302878] [G loss: 1.892837, KL div.: 1.892837, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6631 [D loss: 0.493696, acc.: 75.39%, KL div.: 0.259016] [G loss: 1.822269, KL div.: 1.822269, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6632 [D loss: 0.519911, acc.: 71.48%, KL div.: 0.259428] [G loss: 2.097040, KL div.: 2.097040, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6633 [D loss: 0.514185, acc.: 72.27%, KL div.: 0.275058] [G loss: 1.681514, KL div.: 1.681514, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6634 [D loss: 0.548749, acc.: 68.75%, KL div.: 0.313544] [G loss: 1.705375, KL div.: 1.705375, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6635 [D loss: 0.543392, acc.: 71.48%, KL div.: 0.251728] [G loss: 1.902710, KL div.: 1.902710, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6636 [D loss: 0.497262, acc.: 76.56%, KL div.: 0.260520] [G loss: 1.463180, KL div.: 1.463180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6637 [D loss: 0.572799, acc.: 68.36%, KL div.: 0.332751] [G loss: 1.837959, KL div.: 1.837959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6638 [D loss: 0.618089, acc.: 61.72%, KL div.: 0.302134] [G loss: 1.496996, KL div.: 1.496996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6639 [D loss: 0.510312, acc.: 75.78%, KL div.: 0.260657] [G loss: 2.026472, KL div.: 2.026472, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
6640 [D loss: 0.505399, acc.: 70.31%, KL div.: 0.249930] [G loss: 2.140141, KL div.: 2.140141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6641 [D loss: 0.455521, acc.: 79.69%, KL div.: 0.261218] [G loss: 2.209326, KL div.: 2.209326, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6642 [D loss: 0.649351, acc.: 65.62%, KL div.: 0.351898] [G loss: 1.857307, KL div.: 1.857307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6643 [D loss: 0.536061, acc.: 72.27%, KL div.: 0.249280] [G loss: 1.837552, KL div.: 1.837552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6644 [D loss: 0.517678, acc.: 70.70%, KL div.: 0.284867] [G loss: 2.165293, KL div.: 2.165293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6645 [D loss: 0.520550, acc.: 70.31%, KL div.: 0.287560] [G loss: 1.652462, KL div.: 1.652462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6646 [D loss: 0.590537, acc.: 68.36%, KL div.: 0.303604] [G loss: 1.626717, KL div.: 1.626717, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6647 [D loss: 0.568439, acc.: 72.27%, KL div.: 0.277910] [G loss: 1.820666, KL div.: 1.820666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6648 [D loss: 0.514649, acc.: 70.70%, KL div.: 0.276725] [G loss: 1.858512, KL div.: 1.858512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6649 [D loss: 0.540160, acc.: 71.88%, KL div.: 0.267696] [G loss: 1.634895, KL div.: 1.634895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6650 [D loss: 0.536700, acc.: 72.27%, KL div.: 0.309513] [G loss: 1.862185, KL div.: 1.862185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6651 [D loss: 0.563804, acc.: 67.97%, KL div.: 0.289497] [G loss: 1.746764, KL div.: 1.746764, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6652 [D loss: 0.577163, acc.: 67.19%, KL div.: 0.295459] [G loss: 1.759245, KL div.: 1.759245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6653 [D loss: 0.521309, acc.: 72.66%, KL div.: 0.252419] [G loss: 1.895591, KL div.: 1.895591, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6654 [D loss: 0.535904, acc.: 74.22%, KL div.: 0.289967] [G loss: 1.800869, KL div.: 1.800869, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6655 [D loss: 0.539298, acc.: 72.27%, KL div.: 0.265867] [G loss: 1.787739, KL div.: 1.787739, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6656 [D loss: 0.516452, acc.: 71.48%, KL div.: 0.275075] [G loss: 1.922828, KL div.: 1.922828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6657 [D loss: 0.576350, acc.: 69.53%, KL div.: 0.300635] [G loss: 1.450785, KL div.: 1.450785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6658 [D loss: 0.503275, acc.: 73.05%, KL div.: 0.271895] [G loss: 2.101219, KL div.: 2.101219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6659 [D loss: 0.555531, acc.: 68.75%, KL div.: 0.295987] [G loss: 1.968223, KL div.: 1.968223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6660 [D loss: 0.492281, acc.: 76.17%, KL div.: 0.262285] [G loss: 1.627241, KL div.: 1.627241, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6661 [D loss: 0.542363, acc.: 71.48%, KL div.: 0.305738] [G loss: 2.245368, KL div.: 2.245368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6662 [D loss: 0.513458, acc.: 71.09%, KL div.: 0.255510] [G loss: 1.988203, KL div.: 1.988203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6663 [D loss: 0.560075, acc.: 71.09%, KL div.: 0.275815] [G loss: 1.747950, KL div.: 1.747950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6664 [D loss: 0.538657, acc.: 69.92%, KL div.: 0.268777] [G loss: 1.945074, KL div.: 1.945074, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6665 [D loss: 0.618034, acc.: 63.67%, KL div.: 0.345220] [G loss: 1.723393, KL div.: 1.723393, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6666 [D loss: 0.470422, acc.: 76.95%, KL div.: 0.251654] [G loss: 1.754102, KL div.: 1.754102, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6667 [D loss: 0.546316, acc.: 71.09%, KL div.: 0.288052] [G loss: 1.832222, KL div.: 1.832222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6668 [D loss: 0.564089, acc.: 69.53%, KL div.: 0.283476] [G loss: 1.880472, KL div.: 1.880472, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6669 [D loss: 0.564322, acc.: 71.48%, KL div.: 0.301760] [G loss: 1.494482, KL div.: 1.494482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6670 [D loss: 0.446454, acc.: 80.86%, KL div.: 0.225642] [G loss: 1.796659, KL div.: 1.796659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6671 [D loss: 0.525050, acc.: 77.34%, KL div.: 0.309773] [G loss: 1.662317, KL div.: 1.662317, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6672 [D loss: 0.603299, acc.: 65.62%, KL div.: 0.276036] [G loss: 1.785930, KL div.: 1.785930, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6673 [D loss: 0.535739, acc.: 72.27%, KL div.: 0.278111] [G loss: 1.928783, KL div.: 1.928783, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6674 [D loss: 0.564818, acc.: 67.97%, KL div.: 0.282711] [G loss: 1.701961, KL div.: 1.701961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6675 [D loss: 0.474575, acc.: 77.34%, KL div.: 0.256604] [G loss: 1.974817, KL div.: 1.974817, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6676 [D loss: 0.507727, acc.: 74.22%, KL div.: 0.277139] [G loss: 1.898475, KL div.: 1.898475, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6677 [D loss: 0.530643, acc.: 75.00%, KL div.: 0.291483] [G loss: 2.171817, KL div.: 2.171817, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6678 [D loss: 0.542157, acc.: 70.31%, KL div.: 0.229916] [G loss: 1.719055, KL div.: 1.719055, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6679 [D loss: 0.524789, acc.: 70.70%, KL div.: 0.264490] [G loss: 2.015491, KL div.: 2.015492, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6680 [D loss: 0.575827, acc.: 68.75%, KL div.: 0.318734] [G loss: 1.688325, KL div.: 1.688325, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6681 [D loss: 0.571912, acc.: 65.62%, KL div.: 0.286016] [G loss: 1.679223, KL div.: 1.679224, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6682 [D loss: 0.468879, acc.: 75.78%, KL div.: 0.225985] [G loss: 1.995477, KL div.: 1.995477, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6683 [D loss: 0.568659, acc.: 70.70%, KL div.: 0.318054] [G loss: 1.492143, KL div.: 1.492143, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6684 [D loss: 0.606224, acc.: 67.58%, KL div.: 0.314543] [G loss: 1.809952, KL div.: 1.809952, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6685 [D loss: 0.536084, acc.: 71.48%, KL div.: 0.294066] [G loss: 1.622568, KL div.: 1.622568, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6686 [D loss: 0.555880, acc.: 66.41%, KL div.: 0.277143] [G loss: 1.834006, KL div.: 1.834006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6687 [D loss: 0.517437, acc.: 74.61%, KL div.: 0.276425] [G loss: 1.720519, KL div.: 1.720519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6688 [D loss: 0.564723, acc.: 65.62%, KL div.: 0.279133] [G loss: 1.772706, KL div.: 1.772706, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6689 [D loss: 0.571274, acc.: 69.53%, KL div.: 0.326283] [G loss: 1.952231, KL div.: 1.952231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6690 [D loss: 0.559871, acc.: 67.97%, KL div.: 0.283171] [G loss: 1.853062, KL div.: 1.853062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6691 [D loss: 0.513455, acc.: 75.00%, KL div.: 0.270535] [G loss: 1.932017, KL div.: 1.932018, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6692 [D loss: 0.583761, acc.: 68.36%, KL div.: 0.300738] [G loss: 1.740867, KL div.: 1.740867, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6693 [D loss: 0.504181, acc.: 73.44%, KL div.: 0.233359] [G loss: 1.804213, KL div.: 1.804214, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6694 [D loss: 0.540220, acc.: 70.31%, KL div.: 0.317532] [G loss: 1.784371, KL div.: 1.784371, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6695 [D loss: 0.585732, acc.: 69.92%, KL div.: 0.327058] [G loss: 1.956631, KL div.: 1.956631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6696 [D loss: 0.544795, acc.: 71.48%, KL div.: 0.288398] [G loss: 2.006357, KL div.: 2.006357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6697 [D loss: 0.517817, acc.: 73.83%, KL div.: 0.260302] [G loss: 1.900725, KL div.: 1.900725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6698 [D loss: 0.512315, acc.: 73.05%, KL div.: 0.253229] [G loss: 1.846586, KL div.: 1.846586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6699 [D loss: 0.553572, acc.: 69.53%, KL div.: 0.281694] [G loss: 1.629420, KL div.: 1.629420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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6700 [D loss: 0.491817, acc.: 74.61%, KL div.: 0.271320] [G loss: 2.003653, KL div.: 2.003653, FID: 50.082283]
1/1 [==============================] - 0s 18ms/step
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6701 [D loss: 0.527247, acc.: 74.61%, KL div.: 0.323256] [G loss: 2.010696, KL div.: 2.010696, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6702 [D loss: 0.591353, acc.: 68.75%, KL div.: 0.268419] [G loss: 1.635235, KL div.: 1.635235, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6703 [D loss: 0.527642, acc.: 73.83%, KL div.: 0.267451] [G loss: 1.819300, KL div.: 1.819300, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6704 [D loss: 0.552715, acc.: 70.70%, KL div.: 0.290282] [G loss: 1.862874, KL div.: 1.862874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6705 [D loss: 0.539800, acc.: 72.27%, KL div.: 0.266515] [G loss: 1.804788, KL div.: 1.804788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6706 [D loss: 0.557333, acc.: 69.53%, KL div.: 0.307266] [G loss: 1.959831, KL div.: 1.959832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6707 [D loss: 0.570458, acc.: 69.92%, KL div.: 0.307042] [G loss: 1.606061, KL div.: 1.606061, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6708 [D loss: 0.542973, acc.: 69.14%, KL div.: 0.267564] [G loss: 1.889894, KL div.: 1.889894, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6709 [D loss: 0.599336, acc.: 67.97%, KL div.: 0.356499] [G loss: 1.733765, KL div.: 1.733765, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6710 [D loss: 0.565398, acc.: 69.53%, KL div.: 0.272825] [G loss: 1.749203, KL div.: 1.749203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6711 [D loss: 0.481206, acc.: 76.56%, KL div.: 0.254989] [G loss: 1.892010, KL div.: 1.892010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6712 [D loss: 0.511161, acc.: 74.61%, KL div.: 0.256049] [G loss: 1.483117, KL div.: 1.483117, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6713 [D loss: 0.610228, acc.: 64.45%, KL div.: 0.333808] [G loss: 1.943133, KL div.: 1.943133, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6714 [D loss: 0.507881, acc.: 74.22%, KL div.: 0.247588] [G loss: 1.569468, KL div.: 1.569468, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6715 [D loss: 0.567363, acc.: 69.53%, KL div.: 0.309786] [G loss: 1.420042, KL div.: 1.420042, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6716 [D loss: 0.512426, acc.: 73.44%, KL div.: 0.260343] [G loss: 1.855448, KL div.: 1.855448, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6717 [D loss: 0.525728, acc.: 68.36%, KL div.: 0.276181] [G loss: 2.132593, KL div.: 2.132593, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6718 [D loss: 0.461461, acc.: 80.47%, KL div.: 0.234231] [G loss: 1.804518, KL div.: 1.804518, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6719 [D loss: 0.546834, acc.: 69.53%, KL div.: 0.261370] [G loss: 1.875885, KL div.: 1.875885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6720 [D loss: 0.501036, acc.: 77.73%, KL div.: 0.285275] [G loss: 1.833111, KL div.: 1.833111, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6721 [D loss: 0.539957, acc.: 71.48%, KL div.: 0.262865] [G loss: 1.656012, KL div.: 1.656012, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6722 [D loss: 0.475186, acc.: 76.17%, KL div.: 0.254135] [G loss: 1.959759, KL div.: 1.959759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6723 [D loss: 0.524891, acc.: 75.39%, KL div.: 0.296189] [G loss: 2.024211, KL div.: 2.024211, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6724 [D loss: 0.565487, acc.: 68.36%, KL div.: 0.269648] [G loss: 1.795388, KL div.: 1.795388, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6725 [D loss: 0.465432, acc.: 78.52%, KL div.: 0.237028] [G loss: 1.938089, KL div.: 1.938089, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6726 [D loss: 0.599359, acc.: 68.36%, KL div.: 0.300911] [G loss: 1.617549, KL div.: 1.617549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6727 [D loss: 0.561955, acc.: 65.62%, KL div.: 0.283446] [G loss: 1.797581, KL div.: 1.797581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6728 [D loss: 0.500145, acc.: 78.12%, KL div.: 0.282937] [G loss: 1.524002, KL div.: 1.524002, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6729 [D loss: 0.585655, acc.: 68.36%, KL div.: 0.304627] [G loss: 1.623121, KL div.: 1.623121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6730 [D loss: 0.561207, acc.: 67.58%, KL div.: 0.268176] [G loss: 1.672031, KL div.: 1.672031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6731 [D loss: 0.537346, acc.: 70.31%, KL div.: 0.292543] [G loss: 1.695475, KL div.: 1.695475, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6732 [D loss: 0.606424, acc.: 66.41%, KL div.: 0.327334] [G loss: 1.552057, KL div.: 1.552057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6733 [D loss: 0.509183, acc.: 73.83%, KL div.: 0.256067] [G loss: 1.837286, KL div.: 1.837286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6734 [D loss: 0.533088, acc.: 72.27%, KL div.: 0.269112] [G loss: 1.994560, KL div.: 1.994560, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6735 [D loss: 0.463986, acc.: 77.34%, KL div.: 0.236189] [G loss: 1.940236, KL div.: 1.940236, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6736 [D loss: 0.553987, acc.: 70.31%, KL div.: 0.331481] [G loss: 1.937376, KL div.: 1.937376, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6737 [D loss: 0.457147, acc.: 77.34%, KL div.: 0.249296] [G loss: 1.462499, KL div.: 1.462499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6738 [D loss: 0.472390, acc.: 74.61%, KL div.: 0.204222] [G loss: 1.677374, KL div.: 1.677374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6739 [D loss: 0.549343, acc.: 72.27%, KL div.: 0.308705] [G loss: 1.927151, KL div.: 1.927151, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6740 [D loss: 0.510439, acc.: 73.44%, KL div.: 0.282900] [G loss: 1.676053, KL div.: 1.676053, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6741 [D loss: 0.551520, acc.: 70.31%, KL div.: 0.305369] [G loss: 1.885793, KL div.: 1.885793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6742 [D loss: 0.556613, acc.: 68.36%, KL div.: 0.286249] [G loss: 1.608547, KL div.: 1.608547, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6743 [D loss: 0.490574, acc.: 70.31%, KL div.: 0.255415] [G loss: 2.385041, KL div.: 2.385041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6744 [D loss: 0.554757, acc.: 69.14%, KL div.: 0.291229] [G loss: 1.681854, KL div.: 1.681854, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6745 [D loss: 0.553974, acc.: 70.31%, KL div.: 0.266019] [G loss: 1.792691, KL div.: 1.792691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6746 [D loss: 0.515756, acc.: 71.48%, KL div.: 0.295543] [G loss: 2.077733, KL div.: 2.077733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6747 [D loss: 0.503559, acc.: 73.83%, KL div.: 0.226599] [G loss: 1.894182, KL div.: 1.894181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6748 [D loss: 0.530534, acc.: 73.05%, KL div.: 0.271139] [G loss: 2.210635, KL div.: 2.210635, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6749 [D loss: 0.514327, acc.: 72.27%, KL div.: 0.258359] [G loss: 2.000991, KL div.: 2.000991, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6750 [D loss: 0.594775, acc.: 66.80%, KL div.: 0.303009] [G loss: 1.530051, KL div.: 1.530051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6751 [D loss: 0.504545, acc.: 75.39%, KL div.: 0.265551] [G loss: 2.043930, KL div.: 2.043930, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6752 [D loss: 0.490937, acc.: 75.78%, KL div.: 0.291374] [G loss: 1.746422, KL div.: 1.746422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6753 [D loss: 0.575461, acc.: 67.97%, KL div.: 0.278403] [G loss: 1.766095, KL div.: 1.766095, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6754 [D loss: 0.448949, acc.: 76.95%, KL div.: 0.222057] [G loss: 2.355723, KL div.: 2.355723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6755 [D loss: 0.487825, acc.: 73.44%, KL div.: 0.278638] [G loss: 2.273815, KL div.: 2.273815, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6756 [D loss: 0.555072, acc.: 68.75%, KL div.: 0.284292] [G loss: 1.859460, KL div.: 1.859460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6757 [D loss: 0.505365, acc.: 75.78%, KL div.: 0.245330] [G loss: 2.368122, KL div.: 2.368122, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6758 [D loss: 0.544252, acc.: 73.05%, KL div.: 0.300331] [G loss: 1.960508, KL div.: 1.960508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6759 [D loss: 0.577656, acc.: 67.19%, KL div.: 0.288864] [G loss: 1.756286, KL div.: 1.756286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6760 [D loss: 0.538762, acc.: 67.58%, KL div.: 0.278727] [G loss: 2.551568, KL div.: 2.551568, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6761 [D loss: 0.541087, acc.: 74.61%, KL div.: 0.269127] [G loss: 1.842188, KL div.: 1.842188, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6762 [D loss: 0.507787, acc.: 71.88%, KL div.: 0.240904] [G loss: 2.137360, KL div.: 2.137360, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6763 [D loss: 0.570130, acc.: 69.53%, KL div.: 0.306158] [G loss: 1.657868, KL div.: 1.657868, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6764 [D loss: 0.604071, acc.: 68.75%, KL div.: 0.309692] [G loss: 1.819367, KL div.: 1.819367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6765 [D loss: 0.560573, acc.: 67.19%, KL div.: 0.292926] [G loss: 2.338562, KL div.: 2.338562, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6766 [D loss: 0.451716, acc.: 78.91%, KL div.: 0.268574] [G loss: 2.102844, KL div.: 2.102844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6767 [D loss: 0.542218, acc.: 69.14%, KL div.: 0.255321] [G loss: 1.779104, KL div.: 1.779104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6768 [D loss: 0.507568, acc.: 73.05%, KL div.: 0.265349] [G loss: 1.949355, KL div.: 1.949355, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6769 [D loss: 0.471767, acc.: 75.78%, KL div.: 0.276415] [G loss: 1.800752, KL div.: 1.800752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6770 [D loss: 0.564886, acc.: 69.14%, KL div.: 0.282069] [G loss: 1.720247, KL div.: 1.720247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6771 [D loss: 0.435617, acc.: 79.30%, KL div.: 0.202657] [G loss: 2.110140, KL div.: 2.110140, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6772 [D loss: 0.557565, acc.: 70.70%, KL div.: 0.295231] [G loss: 1.566769, KL div.: 1.566769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6773 [D loss: 0.580754, acc.: 63.67%, KL div.: 0.294782] [G loss: 1.623225, KL div.: 1.623225, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6774 [D loss: 0.565335, acc.: 66.41%, KL div.: 0.282514] [G loss: 1.534413, KL div.: 1.534413, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6775 [D loss: 0.584130, acc.: 66.41%, KL div.: 0.338587] [G loss: 1.963022, KL div.: 1.963022, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6776 [D loss: 0.589229, acc.: 67.97%, KL div.: 0.274960] [G loss: 1.467541, KL div.: 1.467541, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6777 [D loss: 0.568865, acc.: 67.97%, KL div.: 0.276239] [G loss: 2.057856, KL div.: 2.057856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6778 [D loss: 0.482054, acc.: 75.39%, KL div.: 0.295483] [G loss: 2.174397, KL div.: 2.174397, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6779 [D loss: 0.534532, acc.: 71.48%, KL div.: 0.253942] [G loss: 2.063056, KL div.: 2.063056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6780 [D loss: 0.523747, acc.: 73.83%, KL div.: 0.296174] [G loss: 2.127314, KL div.: 2.127314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6781 [D loss: 0.604539, acc.: 67.58%, KL div.: 0.287790] [G loss: 1.675874, KL div.: 1.675874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6782 [D loss: 0.603742, acc.: 68.36%, KL div.: 0.324598] [G loss: 1.497175, KL div.: 1.497175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6783 [D loss: 0.574817, acc.: 66.41%, KL div.: 0.268984] [G loss: 1.827823, KL div.: 1.827823, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6784 [D loss: 0.555680, acc.: 70.70%, KL div.: 0.321118] [G loss: 1.602009, KL div.: 1.602010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6785 [D loss: 0.583437, acc.: 68.36%, KL div.: 0.308053] [G loss: 1.716633, KL div.: 1.716633, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6786 [D loss: 0.489325, acc.: 74.22%, KL div.: 0.266668] [G loss: 1.610603, KL div.: 1.610603, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6787 [D loss: 0.507752, acc.: 71.48%, KL div.: 0.244320] [G loss: 1.961750, KL div.: 1.961750, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6788 [D loss: 0.537731, acc.: 70.31%, KL div.: 0.309962] [G loss: 1.844235, KL div.: 1.844235, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6789 [D loss: 0.512141, acc.: 71.09%, KL div.: 0.249436] [G loss: 1.993963, KL div.: 1.993963, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6790 [D loss: 0.484115, acc.: 77.34%, KL div.: 0.231307] [G loss: 2.369874, KL div.: 2.369874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6791 [D loss: 0.558693, acc.: 69.14%, KL div.: 0.294392] [G loss: 1.734674, KL div.: 1.734674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6792 [D loss: 0.522755, acc.: 71.09%, KL div.: 0.265252] [G loss: 2.139091, KL div.: 2.139091, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6793 [D loss: 0.538573, acc.: 69.14%, KL div.: 0.279385] [G loss: 1.978146, KL div.: 1.978146, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6794 [D loss: 0.561459, acc.: 70.70%, KL div.: 0.288985] [G loss: 1.794346, KL div.: 1.794346, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6795 [D loss: 0.550218, acc.: 71.09%, KL div.: 0.315357] [G loss: 1.846641, KL div.: 1.846641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6796 [D loss: 0.546110, acc.: 73.44%, KL div.: 0.275875] [G loss: 1.802507, KL div.: 1.802507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6797 [D loss: 0.524354, acc.: 75.39%, KL div.: 0.260863] [G loss: 2.099462, KL div.: 2.099462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6798 [D loss: 0.502176, acc.: 72.27%, KL div.: 0.243672] [G loss: 1.960322, KL div.: 1.960322, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6799 [D loss: 0.585210, acc.: 67.58%, KL div.: 0.344210] [G loss: 1.680519, KL div.: 1.680519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 1s 76ms/step
6800 [D loss: 0.581147, acc.: 69.92%, KL div.: 0.280594] [G loss: 1.717373, KL div.: 1.717373, FID: 50.619555]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 70ms/step
6801 [D loss: 0.599754, acc.: 66.41%, KL div.: 0.316461] [G loss: 1.491458, KL div.: 1.491458, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
6802 [D loss: 0.553657, acc.: 69.14%, KL div.: 0.287270] [G loss: 1.849471, KL div.: 1.849471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6803 [D loss: 0.436153, acc.: 82.81%, KL div.: 0.251839] [G loss: 2.251282, KL div.: 2.251282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6804 [D loss: 0.590036, acc.: 67.58%, KL div.: 0.284904] [G loss: 1.527330, KL div.: 1.527330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6805 [D loss: 0.557196, acc.: 68.36%, KL div.: 0.313888] [G loss: 1.973978, KL div.: 1.973978, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6806 [D loss: 0.563544, acc.: 69.53%, KL div.: 0.298279] [G loss: 1.527725, KL div.: 1.527725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6807 [D loss: 0.502211, acc.: 77.34%, KL div.: 0.221268] [G loss: 1.731207, KL div.: 1.731207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6808 [D loss: 0.576083, acc.: 64.45%, KL div.: 0.295734] [G loss: 1.870344, KL div.: 1.870344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6809 [D loss: 0.524002, acc.: 74.22%, KL div.: 0.260371] [G loss: 1.845417, KL div.: 1.845417, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6810 [D loss: 0.576219, acc.: 67.58%, KL div.: 0.315257] [G loss: 1.842352, KL div.: 1.842352, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6811 [D loss: 0.533473, acc.: 72.66%, KL div.: 0.296680] [G loss: 2.154094, KL div.: 2.154093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6812 [D loss: 0.522189, acc.: 71.88%, KL div.: 0.266833] [G loss: 2.004464, KL div.: 2.004464, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6813 [D loss: 0.576746, acc.: 67.58%, KL div.: 0.310912] [G loss: 1.489687, KL div.: 1.489687, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6814 [D loss: 0.554154, acc.: 71.88%, KL div.: 0.282141] [G loss: 1.574275, KL div.: 1.574275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6815 [D loss: 0.578393, acc.: 64.84%, KL div.: 0.292878] [G loss: 1.893910, KL div.: 1.893910, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6816 [D loss: 0.530624, acc.: 72.27%, KL div.: 0.294130] [G loss: 1.929688, KL div.: 1.929688, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6817 [D loss: 0.503223, acc.: 75.78%, KL div.: 0.230202] [G loss: 1.607427, KL div.: 1.607427, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6818 [D loss: 0.538445, acc.: 70.31%, KL div.: 0.294512] [G loss: 1.754588, KL div.: 1.754588, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6819 [D loss: 0.545524, acc.: 69.92%, KL div.: 0.263076] [G loss: 1.681199, KL div.: 1.681199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6820 [D loss: 0.478323, acc.: 74.61%, KL div.: 0.251905] [G loss: 1.961712, KL div.: 1.961712, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6821 [D loss: 0.547565, acc.: 72.27%, KL div.: 0.314793] [G loss: 1.874684, KL div.: 1.874684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6822 [D loss: 0.531350, acc.: 73.05%, KL div.: 0.265310] [G loss: 1.500498, KL div.: 1.500498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6823 [D loss: 0.531024, acc.: 70.31%, KL div.: 0.262122] [G loss: 1.611813, KL div.: 1.611813, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6824 [D loss: 0.521053, acc.: 72.66%, KL div.: 0.297078] [G loss: 2.092666, KL div.: 2.092666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6825 [D loss: 0.531012, acc.: 71.09%, KL div.: 0.271141] [G loss: 2.039442, KL div.: 2.039442, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6826 [D loss: 0.495540, acc.: 74.22%, KL div.: 0.264901] [G loss: 1.864653, KL div.: 1.864653, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6827 [D loss: 0.549756, acc.: 70.31%, KL div.: 0.286197] [G loss: 2.090450, KL div.: 2.090450, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6828 [D loss: 0.526331, acc.: 69.14%, KL div.: 0.261900] [G loss: 1.958078, KL div.: 1.958078, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6829 [D loss: 0.530397, acc.: 72.66%, KL div.: 0.262975] [G loss: 1.859312, KL div.: 1.859312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6830 [D loss: 0.549004, acc.: 71.09%, KL div.: 0.296985] [G loss: 1.866618, KL div.: 1.866618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6831 [D loss: 0.490290, acc.: 77.73%, KL div.: 0.254821] [G loss: 1.739069, KL div.: 1.739069, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6832 [D loss: 0.532727, acc.: 70.31%, KL div.: 0.284909] [G loss: 1.584599, KL div.: 1.584599, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6833 [D loss: 0.532669, acc.: 69.14%, KL div.: 0.254750] [G loss: 1.925294, KL div.: 1.925294, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6834 [D loss: 0.431885, acc.: 82.03%, KL div.: 0.220106] [G loss: 1.873640, KL div.: 1.873640, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6835 [D loss: 0.594838, acc.: 69.14%, KL div.: 0.320183] [G loss: 1.619211, KL div.: 1.619211, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6836 [D loss: 0.538939, acc.: 71.48%, KL div.: 0.291978] [G loss: 2.168918, KL div.: 2.168919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6837 [D loss: 0.554718, acc.: 66.41%, KL div.: 0.279391] [G loss: 2.012718, KL div.: 2.012718, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6838 [D loss: 0.583433, acc.: 69.53%, KL div.: 0.289081] [G loss: 1.731422, KL div.: 1.731422, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6839 [D loss: 0.571972, acc.: 70.31%, KL div.: 0.291504] [G loss: 1.997391, KL div.: 1.997391, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6840 [D loss: 0.531177, acc.: 69.53%, KL div.: 0.268285] [G loss: 2.078274, KL div.: 2.078275, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6841 [D loss: 0.558567, acc.: 72.66%, KL div.: 0.320328] [G loss: 2.026412, KL div.: 2.026412, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6842 [D loss: 0.520181, acc.: 71.88%, KL div.: 0.258544] [G loss: 2.001207, KL div.: 2.001207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6843 [D loss: 0.535995, acc.: 74.61%, KL div.: 0.298684] [G loss: 2.115286, KL div.: 2.115286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6844 [D loss: 0.565510, acc.: 67.58%, KL div.: 0.268974] [G loss: 1.862271, KL div.: 1.862271, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6845 [D loss: 0.481190, acc.: 77.73%, KL div.: 0.253171] [G loss: 2.211838, KL div.: 2.211838, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6846 [D loss: 0.503521, acc.: 75.78%, KL div.: 0.274550] [G loss: 2.050477, KL div.: 2.050477, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6847 [D loss: 0.606890, acc.: 63.67%, KL div.: 0.321415] [G loss: 1.701128, KL div.: 1.701128, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6848 [D loss: 0.503248, acc.: 73.83%, KL div.: 0.251357] [G loss: 1.914192, KL div.: 1.914191, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6849 [D loss: 0.568294, acc.: 69.53%, KL div.: 0.281038] [G loss: 1.540604, KL div.: 1.540604, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6850 [D loss: 0.486190, acc.: 75.39%, KL div.: 0.259654] [G loss: 2.178878, KL div.: 2.178878, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6851 [D loss: 0.530312, acc.: 74.61%, KL div.: 0.288794] [G loss: 1.969377, KL div.: 1.969377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6852 [D loss: 0.518831, acc.: 75.00%, KL div.: 0.270068] [G loss: 1.899952, KL div.: 1.899952, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6853 [D loss: 0.526204, acc.: 72.66%, KL div.: 0.277840] [G loss: 1.862677, KL div.: 1.862677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6854 [D loss: 0.532152, acc.: 72.27%, KL div.: 0.279618] [G loss: 2.107666, KL div.: 2.107666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6855 [D loss: 0.528678, acc.: 73.44%, KL div.: 0.260202] [G loss: 1.609810, KL div.: 1.609810, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6856 [D loss: 0.516613, acc.: 71.48%, KL div.: 0.274699] [G loss: 1.998379, KL div.: 1.998379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6857 [D loss: 0.602311, acc.: 63.28%, KL div.: 0.320075] [G loss: 1.945845, KL div.: 1.945845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6858 [D loss: 0.506963, acc.: 73.05%, KL div.: 0.238873] [G loss: 1.811739, KL div.: 1.811739, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6859 [D loss: 0.533963, acc.: 70.31%, KL div.: 0.297727] [G loss: 2.125699, KL div.: 2.125699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6860 [D loss: 0.536402, acc.: 73.05%, KL div.: 0.295379] [G loss: 1.988016, KL div.: 1.988016, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6861 [D loss: 0.547818, acc.: 68.75%, KL div.: 0.309370] [G loss: 1.597819, KL div.: 1.597819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6862 [D loss: 0.567038, acc.: 68.36%, KL div.: 0.265851] [G loss: 1.469434, KL div.: 1.469434, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6863 [D loss: 0.516928, acc.: 73.83%, KL div.: 0.277332] [G loss: 1.996884, KL div.: 1.996884, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6864 [D loss: 0.583328, acc.: 67.19%, KL div.: 0.316638] [G loss: 1.793671, KL div.: 1.793671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6865 [D loss: 0.517898, acc.: 72.66%, KL div.: 0.264406] [G loss: 2.079345, KL div.: 2.079345, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6866 [D loss: 0.483089, acc.: 76.56%, KL div.: 0.236226] [G loss: 1.768699, KL div.: 1.768699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6867 [D loss: 0.506572, acc.: 75.00%, KL div.: 0.299389] [G loss: 1.924853, KL div.: 1.924853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6868 [D loss: 0.556496, acc.: 68.36%, KL div.: 0.244419] [G loss: 1.665339, KL div.: 1.665339, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6869 [D loss: 0.543843, acc.: 71.09%, KL div.: 0.306267] [G loss: 1.600024, KL div.: 1.600024, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6870 [D loss: 0.516066, acc.: 75.00%, KL div.: 0.252510] [G loss: 1.900503, KL div.: 1.900503, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6871 [D loss: 0.560933, acc.: 67.97%, KL div.: 0.300740] [G loss: 1.820194, KL div.: 1.820194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6872 [D loss: 0.509073, acc.: 74.22%, KL div.: 0.246258] [G loss: 2.323116, KL div.: 2.323116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6873 [D loss: 0.577986, acc.: 66.02%, KL div.: 0.320591] [G loss: 1.854720, KL div.: 1.854720, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6874 [D loss: 0.586692, acc.: 69.53%, KL div.: 0.285740] [G loss: 1.698241, KL div.: 1.698241, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6875 [D loss: 0.574160, acc.: 67.58%, KL div.: 0.303473] [G loss: 1.538615, KL div.: 1.538615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6876 [D loss: 0.552044, acc.: 67.58%, KL div.: 0.271550] [G loss: 1.713374, KL div.: 1.713374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6877 [D loss: 0.530684, acc.: 71.09%, KL div.: 0.292746] [G loss: 1.800834, KL div.: 1.800834, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6878 [D loss: 0.585338, acc.: 67.19%, KL div.: 0.295682] [G loss: 1.738637, KL div.: 1.738637, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6879 [D loss: 0.586851, acc.: 66.41%, KL div.: 0.306200] [G loss: 1.727412, KL div.: 1.727412, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6880 [D loss: 0.627361, acc.: 66.41%, KL div.: 0.313422] [G loss: 1.511265, KL div.: 1.511265, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6881 [D loss: 0.509162, acc.: 74.61%, KL div.: 0.272236] [G loss: 1.657744, KL div.: 1.657744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6882 [D loss: 0.583465, acc.: 66.41%, KL div.: 0.329110] [G loss: 1.721442, KL div.: 1.721442, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6883 [D loss: 0.542639, acc.: 71.09%, KL div.: 0.288749] [G loss: 1.758393, KL div.: 1.758393, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6884 [D loss: 0.553424, acc.: 69.14%, KL div.: 0.295374] [G loss: 1.726517, KL div.: 1.726517, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6885 [D loss: 0.541307, acc.: 70.70%, KL div.: 0.264381] [G loss: 2.091475, KL div.: 2.091475, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6886 [D loss: 0.552664, acc.: 69.53%, KL div.: 0.286315] [G loss: 1.628677, KL div.: 1.628677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6887 [D loss: 0.560616, acc.: 69.14%, KL div.: 0.321603] [G loss: 1.963457, KL div.: 1.963457, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6888 [D loss: 0.532273, acc.: 75.00%, KL div.: 0.253339] [G loss: 1.406329, KL div.: 1.406329, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6889 [D loss: 0.540938, acc.: 72.66%, KL div.: 0.259169] [G loss: 2.140447, KL div.: 2.140447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6890 [D loss: 0.554646, acc.: 69.92%, KL div.: 0.266464] [G loss: 1.725382, KL div.: 1.725382, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6891 [D loss: 0.513269, acc.: 73.05%, KL div.: 0.279230] [G loss: 1.824389, KL div.: 1.824389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6892 [D loss: 0.587732, acc.: 68.36%, KL div.: 0.319693] [G loss: 1.925321, KL div.: 1.925321, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6893 [D loss: 0.589303, acc.: 67.97%, KL div.: 0.333792] [G loss: 1.654244, KL div.: 1.654244, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6894 [D loss: 0.572186, acc.: 67.97%, KL div.: 0.278556] [G loss: 1.515494, KL div.: 1.515494, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6895 [D loss: 0.541542, acc.: 69.92%, KL div.: 0.271343] [G loss: 1.715481, KL div.: 1.715481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6896 [D loss: 0.520687, acc.: 74.22%, KL div.: 0.266046] [G loss: 1.924207, KL div.: 1.924207, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6897 [D loss: 0.587449, acc.: 66.80%, KL div.: 0.318041] [G loss: 1.814524, KL div.: 1.814524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6898 [D loss: 0.557196, acc.: 69.14%, KL div.: 0.288476] [G loss: 1.723475, KL div.: 1.723475, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6899 [D loss: 0.531879, acc.: 76.17%, KL div.: 0.284831] [G loss: 1.813487, KL div.: 1.813487, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 71ms/step
4/4 [==============================] - 1s 77ms/step
6900 [D loss: 0.566036, acc.: 67.97%, KL div.: 0.267826] [G loss: 1.570963, KL div.: 1.570963, FID: 41.754010]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 75ms/step
6901 [D loss: 0.594072, acc.: 63.28%, KL div.: 0.291252] [G loss: 1.638218, KL div.: 1.638218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6902 [D loss: 0.492572, acc.: 75.78%, KL div.: 0.276444] [G loss: 2.255393, KL div.: 2.255393, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6903 [D loss: 0.492656, acc.: 77.34%, KL div.: 0.246103] [G loss: 1.978453, KL div.: 1.978453, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6904 [D loss: 0.513965, acc.: 75.00%, KL div.: 0.278659] [G loss: 1.889853, KL div.: 1.889853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6905 [D loss: 0.523871, acc.: 71.09%, KL div.: 0.276902] [G loss: 2.196592, KL div.: 2.196592, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6906 [D loss: 0.569148, acc.: 67.58%, KL div.: 0.291203] [G loss: 1.795604, KL div.: 1.795604, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6907 [D loss: 0.544340, acc.: 71.88%, KL div.: 0.269166] [G loss: 1.663809, KL div.: 1.663809, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6908 [D loss: 0.580519, acc.: 67.19%, KL div.: 0.294292] [G loss: 1.830753, KL div.: 1.830753, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6909 [D loss: 0.490719, acc.: 75.39%, KL div.: 0.271989] [G loss: 1.998964, KL div.: 1.998964, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6910 [D loss: 0.596657, acc.: 68.36%, KL div.: 0.296234] [G loss: 1.534895, KL div.: 1.534895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6911 [D loss: 0.551909, acc.: 70.31%, KL div.: 0.294243] [G loss: 1.775812, KL div.: 1.775812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6912 [D loss: 0.522064, acc.: 75.00%, KL div.: 0.280614] [G loss: 1.885112, KL div.: 1.885112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6913 [D loss: 0.536715, acc.: 71.09%, KL div.: 0.283633] [G loss: 1.779084, KL div.: 1.779084, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6914 [D loss: 0.513698, acc.: 73.44%, KL div.: 0.262665] [G loss: 1.743010, KL div.: 1.743010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6915 [D loss: 0.554667, acc.: 69.14%, KL div.: 0.287428] [G loss: 1.538158, KL div.: 1.538158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6916 [D loss: 0.562190, acc.: 69.53%, KL div.: 0.296349] [G loss: 1.671444, KL div.: 1.671444, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6917 [D loss: 0.510758, acc.: 70.31%, KL div.: 0.281688] [G loss: 2.183035, KL div.: 2.183035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6918 [D loss: 0.533446, acc.: 73.05%, KL div.: 0.278654] [G loss: 1.894623, KL div.: 1.894623, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6919 [D loss: 0.599903, acc.: 66.80%, KL div.: 0.311712] [G loss: 1.447811, KL div.: 1.447811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6920 [D loss: 0.562580, acc.: 69.92%, KL div.: 0.269977] [G loss: 1.662599, KL div.: 1.662599, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6921 [D loss: 0.531438, acc.: 71.09%, KL div.: 0.263431] [G loss: 1.905604, KL div.: 1.905604, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6922 [D loss: 0.616016, acc.: 64.45%, KL div.: 0.343651] [G loss: 1.892187, KL div.: 1.892187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6923 [D loss: 0.535658, acc.: 69.53%, KL div.: 0.277928] [G loss: 2.360364, KL div.: 2.360364, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6924 [D loss: 0.526599, acc.: 70.31%, KL div.: 0.270819] [G loss: 1.942012, KL div.: 1.942012, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6925 [D loss: 0.502826, acc.: 75.39%, KL div.: 0.233056] [G loss: 1.760995, KL div.: 1.760995, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6926 [D loss: 0.527174, acc.: 75.00%, KL div.: 0.284510] [G loss: 1.890230, KL div.: 1.890230, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6927 [D loss: 0.491476, acc.: 75.39%, KL div.: 0.246917] [G loss: 2.082721, KL div.: 2.082721, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6928 [D loss: 0.570823, acc.: 68.36%, KL div.: 0.299152] [G loss: 1.997694, KL div.: 1.997694, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6929 [D loss: 0.510389, acc.: 74.22%, KL div.: 0.260221] [G loss: 1.891680, KL div.: 1.891680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6930 [D loss: 0.493102, acc.: 73.44%, KL div.: 0.256759] [G loss: 1.637785, KL div.: 1.637785, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6931 [D loss: 0.572170, acc.: 68.75%, KL div.: 0.287084] [G loss: 1.635467, KL div.: 1.635467, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6932 [D loss: 0.524795, acc.: 72.27%, KL div.: 0.284596] [G loss: 1.769074, KL div.: 1.769074, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6933 [D loss: 0.554647, acc.: 69.53%, KL div.: 0.293866] [G loss: 1.982029, KL div.: 1.982029, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6934 [D loss: 0.567450, acc.: 71.09%, KL div.: 0.275527] [G loss: 1.632610, KL div.: 1.632610, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6935 [D loss: 0.493098, acc.: 76.56%, KL div.: 0.253414] [G loss: 2.155819, KL div.: 2.155819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6936 [D loss: 0.522388, acc.: 71.88%, KL div.: 0.303585] [G loss: 2.075754, KL div.: 2.075754, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6937 [D loss: 0.524862, acc.: 68.75%, KL div.: 0.233756] [G loss: 1.981949, KL div.: 1.981949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6938 [D loss: 0.541125, acc.: 70.31%, KL div.: 0.297585] [G loss: 2.109597, KL div.: 2.109597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6939 [D loss: 0.600975, acc.: 65.23%, KL div.: 0.321265] [G loss: 2.058619, KL div.: 2.058619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6940 [D loss: 0.550861, acc.: 71.09%, KL div.: 0.264937] [G loss: 2.192358, KL div.: 2.192358, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6941 [D loss: 0.600877, acc.: 64.45%, KL div.: 0.295371] [G loss: 1.650055, KL div.: 1.650055, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6942 [D loss: 0.556197, acc.: 74.61%, KL div.: 0.307082] [G loss: 1.837820, KL div.: 1.837820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6943 [D loss: 0.544119, acc.: 71.48%, KL div.: 0.296734] [G loss: 1.766005, KL div.: 1.766005, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6944 [D loss: 0.560297, acc.: 70.70%, KL div.: 0.296962] [G loss: 1.752778, KL div.: 1.752778, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6945 [D loss: 0.539934, acc.: 69.14%, KL div.: 0.275015] [G loss: 1.935630, KL div.: 1.935630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6946 [D loss: 0.552541, acc.: 67.58%, KL div.: 0.294284] [G loss: 1.805245, KL div.: 1.805245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6947 [D loss: 0.537668, acc.: 71.88%, KL div.: 0.265677] [G loss: 1.678280, KL div.: 1.678280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6948 [D loss: 0.498045, acc.: 74.61%, KL div.: 0.270159] [G loss: 2.368269, KL div.: 2.368269, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6949 [D loss: 0.579169, acc.: 65.62%, KL div.: 0.287770] [G loss: 1.977458, KL div.: 1.977458, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6950 [D loss: 0.508505, acc.: 74.61%, KL div.: 0.247744] [G loss: 1.938050, KL div.: 1.938050, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6951 [D loss: 0.493869, acc.: 73.44%, KL div.: 0.274965] [G loss: 1.673892, KL div.: 1.673892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6952 [D loss: 0.592576, acc.: 67.19%, KL div.: 0.305266] [G loss: 1.960980, KL div.: 1.960980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6953 [D loss: 0.478799, acc.: 73.83%, KL div.: 0.247365] [G loss: 1.813601, KL div.: 1.813602, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6954 [D loss: 0.572357, acc.: 67.97%, KL div.: 0.299276] [G loss: 2.049870, KL div.: 2.049870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6955 [D loss: 0.572009, acc.: 72.27%, KL div.: 0.322535] [G loss: 1.831691, KL div.: 1.831691, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6956 [D loss: 0.526137, acc.: 71.48%, KL div.: 0.268734] [G loss: 2.002849, KL div.: 2.002849, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6957 [D loss: 0.559506, acc.: 67.58%, KL div.: 0.282704] [G loss: 1.982738, KL div.: 1.982738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6958 [D loss: 0.549196, acc.: 68.36%, KL div.: 0.271782] [G loss: 2.082946, KL div.: 2.082946, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6959 [D loss: 0.529453, acc.: 72.66%, KL div.: 0.280426] [G loss: 2.219635, KL div.: 2.219635, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6960 [D loss: 0.485665, acc.: 76.95%, KL div.: 0.250761] [G loss: 1.818612, KL div.: 1.818612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6961 [D loss: 0.516356, acc.: 68.36%, KL div.: 0.252702] [G loss: 1.719466, KL div.: 1.719466, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6962 [D loss: 0.626450, acc.: 67.58%, KL div.: 0.367854] [G loss: 1.744624, KL div.: 1.744624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6963 [D loss: 0.534172, acc.: 69.14%, KL div.: 0.290086] [G loss: 2.140427, KL div.: 2.140427, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6964 [D loss: 0.573509, acc.: 69.14%, KL div.: 0.278205] [G loss: 1.618020, KL div.: 1.618020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6965 [D loss: 0.557425, acc.: 71.48%, KL div.: 0.301754] [G loss: 1.932905, KL div.: 1.932905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6966 [D loss: 0.555386, acc.: 69.92%, KL div.: 0.259497] [G loss: 1.719350, KL div.: 1.719350, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6967 [D loss: 0.573539, acc.: 67.97%, KL div.: 0.322636] [G loss: 2.065847, KL div.: 2.065847, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6968 [D loss: 0.622679, acc.: 63.28%, KL div.: 0.337787] [G loss: 1.730822, KL div.: 1.730822, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6969 [D loss: 0.539006, acc.: 68.75%, KL div.: 0.268052] [G loss: 1.684655, KL div.: 1.684655, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6970 [D loss: 0.508646, acc.: 71.48%, KL div.: 0.249405] [G loss: 2.190363, KL div.: 2.190364, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6971 [D loss: 0.493761, acc.: 72.66%, KL div.: 0.256534] [G loss: 1.898047, KL div.: 1.898047, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6972 [D loss: 0.558305, acc.: 69.53%, KL div.: 0.303981] [G loss: 1.743682, KL div.: 1.743682, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6973 [D loss: 0.512615, acc.: 69.53%, KL div.: 0.239258] [G loss: 1.899899, KL div.: 1.899899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6974 [D loss: 0.536181, acc.: 70.70%, KL div.: 0.299512] [G loss: 1.833046, KL div.: 1.833046, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6975 [D loss: 0.533604, acc.: 69.92%, KL div.: 0.299959] [G loss: 2.069026, KL div.: 2.069026, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6976 [D loss: 0.515646, acc.: 70.31%, KL div.: 0.238635] [G loss: 1.608011, KL div.: 1.608011, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6977 [D loss: 0.524178, acc.: 75.00%, KL div.: 0.282217] [G loss: 1.874129, KL div.: 1.874129, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6978 [D loss: 0.551690, acc.: 69.14%, KL div.: 0.292241] [G loss: 1.911566, KL div.: 1.911566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6979 [D loss: 0.630719, acc.: 60.94%, KL div.: 0.323889] [G loss: 1.646974, KL div.: 1.646974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6980 [D loss: 0.525057, acc.: 73.83%, KL div.: 0.273388] [G loss: 1.865567, KL div.: 1.865567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6981 [D loss: 0.565687, acc.: 68.75%, KL div.: 0.282326] [G loss: 1.571865, KL div.: 1.571865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6982 [D loss: 0.517415, acc.: 71.88%, KL div.: 0.283990] [G loss: 1.861514, KL div.: 1.861514, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6983 [D loss: 0.558866, acc.: 71.09%, KL div.: 0.313505] [G loss: 1.609535, KL div.: 1.609535, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6984 [D loss: 0.603669, acc.: 62.89%, KL div.: 0.279375] [G loss: 1.687161, KL div.: 1.687161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6985 [D loss: 0.586700, acc.: 68.75%, KL div.: 0.313735] [G loss: 1.497806, KL div.: 1.497806, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6986 [D loss: 0.475153, acc.: 76.95%, KL div.: 0.246284] [G loss: 1.954501, KL div.: 1.954501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6987 [D loss: 0.532779, acc.: 73.05%, KL div.: 0.269285] [G loss: 1.834213, KL div.: 1.834213, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6988 [D loss: 0.554086, acc.: 66.02%, KL div.: 0.299216] [G loss: 1.802490, KL div.: 1.802490, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
6989 [D loss: 0.535288, acc.: 73.05%, KL div.: 0.253928] [G loss: 1.781963, KL div.: 1.781963, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6990 [D loss: 0.564086, acc.: 68.75%, KL div.: 0.317932] [G loss: 2.130362, KL div.: 2.130363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6991 [D loss: 0.537609, acc.: 70.70%, KL div.: 0.251557] [G loss: 1.928151, KL div.: 1.928151, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6992 [D loss: 0.505684, acc.: 72.27%, KL div.: 0.288641] [G loss: 1.894104, KL div.: 1.894104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6993 [D loss: 0.552698, acc.: 69.92%, KL div.: 0.288768] [G loss: 2.154969, KL div.: 2.154969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6994 [D loss: 0.563920, acc.: 70.31%, KL div.: 0.287141] [G loss: 1.621203, KL div.: 1.621203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6995 [D loss: 0.561530, acc.: 69.53%, KL div.: 0.270356] [G loss: 1.930819, KL div.: 1.930820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6996 [D loss: 0.569515, acc.: 71.09%, KL div.: 0.325977] [G loss: 1.799539, KL div.: 1.799539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6997 [D loss: 0.518758, acc.: 71.09%, KL div.: 0.270851] [G loss: 2.075507, KL div.: 2.075507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6998 [D loss: 0.575430, acc.: 70.31%, KL div.: 0.286356] [G loss: 1.796734, KL div.: 1.796734, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
6999 [D loss: 0.527597, acc.: 72.27%, KL div.: 0.259803] [G loss: 1.589972, KL div.: 1.589972, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 64ms/step
4/4 [==============================] - 1s 73ms/step
7000 [D loss: 0.548618, acc.: 70.70%, KL div.: 0.295714] [G loss: 1.708025, KL div.: 1.708025, FID: 45.441342]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 74ms/step
7001 [D loss: 0.604595, acc.: 66.41%, KL div.: 0.344356] [G loss: 1.685196, KL div.: 1.685196, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7002 [D loss: 0.497142, acc.: 73.44%, KL div.: 0.247936] [G loss: 1.778293, KL div.: 1.778293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7003 [D loss: 0.567156, acc.: 65.23%, KL div.: 0.270129] [G loss: 1.507011, KL div.: 1.507011, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7004 [D loss: 0.441702, acc.: 77.73%, KL div.: 0.229750] [G loss: 1.725822, KL div.: 1.725822, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7005 [D loss: 0.549573, acc.: 69.53%, KL div.: 0.326846] [G loss: 1.689010, KL div.: 1.689010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7006 [D loss: 0.510078, acc.: 72.27%, KL div.: 0.240606] [G loss: 1.511936, KL div.: 1.511936, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7007 [D loss: 0.589489, acc.: 64.45%, KL div.: 0.307634] [G loss: 1.816918, KL div.: 1.816918, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7008 [D loss: 0.545354, acc.: 71.48%, KL div.: 0.290136] [G loss: 1.868417, KL div.: 1.868417, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7009 [D loss: 0.541325, acc.: 71.88%, KL div.: 0.287470] [G loss: 1.621187, KL div.: 1.621187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7010 [D loss: 0.538344, acc.: 71.48%, KL div.: 0.304180] [G loss: 1.999368, KL div.: 1.999368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7011 [D loss: 0.494809, acc.: 75.00%, KL div.: 0.204733] [G loss: 1.715739, KL div.: 1.715739, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7012 [D loss: 0.574594, acc.: 69.92%, KL div.: 0.289647] [G loss: 1.523062, KL div.: 1.523063, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7013 [D loss: 0.578219, acc.: 69.14%, KL div.: 0.319618] [G loss: 1.928856, KL div.: 1.928856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7014 [D loss: 0.509758, acc.: 73.05%, KL div.: 0.269917] [G loss: 1.602283, KL div.: 1.602283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7015 [D loss: 0.552576, acc.: 68.75%, KL div.: 0.307742] [G loss: 1.943402, KL div.: 1.943402, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7016 [D loss: 0.541355, acc.: 69.14%, KL div.: 0.284628] [G loss: 1.792987, KL div.: 1.792987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7017 [D loss: 0.519544, acc.: 74.22%, KL div.: 0.271467] [G loss: 1.872772, KL div.: 1.872772, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7018 [D loss: 0.506385, acc.: 75.00%, KL div.: 0.273060] [G loss: 1.826725, KL div.: 1.826725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7019 [D loss: 0.542942, acc.: 67.58%, KL div.: 0.256842] [G loss: 1.612327, KL div.: 1.612327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7020 [D loss: 0.505828, acc.: 75.39%, KL div.: 0.255585] [G loss: 1.938097, KL div.: 1.938097, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7021 [D loss: 0.583636, acc.: 71.88%, KL div.: 0.323384] [G loss: 2.134295, KL div.: 2.134295, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7022 [D loss: 0.501585, acc.: 75.39%, KL div.: 0.241910] [G loss: 1.804076, KL div.: 1.804076, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7023 [D loss: 0.552956, acc.: 69.53%, KL div.: 0.284310] [G loss: 1.783959, KL div.: 1.783959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7024 [D loss: 0.525643, acc.: 72.27%, KL div.: 0.280517] [G loss: 1.791338, KL div.: 1.791338, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7025 [D loss: 0.543413, acc.: 67.97%, KL div.: 0.296829] [G loss: 1.844073, KL div.: 1.844073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7026 [D loss: 0.638868, acc.: 64.84%, KL div.: 0.335198] [G loss: 1.540177, KL div.: 1.540177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7027 [D loss: 0.580391, acc.: 69.14%, KL div.: 0.292773] [G loss: 1.612195, KL div.: 1.612195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7028 [D loss: 0.554387, acc.: 71.09%, KL div.: 0.304039] [G loss: 1.615933, KL div.: 1.615933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7029 [D loss: 0.553177, acc.: 70.70%, KL div.: 0.240505] [G loss: 1.578713, KL div.: 1.578713, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7030 [D loss: 0.511941, acc.: 75.78%, KL div.: 0.273971] [G loss: 1.889202, KL div.: 1.889202, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7031 [D loss: 0.528498, acc.: 73.05%, KL div.: 0.286423] [G loss: 2.081329, KL div.: 2.081329, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7032 [D loss: 0.568253, acc.: 69.53%, KL div.: 0.311510] [G loss: 1.871032, KL div.: 1.871032, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7033 [D loss: 0.597506, acc.: 63.67%, KL div.: 0.251599] [G loss: 1.486440, KL div.: 1.486440, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7034 [D loss: 0.534126, acc.: 72.66%, KL div.: 0.303041] [G loss: 1.695622, KL div.: 1.695622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7035 [D loss: 0.563976, acc.: 70.70%, KL div.: 0.311674] [G loss: 1.637091, KL div.: 1.637091, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7036 [D loss: 0.547691, acc.: 68.36%, KL div.: 0.263552] [G loss: 2.006829, KL div.: 2.006829, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7037 [D loss: 0.597713, acc.: 62.50%, KL div.: 0.310537] [G loss: 1.845130, KL div.: 1.845130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7038 [D loss: 0.566289, acc.: 68.75%, KL div.: 0.300264] [G loss: 1.812462, KL div.: 1.812462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7039 [D loss: 0.533510, acc.: 72.66%, KL div.: 0.274721] [G loss: 1.716275, KL div.: 1.716275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7040 [D loss: 0.491026, acc.: 74.22%, KL div.: 0.242447] [G loss: 1.981188, KL div.: 1.981188, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7041 [D loss: 0.494354, acc.: 73.44%, KL div.: 0.284172] [G loss: 1.996936, KL div.: 1.996936, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7042 [D loss: 0.584605, acc.: 67.19%, KL div.: 0.296752] [G loss: 1.761539, KL div.: 1.761539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7043 [D loss: 0.566613, acc.: 67.19%, KL div.: 0.267743] [G loss: 2.052028, KL div.: 2.052028, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7044 [D loss: 0.551017, acc.: 71.48%, KL div.: 0.297576] [G loss: 1.836799, KL div.: 1.836799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7045 [D loss: 0.522170, acc.: 73.83%, KL div.: 0.282057] [G loss: 1.795506, KL div.: 1.795506, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7046 [D loss: 0.567557, acc.: 71.48%, KL div.: 0.297933] [G loss: 2.058065, KL div.: 2.058065, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7047 [D loss: 0.561222, acc.: 69.92%, KL div.: 0.260787] [G loss: 1.989213, KL div.: 1.989213, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7048 [D loss: 0.522352, acc.: 73.05%, KL div.: 0.270539] [G loss: 2.237503, KL div.: 2.237503, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7049 [D loss: 0.564395, acc.: 69.92%, KL div.: 0.310480] [G loss: 1.749896, KL div.: 1.749896, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7050 [D loss: 0.482152, acc.: 78.12%, KL div.: 0.253642] [G loss: 1.562061, KL div.: 1.562061, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7051 [D loss: 0.535561, acc.: 73.44%, KL div.: 0.288426] [G loss: 1.778493, KL div.: 1.778493, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7052 [D loss: 0.550201, acc.: 71.88%, KL div.: 0.251744] [G loss: 1.875274, KL div.: 1.875274, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7053 [D loss: 0.531385, acc.: 71.48%, KL div.: 0.255332] [G loss: 2.090409, KL div.: 2.090408, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7054 [D loss: 0.558906, acc.: 68.75%, KL div.: 0.286529] [G loss: 1.799898, KL div.: 1.799898, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7055 [D loss: 0.571115, acc.: 65.23%, KL div.: 0.286368] [G loss: 1.748772, KL div.: 1.748772, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7056 [D loss: 0.606534, acc.: 64.06%, KL div.: 0.374934] [G loss: 1.645532, KL div.: 1.645532, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7057 [D loss: 0.599153, acc.: 62.50%, KL div.: 0.268157] [G loss: 1.957894, KL div.: 1.957894, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7058 [D loss: 0.534399, acc.: 71.88%, KL div.: 0.287870] [G loss: 2.163994, KL div.: 2.163994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7059 [D loss: 0.487650, acc.: 75.00%, KL div.: 0.267456] [G loss: 1.676563, KL div.: 1.676563, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7060 [D loss: 0.550885, acc.: 69.53%, KL div.: 0.257245] [G loss: 1.684104, KL div.: 1.684104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7061 [D loss: 0.515736, acc.: 72.27%, KL div.: 0.288886] [G loss: 1.921669, KL div.: 1.921669, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7062 [D loss: 0.557697, acc.: 67.19%, KL div.: 0.287550] [G loss: 1.926397, KL div.: 1.926397, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7063 [D loss: 0.569323, acc.: 68.75%, KL div.: 0.269357] [G loss: 1.823823, KL div.: 1.823823, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7064 [D loss: 0.556352, acc.: 69.92%, KL div.: 0.282584] [G loss: 1.859793, KL div.: 1.859793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7065 [D loss: 0.572396, acc.: 73.05%, KL div.: 0.283871] [G loss: 1.593327, KL div.: 1.593327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7066 [D loss: 0.544762, acc.: 70.31%, KL div.: 0.282886] [G loss: 1.962086, KL div.: 1.962086, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7067 [D loss: 0.586408, acc.: 66.41%, KL div.: 0.318309] [G loss: 1.770259, KL div.: 1.770259, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7068 [D loss: 0.544314, acc.: 70.70%, KL div.: 0.299162] [G loss: 1.597658, KL div.: 1.597658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7069 [D loss: 0.540981, acc.: 68.75%, KL div.: 0.252849] [G loss: 1.385966, KL div.: 1.385966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7070 [D loss: 0.553503, acc.: 68.75%, KL div.: 0.302276] [G loss: 1.459252, KL div.: 1.459252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7071 [D loss: 0.547992, acc.: 71.09%, KL div.: 0.299703] [G loss: 1.989660, KL div.: 1.989660, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7072 [D loss: 0.538804, acc.: 69.92%, KL div.: 0.285956] [G loss: 1.851099, KL div.: 1.851099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7073 [D loss: 0.563426, acc.: 67.97%, KL div.: 0.285540] [G loss: 1.635620, KL div.: 1.635620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7074 [D loss: 0.566454, acc.: 67.97%, KL div.: 0.297252] [G loss: 1.762778, KL div.: 1.762778, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7075 [D loss: 0.536238, acc.: 70.70%, KL div.: 0.272481] [G loss: 1.875136, KL div.: 1.875136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7076 [D loss: 0.576498, acc.: 69.92%, KL div.: 0.337927] [G loss: 1.652344, KL div.: 1.652344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7077 [D loss: 0.474343, acc.: 75.39%, KL div.: 0.227418] [G loss: 1.865057, KL div.: 1.865057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7078 [D loss: 0.561361, acc.: 72.66%, KL div.: 0.300693] [G loss: 2.160254, KL div.: 2.160254, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7079 [D loss: 0.520522, acc.: 71.09%, KL div.: 0.245888] [G loss: 1.951514, KL div.: 1.951514, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7080 [D loss: 0.544994, acc.: 69.53%, KL div.: 0.289995] [G loss: 1.676429, KL div.: 1.676429, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7081 [D loss: 0.584153, acc.: 65.62%, KL div.: 0.307771] [G loss: 2.078749, KL div.: 2.078749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7082 [D loss: 0.529680, acc.: 73.05%, KL div.: 0.279192] [G loss: 1.857259, KL div.: 1.857259, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7083 [D loss: 0.548027, acc.: 73.05%, KL div.: 0.275902] [G loss: 1.793000, KL div.: 1.793000, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7084 [D loss: 0.554114, acc.: 69.53%, KL div.: 0.272747] [G loss: 1.809515, KL div.: 1.809515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7085 [D loss: 0.585960, acc.: 66.02%, KL div.: 0.322704] [G loss: 1.985840, KL div.: 1.985840, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7086 [D loss: 0.551978, acc.: 69.92%, KL div.: 0.288092] [G loss: 1.715861, KL div.: 1.715861, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7087 [D loss: 0.500761, acc.: 76.17%, KL div.: 0.268476] [G loss: 1.838116, KL div.: 1.838116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7088 [D loss: 0.555641, acc.: 66.41%, KL div.: 0.262753] [G loss: 1.931712, KL div.: 1.931712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7089 [D loss: 0.596892, acc.: 62.50%, KL div.: 0.306227] [G loss: 1.471721, KL div.: 1.471721, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7090 [D loss: 0.581046, acc.: 67.97%, KL div.: 0.281687] [G loss: 1.731066, KL div.: 1.731066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7091 [D loss: 0.524144, acc.: 73.05%, KL div.: 0.276988] [G loss: 1.877205, KL div.: 1.877205, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7092 [D loss: 0.537426, acc.: 74.22%, KL div.: 0.286689] [G loss: 1.916338, KL div.: 1.916338, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7093 [D loss: 0.456752, acc.: 81.64%, KL div.: 0.261520] [G loss: 1.907146, KL div.: 1.907146, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7094 [D loss: 0.543181, acc.: 70.70%, KL div.: 0.271311] [G loss: 1.825913, KL div.: 1.825913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7095 [D loss: 0.578857, acc.: 69.14%, KL div.: 0.321360] [G loss: 1.522220, KL div.: 1.522220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7096 [D loss: 0.567684, acc.: 69.53%, KL div.: 0.273988] [G loss: 1.768782, KL div.: 1.768782, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7097 [D loss: 0.513618, acc.: 75.78%, KL div.: 0.256574] [G loss: 1.667918, KL div.: 1.667918, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7098 [D loss: 0.577430, acc.: 69.53%, KL div.: 0.314684] [G loss: 1.677523, KL div.: 1.677523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7099 [D loss: 0.557794, acc.: 69.92%, KL div.: 0.300926] [G loss: 1.614735, KL div.: 1.614735, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 76ms/step
4/4 [==============================] - 1s 98ms/step
7100 [D loss: 0.546908, acc.: 71.09%, KL div.: 0.271948] [G loss: 1.611096, KL div.: 1.611096, FID: 44.770767]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 70ms/step
7101 [D loss: 0.491645, acc.: 75.39%, KL div.: 0.258721] [G loss: 1.878366, KL div.: 1.878366, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7102 [D loss: 0.570639, acc.: 68.36%, KL div.: 0.279453] [G loss: 1.861251, KL div.: 1.861251, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7103 [D loss: 0.584315, acc.: 68.36%, KL div.: 0.303813] [G loss: 1.534815, KL div.: 1.534815, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7104 [D loss: 0.552163, acc.: 69.92%, KL div.: 0.287548] [G loss: 1.982286, KL div.: 1.982286, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7105 [D loss: 0.569530, acc.: 71.09%, KL div.: 0.292666] [G loss: 1.762202, KL div.: 1.762202, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7106 [D loss: 0.495523, acc.: 76.56%, KL div.: 0.267522] [G loss: 1.907116, KL div.: 1.907116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7107 [D loss: 0.579248, acc.: 66.80%, KL div.: 0.301898] [G loss: 1.769812, KL div.: 1.769812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7108 [D loss: 0.593337, acc.: 63.67%, KL div.: 0.303911] [G loss: 1.877471, KL div.: 1.877471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7109 [D loss: 0.528156, acc.: 71.88%, KL div.: 0.271569] [G loss: 2.011069, KL div.: 2.011069, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7110 [D loss: 0.551337, acc.: 68.36%, KL div.: 0.283519] [G loss: 1.967285, KL div.: 1.967285, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7111 [D loss: 0.596323, acc.: 66.80%, KL div.: 0.307874] [G loss: 1.769788, KL div.: 1.769788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7112 [D loss: 0.479159, acc.: 75.39%, KL div.: 0.259481] [G loss: 1.815905, KL div.: 1.815905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7113 [D loss: 0.566217, acc.: 70.31%, KL div.: 0.287283] [G loss: 1.672562, KL div.: 1.672562, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7114 [D loss: 0.575348, acc.: 71.09%, KL div.: 0.317550] [G loss: 2.222191, KL div.: 2.222191, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7115 [D loss: 0.535569, acc.: 73.44%, KL div.: 0.259195] [G loss: 1.665608, KL div.: 1.665608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7116 [D loss: 0.559256, acc.: 71.09%, KL div.: 0.291622] [G loss: 1.880391, KL div.: 1.880391, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7117 [D loss: 0.504825, acc.: 73.44%, KL div.: 0.246296] [G loss: 1.631355, KL div.: 1.631355, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7118 [D loss: 0.525966, acc.: 74.61%, KL div.: 0.277501] [G loss: 1.930516, KL div.: 1.930516, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7119 [D loss: 0.568321, acc.: 69.14%, KL div.: 0.326130] [G loss: 1.923603, KL div.: 1.923603, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7120 [D loss: 0.546713, acc.: 72.66%, KL div.: 0.249975] [G loss: 1.598664, KL div.: 1.598664, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7121 [D loss: 0.526152, acc.: 71.48%, KL div.: 0.300495] [G loss: 1.971597, KL div.: 1.971597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7122 [D loss: 0.545693, acc.: 67.19%, KL div.: 0.283280] [G loss: 2.097019, KL div.: 2.097019, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7123 [D loss: 0.505027, acc.: 71.48%, KL div.: 0.242710] [G loss: 1.931969, KL div.: 1.931969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7124 [D loss: 0.526899, acc.: 71.48%, KL div.: 0.292083] [G loss: 1.616442, KL div.: 1.616442, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7125 [D loss: 0.551143, acc.: 70.70%, KL div.: 0.296880] [G loss: 1.839257, KL div.: 1.839257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7126 [D loss: 0.572615, acc.: 69.14%, KL div.: 0.285492] [G loss: 1.583222, KL div.: 1.583222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7127 [D loss: 0.496911, acc.: 73.83%, KL div.: 0.240674] [G loss: 1.798964, KL div.: 1.798964, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7128 [D loss: 0.564521, acc.: 71.09%, KL div.: 0.314071] [G loss: 1.717268, KL div.: 1.717268, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7129 [D loss: 0.480260, acc.: 77.34%, KL div.: 0.229768] [G loss: 1.638761, KL div.: 1.638761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7130 [D loss: 0.558606, acc.: 70.31%, KL div.: 0.301786] [G loss: 1.833252, KL div.: 1.833252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7131 [D loss: 0.561617, acc.: 68.36%, KL div.: 0.284571] [G loss: 1.703400, KL div.: 1.703400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7132 [D loss: 0.581765, acc.: 66.02%, KL div.: 0.286979] [G loss: 1.797766, KL div.: 1.797766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7133 [D loss: 0.494571, acc.: 73.83%, KL div.: 0.255205] [G loss: 2.132389, KL div.: 2.132389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7134 [D loss: 0.557096, acc.: 68.75%, KL div.: 0.298798] [G loss: 2.045816, KL div.: 2.045816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7135 [D loss: 0.546365, acc.: 71.09%, KL div.: 0.277659] [G loss: 1.634388, KL div.: 1.634388, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7136 [D loss: 0.590919, acc.: 65.62%, KL div.: 0.326176] [G loss: 2.025800, KL div.: 2.025800, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7137 [D loss: 0.558557, acc.: 71.88%, KL div.: 0.286992] [G loss: 1.774913, KL div.: 1.774913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7138 [D loss: 0.528032, acc.: 72.27%, KL div.: 0.251941] [G loss: 1.934035, KL div.: 1.934035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7139 [D loss: 0.545920, acc.: 69.92%, KL div.: 0.284213] [G loss: 1.592833, KL div.: 1.592833, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7140 [D loss: 0.599367, acc.: 65.62%, KL div.: 0.328751] [G loss: 2.001361, KL div.: 2.001361, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7141 [D loss: 0.516785, acc.: 74.22%, KL div.: 0.285052] [G loss: 2.119097, KL div.: 2.119097, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7142 [D loss: 0.559375, acc.: 69.14%, KL div.: 0.272834] [G loss: 1.689179, KL div.: 1.689179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7143 [D loss: 0.552095, acc.: 70.31%, KL div.: 0.274195] [G loss: 1.584328, KL div.: 1.584328, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7144 [D loss: 0.543734, acc.: 69.14%, KL div.: 0.279445] [G loss: 1.674740, KL div.: 1.674740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7145 [D loss: 0.532875, acc.: 73.05%, KL div.: 0.274947] [G loss: 1.977432, KL div.: 1.977432, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7146 [D loss: 0.604826, acc.: 69.14%, KL div.: 0.319410] [G loss: 2.086033, KL div.: 2.086033, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7147 [D loss: 0.564121, acc.: 71.09%, KL div.: 0.317786] [G loss: 1.911660, KL div.: 1.911660, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7148 [D loss: 0.558118, acc.: 66.41%, KL div.: 0.274111] [G loss: 1.881792, KL div.: 1.881792, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7149 [D loss: 0.478636, acc.: 76.95%, KL div.: 0.243281] [G loss: 1.927303, KL div.: 1.927303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7150 [D loss: 0.569443, acc.: 66.41%, KL div.: 0.275743] [G loss: 1.734369, KL div.: 1.734369, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7151 [D loss: 0.574409, acc.: 67.58%, KL div.: 0.315119] [G loss: 1.986343, KL div.: 1.986343, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7152 [D loss: 0.600083, acc.: 67.19%, KL div.: 0.314725] [G loss: 1.567914, KL div.: 1.567914, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7153 [D loss: 0.531797, acc.: 74.22%, KL div.: 0.299604] [G loss: 1.690959, KL div.: 1.690959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7154 [D loss: 0.576808, acc.: 65.62%, KL div.: 0.322213] [G loss: 1.943494, KL div.: 1.943494, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7155 [D loss: 0.537701, acc.: 72.66%, KL div.: 0.306025] [G loss: 2.010255, KL div.: 2.010256, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7156 [D loss: 0.635560, acc.: 62.89%, KL div.: 0.307765] [G loss: 1.649413, KL div.: 1.649413, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7157 [D loss: 0.474802, acc.: 75.39%, KL div.: 0.226924] [G loss: 1.972099, KL div.: 1.972099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7158 [D loss: 0.507808, acc.: 71.09%, KL div.: 0.271275] [G loss: 1.996857, KL div.: 1.996857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7159 [D loss: 0.581963, acc.: 68.75%, KL div.: 0.309976] [G loss: 1.564518, KL div.: 1.564518, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7160 [D loss: 0.534233, acc.: 70.70%, KL div.: 0.267784] [G loss: 2.049844, KL div.: 2.049844, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7161 [D loss: 0.509160, acc.: 74.22%, KL div.: 0.258201] [G loss: 2.021728, KL div.: 2.021728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7162 [D loss: 0.556134, acc.: 69.14%, KL div.: 0.283741] [G loss: 1.692448, KL div.: 1.692448, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7163 [D loss: 0.545603, acc.: 68.36%, KL div.: 0.286118] [G loss: 1.619360, KL div.: 1.619360, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7164 [D loss: 0.527938, acc.: 72.27%, KL div.: 0.276138] [G loss: 1.905688, KL div.: 1.905688, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7165 [D loss: 0.505263, acc.: 74.22%, KL div.: 0.269280] [G loss: 1.659322, KL div.: 1.659322, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7166 [D loss: 0.546078, acc.: 67.19%, KL div.: 0.273151] [G loss: 1.718843, KL div.: 1.718843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7167 [D loss: 0.622481, acc.: 67.58%, KL div.: 0.332856] [G loss: 1.798147, KL div.: 1.798147, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7168 [D loss: 0.503120, acc.: 74.61%, KL div.: 0.279475] [G loss: 1.920063, KL div.: 1.920063, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7169 [D loss: 0.524552, acc.: 72.66%, KL div.: 0.286046] [G loss: 1.743606, KL div.: 1.743606, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7170 [D loss: 0.505274, acc.: 74.22%, KL div.: 0.233809] [G loss: 1.941988, KL div.: 1.941988, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7171 [D loss: 0.532611, acc.: 73.05%, KL div.: 0.314194] [G loss: 1.815223, KL div.: 1.815223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7172 [D loss: 0.567282, acc.: 70.31%, KL div.: 0.263655] [G loss: 1.443590, KL div.: 1.443590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7173 [D loss: 0.500737, acc.: 76.17%, KL div.: 0.261221] [G loss: 1.882167, KL div.: 1.882167, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7174 [D loss: 0.574065, acc.: 66.41%, KL div.: 0.308554] [G loss: 1.758065, KL div.: 1.758066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7175 [D loss: 0.625848, acc.: 62.89%, KL div.: 0.310918] [G loss: 1.945362, KL div.: 1.945362, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7176 [D loss: 0.582063, acc.: 67.19%, KL div.: 0.281623] [G loss: 1.483482, KL div.: 1.483482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7177 [D loss: 0.503674, acc.: 73.83%, KL div.: 0.267809] [G loss: 2.085650, KL div.: 2.085650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7178 [D loss: 0.530163, acc.: 71.88%, KL div.: 0.264075] [G loss: 1.639148, KL div.: 1.639148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7179 [D loss: 0.483275, acc.: 75.78%, KL div.: 0.245140] [G loss: 1.875937, KL div.: 1.875937, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7180 [D loss: 0.552234, acc.: 70.70%, KL div.: 0.313626] [G loss: 1.781439, KL div.: 1.781439, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7181 [D loss: 0.586635, acc.: 68.75%, KL div.: 0.323347] [G loss: 2.010639, KL div.: 2.010639, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7182 [D loss: 0.557137, acc.: 69.53%, KL div.: 0.272270] [G loss: 1.586704, KL div.: 1.586704, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7183 [D loss: 0.574664, acc.: 67.97%, KL div.: 0.291698] [G loss: 1.722072, KL div.: 1.722072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7184 [D loss: 0.533005, acc.: 74.22%, KL div.: 0.278725] [G loss: 1.742040, KL div.: 1.742040, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7185 [D loss: 0.604507, acc.: 65.23%, KL div.: 0.329824] [G loss: 1.882716, KL div.: 1.882716, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7186 [D loss: 0.611548, acc.: 63.67%, KL div.: 0.317197] [G loss: 1.759636, KL div.: 1.759636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7187 [D loss: 0.605340, acc.: 64.45%, KL div.: 0.280554] [G loss: 1.540484, KL div.: 1.540484, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7188 [D loss: 0.464199, acc.: 77.73%, KL div.: 0.253900] [G loss: 2.194901, KL div.: 2.194901, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7189 [D loss: 0.553073, acc.: 67.19%, KL div.: 0.267016] [G loss: 1.771094, KL div.: 1.771094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7190 [D loss: 0.527079, acc.: 70.31%, KL div.: 0.261512] [G loss: 1.836223, KL div.: 1.836223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7191 [D loss: 0.571399, acc.: 66.80%, KL div.: 0.305852] [G loss: 1.511672, KL div.: 1.511672, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7192 [D loss: 0.525686, acc.: 73.44%, KL div.: 0.300434] [G loss: 1.775708, KL div.: 1.775708, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7193 [D loss: 0.547391, acc.: 69.53%, KL div.: 0.274161] [G loss: 1.671088, KL div.: 1.671088, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7194 [D loss: 0.550829, acc.: 71.09%, KL div.: 0.292550] [G loss: 1.690379, KL div.: 1.690379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7195 [D loss: 0.507370, acc.: 75.00%, KL div.: 0.251933] [G loss: 2.137736, KL div.: 2.137736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7196 [D loss: 0.596970, acc.: 66.02%, KL div.: 0.306727] [G loss: 2.044035, KL div.: 2.044035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7197 [D loss: 0.587778, acc.: 69.14%, KL div.: 0.295284] [G loss: 1.667444, KL div.: 1.667444, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7198 [D loss: 0.593512, acc.: 66.80%, KL div.: 0.307503] [G loss: 1.708194, KL div.: 1.708194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7199 [D loss: 0.569445, acc.: 67.97%, KL div.: 0.307954] [G loss: 1.646507, KL div.: 1.646507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 77ms/step
4/4 [==============================] - 1s 70ms/step
7200 [D loss: 0.547210, acc.: 71.88%, KL div.: 0.292222] [G loss: 1.750601, KL div.: 1.750601, FID: 47.943263]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 68ms/step
7201 [D loss: 0.524348, acc.: 75.78%, KL div.: 0.297193] [G loss: 1.746559, KL div.: 1.746559, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7202 [D loss: 0.565011, acc.: 67.58%, KL div.: 0.280804] [G loss: 1.812974, KL div.: 1.812974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7203 [D loss: 0.552403, acc.: 70.70%, KL div.: 0.285245] [G loss: 1.777988, KL div.: 1.777988, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7204 [D loss: 0.630395, acc.: 62.11%, KL div.: 0.319614] [G loss: 1.869658, KL div.: 1.869658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7205 [D loss: 0.521767, acc.: 71.48%, KL div.: 0.261679] [G loss: 1.868464, KL div.: 1.868464, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7206 [D loss: 0.576063, acc.: 67.19%, KL div.: 0.304034] [G loss: 2.061850, KL div.: 2.061850, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7207 [D loss: 0.501378, acc.: 76.17%, KL div.: 0.262979] [G loss: 1.628987, KL div.: 1.628987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7208 [D loss: 0.581671, acc.: 65.62%, KL div.: 0.303787] [G loss: 1.733142, KL div.: 1.733142, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7209 [D loss: 0.569935, acc.: 66.02%, KL div.: 0.306744] [G loss: 1.962859, KL div.: 1.962859, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7210 [D loss: 0.581639, acc.: 67.97%, KL div.: 0.283097] [G loss: 1.816676, KL div.: 1.816676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7211 [D loss: 0.544832, acc.: 72.66%, KL div.: 0.301872] [G loss: 1.746609, KL div.: 1.746609, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7212 [D loss: 0.569043, acc.: 67.58%, KL div.: 0.281419] [G loss: 1.998053, KL div.: 1.998053, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7213 [D loss: 0.579740, acc.: 66.02%, KL div.: 0.301230] [G loss: 1.926050, KL div.: 1.926050, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7214 [D loss: 0.538306, acc.: 68.75%, KL div.: 0.271982] [G loss: 1.752473, KL div.: 1.752473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7215 [D loss: 0.512954, acc.: 72.66%, KL div.: 0.258475] [G loss: 1.542226, KL div.: 1.542226, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7216 [D loss: 0.548006, acc.: 70.70%, KL div.: 0.297404] [G loss: 1.885299, KL div.: 1.885299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7217 [D loss: 0.547375, acc.: 71.09%, KL div.: 0.283978] [G loss: 1.845763, KL div.: 1.845763, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7218 [D loss: 0.527945, acc.: 71.48%, KL div.: 0.266135] [G loss: 1.751811, KL div.: 1.751811, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7219 [D loss: 0.578786, acc.: 68.36%, KL div.: 0.287305] [G loss: 1.757154, KL div.: 1.757154, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7220 [D loss: 0.542300, acc.: 71.09%, KL div.: 0.260833] [G loss: 2.172605, KL div.: 2.172605, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7221 [D loss: 0.523782, acc.: 73.44%, KL div.: 0.269422] [G loss: 1.714312, KL div.: 1.714312, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7222 [D loss: 0.515335, acc.: 73.83%, KL div.: 0.291359] [G loss: 2.081356, KL div.: 2.081356, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7223 [D loss: 0.641038, acc.: 63.28%, KL div.: 0.334209] [G loss: 1.695141, KL div.: 1.695141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7224 [D loss: 0.497674, acc.: 73.44%, KL div.: 0.246949] [G loss: 1.771311, KL div.: 1.771311, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7225 [D loss: 0.523136, acc.: 71.48%, KL div.: 0.270612] [G loss: 1.789008, KL div.: 1.789009, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7226 [D loss: 0.555074, acc.: 72.66%, KL div.: 0.279549] [G loss: 1.816838, KL div.: 1.816838, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7227 [D loss: 0.590617, acc.: 68.36%, KL div.: 0.325354] [G loss: 1.480485, KL div.: 1.480485, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7228 [D loss: 0.543959, acc.: 67.97%, KL div.: 0.256675] [G loss: 1.890770, KL div.: 1.890770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7229 [D loss: 0.509088, acc.: 72.66%, KL div.: 0.257001] [G loss: 1.617213, KL div.: 1.617213, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7230 [D loss: 0.573222, acc.: 68.75%, KL div.: 0.305001] [G loss: 1.802185, KL div.: 1.802185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7231 [D loss: 0.569724, acc.: 69.92%, KL div.: 0.320299] [G loss: 2.081028, KL div.: 2.081028, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7232 [D loss: 0.634935, acc.: 61.33%, KL div.: 0.323510] [G loss: 1.741166, KL div.: 1.741166, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7233 [D loss: 0.530075, acc.: 71.88%, KL div.: 0.272794] [G loss: 2.231245, KL div.: 2.231245, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7234 [D loss: 0.495062, acc.: 78.91%, KL div.: 0.268208] [G loss: 1.954865, KL div.: 1.954865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7235 [D loss: 0.476316, acc.: 77.34%, KL div.: 0.222525] [G loss: 1.775334, KL div.: 1.775334, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7236 [D loss: 0.554598, acc.: 71.09%, KL div.: 0.285856] [G loss: 1.554652, KL div.: 1.554652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7237 [D loss: 0.497691, acc.: 71.88%, KL div.: 0.240128] [G loss: 1.957756, KL div.: 1.957756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7238 [D loss: 0.524700, acc.: 70.70%, KL div.: 0.290772] [G loss: 1.934350, KL div.: 1.934350, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7239 [D loss: 0.606792, acc.: 65.62%, KL div.: 0.314447] [G loss: 1.498232, KL div.: 1.498232, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7240 [D loss: 0.480236, acc.: 76.56%, KL div.: 0.240020] [G loss: 1.814798, KL div.: 1.814798, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7241 [D loss: 0.569522, acc.: 65.62%, KL div.: 0.309956] [G loss: 2.169473, KL div.: 2.169473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7242 [D loss: 0.491965, acc.: 74.61%, KL div.: 0.264356] [G loss: 2.231066, KL div.: 2.231066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7243 [D loss: 0.582533, acc.: 68.75%, KL div.: 0.284374] [G loss: 1.569590, KL div.: 1.569590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7244 [D loss: 0.556032, acc.: 71.48%, KL div.: 0.278445] [G loss: 1.857528, KL div.: 1.857528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7245 [D loss: 0.609158, acc.: 64.84%, KL div.: 0.333633] [G loss: 1.835262, KL div.: 1.835262, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7246 [D loss: 0.530277, acc.: 71.48%, KL div.: 0.266909] [G loss: 1.820816, KL div.: 1.820816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7247 [D loss: 0.537830, acc.: 70.31%, KL div.: 0.271307] [G loss: 1.979526, KL div.: 1.979526, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7248 [D loss: 0.537563, acc.: 71.48%, KL div.: 0.316707] [G loss: 2.032114, KL div.: 2.032114, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7249 [D loss: 0.524080, acc.: 73.44%, KL div.: 0.254057] [G loss: 1.932166, KL div.: 1.932166, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7250 [D loss: 0.591853, acc.: 69.14%, KL div.: 0.313036] [G loss: 1.591527, KL div.: 1.591527, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7251 [D loss: 0.571496, acc.: 68.75%, KL div.: 0.289365] [G loss: 1.767653, KL div.: 1.767654, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7252 [D loss: 0.606100, acc.: 66.41%, KL div.: 0.325618] [G loss: 1.957332, KL div.: 1.957332, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7253 [D loss: 0.466544, acc.: 76.95%, KL div.: 0.233032] [G loss: 1.985495, KL div.: 1.985495, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7254 [D loss: 0.529808, acc.: 71.48%, KL div.: 0.253250] [G loss: 1.691514, KL div.: 1.691514, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7255 [D loss: 0.521764, acc.: 72.66%, KL div.: 0.270132] [G loss: 1.730837, KL div.: 1.730837, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7256 [D loss: 0.476851, acc.: 77.73%, KL div.: 0.246935] [G loss: 1.972092, KL div.: 1.972092, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7257 [D loss: 0.572532, acc.: 67.97%, KL div.: 0.306535] [G loss: 1.742697, KL div.: 1.742697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7258 [D loss: 0.543517, acc.: 68.75%, KL div.: 0.270893] [G loss: 1.920700, KL div.: 1.920700, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7259 [D loss: 0.528941, acc.: 71.48%, KL div.: 0.308447] [G loss: 1.865387, KL div.: 1.865387, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7260 [D loss: 0.587477, acc.: 66.80%, KL div.: 0.263037] [G loss: 1.495450, KL div.: 1.495450, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
7261 [D loss: 0.572195, acc.: 66.41%, KL div.: 0.307819] [G loss: 2.079747, KL div.: 2.079747, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7262 [D loss: 0.482086, acc.: 76.56%, KL div.: 0.261978] [G loss: 1.768509, KL div.: 1.768509, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7263 [D loss: 0.578331, acc.: 65.62%, KL div.: 0.277153] [G loss: 1.500032, KL div.: 1.500032, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7264 [D loss: 0.587341, acc.: 66.80%, KL div.: 0.295246] [G loss: 1.694397, KL div.: 1.694397, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7265 [D loss: 0.515652, acc.: 71.88%, KL div.: 0.231899] [G loss: 1.821592, KL div.: 1.821592, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7266 [D loss: 0.527110, acc.: 71.88%, KL div.: 0.308399] [G loss: 1.900080, KL div.: 1.900080, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7267 [D loss: 0.537723, acc.: 71.88%, KL div.: 0.282005] [G loss: 1.929837, KL div.: 1.929837, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7268 [D loss: 0.620857, acc.: 64.06%, KL div.: 0.354406] [G loss: 1.722413, KL div.: 1.722413, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7269 [D loss: 0.551613, acc.: 69.14%, KL div.: 0.252994] [G loss: 1.728835, KL div.: 1.728835, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7270 [D loss: 0.505277, acc.: 71.88%, KL div.: 0.279436] [G loss: 1.635072, KL div.: 1.635072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7271 [D loss: 0.540046, acc.: 71.09%, KL div.: 0.273105] [G loss: 1.812222, KL div.: 1.812222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7272 [D loss: 0.527428, acc.: 71.09%, KL div.: 0.302250] [G loss: 2.089120, KL div.: 2.089120, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7273 [D loss: 0.597305, acc.: 62.89%, KL div.: 0.283916] [G loss: 1.970183, KL div.: 1.970183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7274 [D loss: 0.563702, acc.: 67.58%, KL div.: 0.265832] [G loss: 1.808195, KL div.: 1.808195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7275 [D loss: 0.565021, acc.: 70.31%, KL div.: 0.302368] [G loss: 1.872933, KL div.: 1.872933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7276 [D loss: 0.574777, acc.: 68.75%, KL div.: 0.327022] [G loss: 2.058528, KL div.: 2.058528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7277 [D loss: 0.594149, acc.: 69.53%, KL div.: 0.320600] [G loss: 1.814046, KL div.: 1.814046, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7278 [D loss: 0.549784, acc.: 70.70%, KL div.: 0.286146] [G loss: 1.854460, KL div.: 1.854460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7279 [D loss: 0.535693, acc.: 71.48%, KL div.: 0.264505] [G loss: 1.795938, KL div.: 1.795938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7280 [D loss: 0.574277, acc.: 67.19%, KL div.: 0.312198] [G loss: 1.745261, KL div.: 1.745261, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7281 [D loss: 0.560708, acc.: 69.92%, KL div.: 0.262796] [G loss: 1.446653, KL div.: 1.446653, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7282 [D loss: 0.544088, acc.: 71.48%, KL div.: 0.255605] [G loss: 1.599539, KL div.: 1.599539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7283 [D loss: 0.527454, acc.: 74.61%, KL div.: 0.288638] [G loss: 1.516114, KL div.: 1.516114, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7284 [D loss: 0.568616, acc.: 67.58%, KL div.: 0.310902] [G loss: 1.822227, KL div.: 1.822227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7285 [D loss: 0.578437, acc.: 66.02%, KL div.: 0.315779] [G loss: 1.525254, KL div.: 1.525254, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7286 [D loss: 0.585903, acc.: 65.23%, KL div.: 0.298157] [G loss: 1.851562, KL div.: 1.851562, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7287 [D loss: 0.531816, acc.: 73.05%, KL div.: 0.279346] [G loss: 1.738162, KL div.: 1.738162, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7288 [D loss: 0.591792, acc.: 70.31%, KL div.: 0.307819] [G loss: 1.846720, KL div.: 1.846720, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7289 [D loss: 0.550606, acc.: 69.14%, KL div.: 0.300580] [G loss: 2.029321, KL div.: 2.029321, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7290 [D loss: 0.546197, acc.: 69.53%, KL div.: 0.260150] [G loss: 1.741586, KL div.: 1.741586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7291 [D loss: 0.555056, acc.: 68.36%, KL div.: 0.285563] [G loss: 2.273923, KL div.: 2.273923, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7292 [D loss: 0.500915, acc.: 74.22%, KL div.: 0.266694] [G loss: 1.927525, KL div.: 1.927525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7293 [D loss: 0.541869, acc.: 69.53%, KL div.: 0.270370] [G loss: 2.011311, KL div.: 2.011311, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7294 [D loss: 0.534125, acc.: 69.92%, KL div.: 0.289933] [G loss: 1.598911, KL div.: 1.598911, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7295 [D loss: 0.533126, acc.: 72.27%, KL div.: 0.307078] [G loss: 1.861254, KL div.: 1.861254, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7296 [D loss: 0.537863, acc.: 73.05%, KL div.: 0.251285] [G loss: 1.650666, KL div.: 1.650666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7297 [D loss: 0.496700, acc.: 75.39%, KL div.: 0.272685] [G loss: 2.056396, KL div.: 2.056396, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7298 [D loss: 0.512074, acc.: 73.44%, KL div.: 0.265428] [G loss: 2.238867, KL div.: 2.238867, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7299 [D loss: 0.591220, acc.: 64.45%, KL div.: 0.258506] [G loss: 1.557596, KL div.: 1.557596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 81ms/step
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7300 [D loss: 0.485774, acc.: 75.78%, KL div.: 0.271839] [G loss: 1.932544, KL div.: 1.932544, FID: 49.218211]
1/1 [==============================] - 0s 19ms/step
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7301 [D loss: 0.611645, acc.: 64.45%, KL div.: 0.319982] [G loss: 1.636735, KL div.: 1.636735, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7302 [D loss: 0.522045, acc.: 67.19%, KL div.: 0.257688] [G loss: 1.774407, KL div.: 1.774407, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7303 [D loss: 0.531417, acc.: 70.31%, KL div.: 0.287918] [G loss: 2.028474, KL div.: 2.028474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7304 [D loss: 0.504111, acc.: 73.83%, KL div.: 0.264685] [G loss: 1.942035, KL div.: 1.942035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7305 [D loss: 0.550523, acc.: 70.70%, KL div.: 0.272840] [G loss: 1.559916, KL div.: 1.559916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7306 [D loss: 0.549712, acc.: 69.53%, KL div.: 0.309790] [G loss: 2.372141, KL div.: 2.372141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7307 [D loss: 0.527078, acc.: 73.44%, KL div.: 0.280298] [G loss: 1.867127, KL div.: 1.867127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7308 [D loss: 0.518217, acc.: 73.05%, KL div.: 0.234771] [G loss: 1.675726, KL div.: 1.675726, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7309 [D loss: 0.569140, acc.: 68.75%, KL div.: 0.299385] [G loss: 1.719327, KL div.: 1.719327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7310 [D loss: 0.520597, acc.: 71.88%, KL div.: 0.290207] [G loss: 1.923617, KL div.: 1.923617, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7311 [D loss: 0.536762, acc.: 67.58%, KL div.: 0.225345] [G loss: 1.462168, KL div.: 1.462168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7312 [D loss: 0.549302, acc.: 67.97%, KL div.: 0.284034] [G loss: 1.863659, KL div.: 1.863659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7313 [D loss: 0.514682, acc.: 72.27%, KL div.: 0.311869] [G loss: 2.177905, KL div.: 2.177905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7314 [D loss: 0.573488, acc.: 66.80%, KL div.: 0.282427] [G loss: 1.602525, KL div.: 1.602525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7315 [D loss: 0.554545, acc.: 69.53%, KL div.: 0.300487] [G loss: 2.287141, KL div.: 2.287141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7316 [D loss: 0.505752, acc.: 73.83%, KL div.: 0.280976] [G loss: 1.711882, KL div.: 1.711882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7317 [D loss: 0.552772, acc.: 71.88%, KL div.: 0.259997] [G loss: 1.378708, KL div.: 1.378708, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7318 [D loss: 0.586969, acc.: 63.28%, KL div.: 0.306095] [G loss: 1.675826, KL div.: 1.675826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7319 [D loss: 0.493091, acc.: 75.78%, KL div.: 0.274202] [G loss: 1.670477, KL div.: 1.670477, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7320 [D loss: 0.563663, acc.: 71.48%, KL div.: 0.245298] [G loss: 1.527631, KL div.: 1.527631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7321 [D loss: 0.507625, acc.: 74.22%, KL div.: 0.247603] [G loss: 2.165597, KL div.: 2.165597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7322 [D loss: 0.573046, acc.: 69.53%, KL div.: 0.339883] [G loss: 1.769108, KL div.: 1.769108, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7323 [D loss: 0.569427, acc.: 67.97%, KL div.: 0.293535] [G loss: 1.769608, KL div.: 1.769608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7324 [D loss: 0.562225, acc.: 66.41%, KL div.: 0.274590] [G loss: 1.885374, KL div.: 1.885374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7325 [D loss: 0.529518, acc.: 72.27%, KL div.: 0.265050] [G loss: 1.985291, KL div.: 1.985291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7326 [D loss: 0.623544, acc.: 64.45%, KL div.: 0.322509] [G loss: 1.693171, KL div.: 1.693171, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7327 [D loss: 0.491223, acc.: 74.22%, KL div.: 0.242580] [G loss: 1.753188, KL div.: 1.753188, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7328 [D loss: 0.589234, acc.: 69.14%, KL div.: 0.327486] [G loss: 2.020448, KL div.: 2.020448, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7329 [D loss: 0.546907, acc.: 72.27%, KL div.: 0.281726] [G loss: 1.667498, KL div.: 1.667498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7330 [D loss: 0.538786, acc.: 71.09%, KL div.: 0.286932] [G loss: 1.776293, KL div.: 1.776293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7331 [D loss: 0.533969, acc.: 71.48%, KL div.: 0.275760] [G loss: 2.018482, KL div.: 2.018482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7332 [D loss: 0.573694, acc.: 69.14%, KL div.: 0.289601] [G loss: 1.707005, KL div.: 1.707005, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7333 [D loss: 0.560315, acc.: 69.92%, KL div.: 0.279520] [G loss: 1.813366, KL div.: 1.813366, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7334 [D loss: 0.516860, acc.: 74.22%, KL div.: 0.275872] [G loss: 1.592993, KL div.: 1.592993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7335 [D loss: 0.608494, acc.: 66.02%, KL div.: 0.327481] [G loss: 1.574139, KL div.: 1.574139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7336 [D loss: 0.528498, acc.: 72.27%, KL div.: 0.282135] [G loss: 1.806509, KL div.: 1.806509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7337 [D loss: 0.548921, acc.: 69.53%, KL div.: 0.272076] [G loss: 1.496125, KL div.: 1.496125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7338 [D loss: 0.481014, acc.: 77.34%, KL div.: 0.258866] [G loss: 1.820768, KL div.: 1.820768, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7339 [D loss: 0.560014, acc.: 66.80%, KL div.: 0.280869] [G loss: 1.789710, KL div.: 1.789710, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7340 [D loss: 0.513712, acc.: 73.83%, KL div.: 0.266512] [G loss: 1.603667, KL div.: 1.603667, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7341 [D loss: 0.601844, acc.: 67.97%, KL div.: 0.344237] [G loss: 1.806362, KL div.: 1.806362, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7342 [D loss: 0.525034, acc.: 71.09%, KL div.: 0.286910] [G loss: 2.060372, KL div.: 2.060372, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7343 [D loss: 0.543463, acc.: 69.92%, KL div.: 0.260859] [G loss: 1.742520, KL div.: 1.742520, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7344 [D loss: 0.564333, acc.: 71.48%, KL div.: 0.295045] [G loss: 2.085545, KL div.: 2.085545, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7345 [D loss: 0.594090, acc.: 66.80%, KL div.: 0.291777] [G loss: 1.658567, KL div.: 1.658567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7346 [D loss: 0.517779, acc.: 73.05%, KL div.: 0.286941] [G loss: 1.831277, KL div.: 1.831277, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7347 [D loss: 0.565463, acc.: 66.41%, KL div.: 0.283788] [G loss: 1.975798, KL div.: 1.975798, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7348 [D loss: 0.517965, acc.: 71.48%, KL div.: 0.253315] [G loss: 1.629565, KL div.: 1.629565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7349 [D loss: 0.573356, acc.: 71.09%, KL div.: 0.303114] [G loss: 1.976623, KL div.: 1.976624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7350 [D loss: 0.549427, acc.: 69.14%, KL div.: 0.290992] [G loss: 2.057640, KL div.: 2.057640, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7351 [D loss: 0.581189, acc.: 69.53%, KL div.: 0.317606] [G loss: 1.808454, KL div.: 1.808454, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7352 [D loss: 0.572251, acc.: 69.92%, KL div.: 0.253412] [G loss: 2.151000, KL div.: 2.151000, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7353 [D loss: 0.568485, acc.: 69.92%, KL div.: 0.303749] [G loss: 1.821282, KL div.: 1.821282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7354 [D loss: 0.604085, acc.: 64.45%, KL div.: 0.336433] [G loss: 1.967997, KL div.: 1.967997, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7355 [D loss: 0.552791, acc.: 70.31%, KL div.: 0.304225] [G loss: 1.686795, KL div.: 1.686795, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7356 [D loss: 0.579381, acc.: 67.97%, KL div.: 0.292704] [G loss: 1.757242, KL div.: 1.757242, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7357 [D loss: 0.579234, acc.: 66.80%, KL div.: 0.296632] [G loss: 1.928421, KL div.: 1.928421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7358 [D loss: 0.577116, acc.: 67.58%, KL div.: 0.286103] [G loss: 1.697644, KL div.: 1.697644, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7359 [D loss: 0.539152, acc.: 71.48%, KL div.: 0.288598] [G loss: 1.625841, KL div.: 1.625841, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7360 [D loss: 0.515388, acc.: 72.66%, KL div.: 0.258000] [G loss: 2.010136, KL div.: 2.010136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7361 [D loss: 0.549035, acc.: 71.48%, KL div.: 0.290416] [G loss: 1.780179, KL div.: 1.780179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7362 [D loss: 0.528592, acc.: 73.05%, KL div.: 0.264522] [G loss: 1.606184, KL div.: 1.606184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7363 [D loss: 0.515410, acc.: 71.09%, KL div.: 0.272671] [G loss: 1.715154, KL div.: 1.715154, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7364 [D loss: 0.467421, acc.: 76.95%, KL div.: 0.256500] [G loss: 2.596958, KL div.: 2.596958, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7365 [D loss: 0.560460, acc.: 68.36%, KL div.: 0.251459] [G loss: 1.708745, KL div.: 1.708745, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7366 [D loss: 0.530440, acc.: 73.44%, KL div.: 0.307282] [G loss: 2.233961, KL div.: 2.233961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7367 [D loss: 0.491805, acc.: 77.34%, KL div.: 0.254088] [G loss: 1.771708, KL div.: 1.771708, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7368 [D loss: 0.605985, acc.: 61.72%, KL div.: 0.308294] [G loss: 1.603996, KL div.: 1.603996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7369 [D loss: 0.563719, acc.: 69.14%, KL div.: 0.296065] [G loss: 1.867456, KL div.: 1.867456, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7370 [D loss: 0.524168, acc.: 76.95%, KL div.: 0.276567] [G loss: 2.271091, KL div.: 2.271091, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7371 [D loss: 0.610105, acc.: 64.84%, KL div.: 0.299755] [G loss: 1.416431, KL div.: 1.416431, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7372 [D loss: 0.576035, acc.: 67.58%, KL div.: 0.284431] [G loss: 1.951716, KL div.: 1.951716, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7373 [D loss: 0.532596, acc.: 71.88%, KL div.: 0.291408] [G loss: 1.898280, KL div.: 1.898280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7374 [D loss: 0.530941, acc.: 69.14%, KL div.: 0.276976] [G loss: 1.826850, KL div.: 1.826850, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7375 [D loss: 0.625368, acc.: 62.50%, KL div.: 0.322560] [G loss: 1.673417, KL div.: 1.673417, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7376 [D loss: 0.516138, acc.: 71.09%, KL div.: 0.246040] [G loss: 2.092430, KL div.: 2.092430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7377 [D loss: 0.561364, acc.: 70.70%, KL div.: 0.331408] [G loss: 1.828846, KL div.: 1.828846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7378 [D loss: 0.514683, acc.: 69.92%, KL div.: 0.242817] [G loss: 2.066203, KL div.: 2.066204, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7379 [D loss: 0.552474, acc.: 68.75%, KL div.: 0.273824] [G loss: 1.984801, KL div.: 1.984801, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7380 [D loss: 0.589372, acc.: 67.58%, KL div.: 0.275166] [G loss: 1.423569, KL div.: 1.423569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7381 [D loss: 0.576340, acc.: 68.36%, KL div.: 0.328107] [G loss: 1.684340, KL div.: 1.684340, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7382 [D loss: 0.541507, acc.: 71.88%, KL div.: 0.320137] [G loss: 1.857380, KL div.: 1.857380, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7383 [D loss: 0.557003, acc.: 67.58%, KL div.: 0.256771] [G loss: 1.644730, KL div.: 1.644730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7384 [D loss: 0.613032, acc.: 63.67%, KL div.: 0.338878] [G loss: 1.700549, KL div.: 1.700549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7385 [D loss: 0.494960, acc.: 75.78%, KL div.: 0.252823] [G loss: 1.520833, KL div.: 1.520833, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7386 [D loss: 0.592774, acc.: 68.36%, KL div.: 0.344648] [G loss: 2.277938, KL div.: 2.277938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7387 [D loss: 0.520404, acc.: 69.14%, KL div.: 0.248564] [G loss: 1.661123, KL div.: 1.661123, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7388 [D loss: 0.520804, acc.: 69.53%, KL div.: 0.246278] [G loss: 1.945310, KL div.: 1.945310, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7389 [D loss: 0.546944, acc.: 70.70%, KL div.: 0.302694] [G loss: 1.770445, KL div.: 1.770445, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7390 [D loss: 0.520974, acc.: 74.22%, KL div.: 0.267557] [G loss: 2.050636, KL div.: 2.050636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7391 [D loss: 0.548075, acc.: 70.70%, KL div.: 0.287960] [G loss: 2.039358, KL div.: 2.039358, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7392 [D loss: 0.627786, acc.: 65.62%, KL div.: 0.325939] [G loss: 1.715628, KL div.: 1.715628, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7393 [D loss: 0.537706, acc.: 70.70%, KL div.: 0.257166] [G loss: 1.649485, KL div.: 1.649485, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7394 [D loss: 0.552495, acc.: 70.31%, KL div.: 0.300290] [G loss: 1.924500, KL div.: 1.924500, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7395 [D loss: 0.543838, acc.: 70.31%, KL div.: 0.253208] [G loss: 1.841790, KL div.: 1.841790, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7396 [D loss: 0.498408, acc.: 75.78%, KL div.: 0.277068] [G loss: 1.893818, KL div.: 1.893818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7397 [D loss: 0.676870, acc.: 60.16%, KL div.: 0.338980] [G loss: 1.491884, KL div.: 1.491884, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7398 [D loss: 0.485620, acc.: 76.17%, KL div.: 0.236037] [G loss: 1.646039, KL div.: 1.646039, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7399 [D loss: 0.582610, acc.: 67.19%, KL div.: 0.336589] [G loss: 1.717247, KL div.: 1.717247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 3s 80ms/step
4/4 [==============================] - 1s 68ms/step
7400 [D loss: 0.603179, acc.: 68.36%, KL div.: 0.297037] [G loss: 1.518481, KL div.: 1.518481, FID: 41.870763]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 75ms/step
7401 [D loss: 0.487291, acc.: 76.17%, KL div.: 0.257137] [G loss: 2.064304, KL div.: 2.064304, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7402 [D loss: 0.584142, acc.: 69.53%, KL div.: 0.327724] [G loss: 1.623870, KL div.: 1.623870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7403 [D loss: 0.552701, acc.: 69.92%, KL div.: 0.283419] [G loss: 1.842699, KL div.: 1.842699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7404 [D loss: 0.576291, acc.: 67.19%, KL div.: 0.304701] [G loss: 1.797730, KL div.: 1.797730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7405 [D loss: 0.543261, acc.: 69.14%, KL div.: 0.262925] [G loss: 1.809913, KL div.: 1.809913, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7406 [D loss: 0.532545, acc.: 73.05%, KL div.: 0.300466] [G loss: 2.358364, KL div.: 2.358364, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7407 [D loss: 0.528236, acc.: 73.44%, KL div.: 0.268145] [G loss: 1.655809, KL div.: 1.655809, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7408 [D loss: 0.627167, acc.: 60.55%, KL div.: 0.313669] [G loss: 1.566301, KL div.: 1.566301, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7409 [D loss: 0.554112, acc.: 70.31%, KL div.: 0.287306] [G loss: 1.538437, KL div.: 1.538437, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7410 [D loss: 0.550476, acc.: 72.66%, KL div.: 0.271571] [G loss: 1.500970, KL div.: 1.500970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7411 [D loss: 0.524862, acc.: 73.44%, KL div.: 0.281287] [G loss: 1.605158, KL div.: 1.605158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7412 [D loss: 0.600620, acc.: 62.50%, KL div.: 0.308017] [G loss: 1.597482, KL div.: 1.597482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7413 [D loss: 0.515984, acc.: 75.39%, KL div.: 0.286059] [G loss: 1.669203, KL div.: 1.669203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7414 [D loss: 0.533502, acc.: 71.48%, KL div.: 0.260000] [G loss: 1.738657, KL div.: 1.738657, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7415 [D loss: 0.504905, acc.: 74.22%, KL div.: 0.268964] [G loss: 1.754000, KL div.: 1.754000, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7416 [D loss: 0.584588, acc.: 65.62%, KL div.: 0.294937] [G loss: 1.570078, KL div.: 1.570078, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7417 [D loss: 0.523455, acc.: 71.88%, KL div.: 0.274087] [G loss: 1.561736, KL div.: 1.561736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7418 [D loss: 0.584679, acc.: 67.19%, KL div.: 0.305964] [G loss: 1.666059, KL div.: 1.666059, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7419 [D loss: 0.597518, acc.: 64.06%, KL div.: 0.307135] [G loss: 2.102395, KL div.: 2.102395, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7420 [D loss: 0.545700, acc.: 69.53%, KL div.: 0.263880] [G loss: 2.035825, KL div.: 2.035825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7421 [D loss: 0.573367, acc.: 69.14%, KL div.: 0.266029] [G loss: 1.488307, KL div.: 1.488307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7422 [D loss: 0.545314, acc.: 69.53%, KL div.: 0.287728] [G loss: 1.601134, KL div.: 1.601134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7423 [D loss: 0.576242, acc.: 67.58%, KL div.: 0.304327] [G loss: 1.808134, KL div.: 1.808134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7424 [D loss: 0.561405, acc.: 72.27%, KL div.: 0.308111] [G loss: 1.672622, KL div.: 1.672622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7425 [D loss: 0.500801, acc.: 74.22%, KL div.: 0.257775] [G loss: 1.655057, KL div.: 1.655057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7426 [D loss: 0.584755, acc.: 67.97%, KL div.: 0.330406] [G loss: 1.559522, KL div.: 1.559522, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7427 [D loss: 0.570129, acc.: 65.62%, KL div.: 0.273767] [G loss: 2.006529, KL div.: 2.006529, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7428 [D loss: 0.485173, acc.: 77.73%, KL div.: 0.240169] [G loss: 1.573969, KL div.: 1.573969, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7429 [D loss: 0.492819, acc.: 75.39%, KL div.: 0.249664] [G loss: 1.959730, KL div.: 1.959730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7430 [D loss: 0.497727, acc.: 74.22%, KL div.: 0.268763] [G loss: 2.030823, KL div.: 2.030823, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7431 [D loss: 0.620501, acc.: 63.28%, KL div.: 0.325007] [G loss: 1.913152, KL div.: 1.913152, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7432 [D loss: 0.582793, acc.: 68.36%, KL div.: 0.298270] [G loss: 1.961980, KL div.: 1.961980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7433 [D loss: 0.564857, acc.: 68.36%, KL div.: 0.295298] [G loss: 1.736533, KL div.: 1.736532, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7434 [D loss: 0.592350, acc.: 67.97%, KL div.: 0.312667] [G loss: 1.789999, KL div.: 1.789999, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7435 [D loss: 0.587174, acc.: 66.02%, KL div.: 0.284297] [G loss: 1.773164, KL div.: 1.773164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7436 [D loss: 0.518069, acc.: 74.61%, KL div.: 0.282045] [G loss: 2.316725, KL div.: 2.316725, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7437 [D loss: 0.501890, acc.: 72.66%, KL div.: 0.279283] [G loss: 1.929540, KL div.: 1.929540, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7438 [D loss: 0.523235, acc.: 73.44%, KL div.: 0.278957] [G loss: 1.697924, KL div.: 1.697924, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7439 [D loss: 0.593815, acc.: 65.23%, KL div.: 0.310795] [G loss: 1.718552, KL div.: 1.718552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7440 [D loss: 0.581593, acc.: 69.53%, KL div.: 0.295658] [G loss: 1.684869, KL div.: 1.684869, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7441 [D loss: 0.569848, acc.: 71.88%, KL div.: 0.280048] [G loss: 1.732991, KL div.: 1.732991, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7442 [D loss: 0.542338, acc.: 71.09%, KL div.: 0.295990] [G loss: 1.921536, KL div.: 1.921536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7443 [D loss: 0.549910, acc.: 73.05%, KL div.: 0.268619] [G loss: 1.746161, KL div.: 1.746161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7444 [D loss: 0.549363, acc.: 69.53%, KL div.: 0.293366] [G loss: 2.022368, KL div.: 2.022368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7445 [D loss: 0.555875, acc.: 70.31%, KL div.: 0.293542] [G loss: 1.977411, KL div.: 1.977411, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7446 [D loss: 0.565163, acc.: 69.92%, KL div.: 0.296697] [G loss: 1.643722, KL div.: 1.643722, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7447 [D loss: 0.548332, acc.: 73.44%, KL div.: 0.301239] [G loss: 1.739842, KL div.: 1.739842, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7448 [D loss: 0.587064, acc.: 65.23%, KL div.: 0.282458] [G loss: 1.427647, KL div.: 1.427647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7449 [D loss: 0.574635, acc.: 70.31%, KL div.: 0.298385] [G loss: 1.844523, KL div.: 1.844523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7450 [D loss: 0.571826, acc.: 69.14%, KL div.: 0.289000] [G loss: 1.860850, KL div.: 1.860850, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7451 [D loss: 0.542973, acc.: 70.70%, KL div.: 0.300847] [G loss: 1.545752, KL div.: 1.545752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7452 [D loss: 0.542423, acc.: 67.19%, KL div.: 0.266121] [G loss: 1.792791, KL div.: 1.792791, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7453 [D loss: 0.547825, acc.: 68.36%, KL div.: 0.269690] [G loss: 1.628957, KL div.: 1.628957, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7454 [D loss: 0.542408, acc.: 70.70%, KL div.: 0.277949] [G loss: 1.418316, KL div.: 1.418316, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7455 [D loss: 0.522623, acc.: 75.00%, KL div.: 0.292841] [G loss: 1.621933, KL div.: 1.621933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7456 [D loss: 0.570372, acc.: 68.75%, KL div.: 0.302153] [G loss: 1.855171, KL div.: 1.855171, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7457 [D loss: 0.524996, acc.: 69.53%, KL div.: 0.250319] [G loss: 1.616001, KL div.: 1.616001, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7458 [D loss: 0.608686, acc.: 67.58%, KL div.: 0.314342] [G loss: 1.804678, KL div.: 1.804678, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7459 [D loss: 0.606565, acc.: 67.58%, KL div.: 0.324826] [G loss: 1.697234, KL div.: 1.697234, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7460 [D loss: 0.579429, acc.: 67.97%, KL div.: 0.313937] [G loss: 2.086129, KL div.: 2.086129, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7461 [D loss: 0.587161, acc.: 66.02%, KL div.: 0.278377] [G loss: 1.748555, KL div.: 1.748555, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7462 [D loss: 0.537739, acc.: 71.88%, KL div.: 0.296438] [G loss: 1.893536, KL div.: 1.893536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7463 [D loss: 0.538428, acc.: 69.53%, KL div.: 0.271280] [G loss: 1.516737, KL div.: 1.516737, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7464 [D loss: 0.556377, acc.: 69.14%, KL div.: 0.281963] [G loss: 2.065157, KL div.: 2.065157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7465 [D loss: 0.504172, acc.: 76.17%, KL div.: 0.281591] [G loss: 2.039184, KL div.: 2.039184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7466 [D loss: 0.608160, acc.: 65.23%, KL div.: 0.303355] [G loss: 1.550897, KL div.: 1.550897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7467 [D loss: 0.522749, acc.: 72.27%, KL div.: 0.289863] [G loss: 1.858552, KL div.: 1.858552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7468 [D loss: 0.554153, acc.: 71.09%, KL div.: 0.256537] [G loss: 1.819386, KL div.: 1.819386, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7469 [D loss: 0.549502, acc.: 69.53%, KL div.: 0.300503] [G loss: 1.797142, KL div.: 1.797142, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7470 [D loss: 0.539234, acc.: 71.09%, KL div.: 0.252506] [G loss: 1.877595, KL div.: 1.877595, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7471 [D loss: 0.533569, acc.: 69.92%, KL div.: 0.295469] [G loss: 1.511278, KL div.: 1.511278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7472 [D loss: 0.535473, acc.: 70.31%, KL div.: 0.274193] [G loss: 2.037313, KL div.: 2.037313, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7473 [D loss: 0.558769, acc.: 69.92%, KL div.: 0.287066] [G loss: 1.739856, KL div.: 1.739856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7474 [D loss: 0.536091, acc.: 72.66%, KL div.: 0.278312] [G loss: 1.754890, KL div.: 1.754890, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7475 [D loss: 0.559776, acc.: 69.92%, KL div.: 0.283885] [G loss: 1.514575, KL div.: 1.514575, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7476 [D loss: 0.467768, acc.: 78.12%, KL div.: 0.243148] [G loss: 1.907966, KL div.: 1.907966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7477 [D loss: 0.555117, acc.: 68.75%, KL div.: 0.318151] [G loss: 1.931302, KL div.: 1.931302, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7478 [D loss: 0.494475, acc.: 74.61%, KL div.: 0.257172] [G loss: 2.061694, KL div.: 2.061694, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7479 [D loss: 0.593488, acc.: 66.80%, KL div.: 0.308848] [G loss: 1.781652, KL div.: 1.781652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7480 [D loss: 0.556262, acc.: 69.92%, KL div.: 0.294298] [G loss: 2.016419, KL div.: 2.016419, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7481 [D loss: 0.541534, acc.: 71.48%, KL div.: 0.305315] [G loss: 1.660996, KL div.: 1.660996, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7482 [D loss: 0.508864, acc.: 73.05%, KL div.: 0.246131] [G loss: 2.058185, KL div.: 2.058185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7483 [D loss: 0.520417, acc.: 71.48%, KL div.: 0.276361] [G loss: 2.188401, KL div.: 2.188401, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7484 [D loss: 0.523951, acc.: 71.09%, KL div.: 0.274774] [G loss: 1.826746, KL div.: 1.826746, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7485 [D loss: 0.561520, acc.: 65.62%, KL div.: 0.274591] [G loss: 1.523240, KL div.: 1.523240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7486 [D loss: 0.520220, acc.: 70.70%, KL div.: 0.264848] [G loss: 1.681970, KL div.: 1.681970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7487 [D loss: 0.565107, acc.: 67.97%, KL div.: 0.289080] [G loss: 2.031446, KL div.: 2.031446, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7488 [D loss: 0.589322, acc.: 67.97%, KL div.: 0.281840] [G loss: 1.873869, KL div.: 1.873869, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7489 [D loss: 0.581681, acc.: 65.62%, KL div.: 0.310160] [G loss: 1.517411, KL div.: 1.517411, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7490 [D loss: 0.622999, acc.: 63.28%, KL div.: 0.329488] [G loss: 1.835019, KL div.: 1.835019, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7491 [D loss: 0.502820, acc.: 75.39%, KL div.: 0.272425] [G loss: 2.158695, KL div.: 2.158695, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7492 [D loss: 0.536590, acc.: 73.05%, KL div.: 0.258377] [G loss: 1.557628, KL div.: 1.557628, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7493 [D loss: 0.597452, acc.: 65.62%, KL div.: 0.293274] [G loss: 1.694598, KL div.: 1.694598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7494 [D loss: 0.549921, acc.: 67.19%, KL div.: 0.303916] [G loss: 1.589314, KL div.: 1.589314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7495 [D loss: 0.570695, acc.: 68.75%, KL div.: 0.256214] [G loss: 2.302082, KL div.: 2.302082, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7496 [D loss: 0.567152, acc.: 68.75%, KL div.: 0.316784] [G loss: 1.877717, KL div.: 1.877717, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7497 [D loss: 0.560126, acc.: 69.92%, KL div.: 0.276580] [G loss: 1.805867, KL div.: 1.805867, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7498 [D loss: 0.536741, acc.: 70.31%, KL div.: 0.290854] [G loss: 1.791417, KL div.: 1.791417, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7499 [D loss: 0.615493, acc.: 62.89%, KL div.: 0.295138] [G loss: 1.678372, KL div.: 1.678372, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 77ms/step
4/4 [==============================] - 1s 77ms/step
7500 [D loss: 0.546089, acc.: 69.92%, KL div.: 0.291560] [G loss: 2.075263, KL div.: 2.075263, FID: 38.607809]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 75ms/step
7501 [D loss: 0.553269, acc.: 73.83%, KL div.: 0.257891] [G loss: 1.632959, KL div.: 1.632959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7502 [D loss: 0.530623, acc.: 70.70%, KL div.: 0.283414] [G loss: 2.244360, KL div.: 2.244360, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7503 [D loss: 0.558733, acc.: 68.36%, KL div.: 0.314767] [G loss: 2.054520, KL div.: 2.054520, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7504 [D loss: 0.516884, acc.: 69.92%, KL div.: 0.276193] [G loss: 1.956424, KL div.: 1.956424, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7505 [D loss: 0.591453, acc.: 65.23%, KL div.: 0.265203] [G loss: 2.191633, KL div.: 2.191633, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7506 [D loss: 0.534701, acc.: 71.09%, KL div.: 0.293708] [G loss: 1.980140, KL div.: 1.980140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7507 [D loss: 0.560094, acc.: 69.14%, KL div.: 0.286111] [G loss: 1.376100, KL div.: 1.376100, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7508 [D loss: 0.534105, acc.: 73.05%, KL div.: 0.270174] [G loss: 1.938793, KL div.: 1.938793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7509 [D loss: 0.580650, acc.: 66.80%, KL div.: 0.289826] [G loss: 1.770753, KL div.: 1.770753, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7510 [D loss: 0.542709, acc.: 69.14%, KL div.: 0.313150] [G loss: 1.729652, KL div.: 1.729652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7511 [D loss: 0.552492, acc.: 68.36%, KL div.: 0.276592] [G loss: 1.908034, KL div.: 1.908034, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7512 [D loss: 0.530769, acc.: 70.31%, KL div.: 0.235751] [G loss: 2.054724, KL div.: 2.054724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7513 [D loss: 0.545161, acc.: 71.48%, KL div.: 0.300499] [G loss: 2.327849, KL div.: 2.327849, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7514 [D loss: 0.565993, acc.: 69.92%, KL div.: 0.281771] [G loss: 1.902619, KL div.: 1.902619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7515 [D loss: 0.541927, acc.: 70.70%, KL div.: 0.297891] [G loss: 2.109610, KL div.: 2.109610, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7516 [D loss: 0.508798, acc.: 72.27%, KL div.: 0.249829] [G loss: 1.768400, KL div.: 1.768400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7517 [D loss: 0.502341, acc.: 75.39%, KL div.: 0.283358] [G loss: 1.923864, KL div.: 1.923864, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7518 [D loss: 0.518876, acc.: 72.66%, KL div.: 0.293708] [G loss: 2.028740, KL div.: 2.028740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7519 [D loss: 0.562716, acc.: 66.41%, KL div.: 0.266249] [G loss: 1.842135, KL div.: 1.842135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7520 [D loss: 0.596045, acc.: 67.19%, KL div.: 0.306567] [G loss: 1.897409, KL div.: 1.897409, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7521 [D loss: 0.558946, acc.: 65.23%, KL div.: 0.263175] [G loss: 1.615794, KL div.: 1.615794, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7522 [D loss: 0.530015, acc.: 71.09%, KL div.: 0.281979] [G loss: 1.686199, KL div.: 1.686199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7523 [D loss: 0.597982, acc.: 63.28%, KL div.: 0.324554] [G loss: 1.455703, KL div.: 1.455703, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7524 [D loss: 0.586665, acc.: 66.02%, KL div.: 0.282532] [G loss: 1.643470, KL div.: 1.643470, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7525 [D loss: 0.500399, acc.: 75.00%, KL div.: 0.280981] [G loss: 2.123028, KL div.: 2.123028, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7526 [D loss: 0.558676, acc.: 69.53%, KL div.: 0.281197] [G loss: 1.795950, KL div.: 1.795950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7527 [D loss: 0.495618, acc.: 73.83%, KL div.: 0.280452] [G loss: 1.947123, KL div.: 1.947123, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7528 [D loss: 0.580824, acc.: 67.97%, KL div.: 0.296728] [G loss: 1.556107, KL div.: 1.556107, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7529 [D loss: 0.520545, acc.: 72.27%, KL div.: 0.246942] [G loss: 1.733023, KL div.: 1.733023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7530 [D loss: 0.533818, acc.: 71.88%, KL div.: 0.296780] [G loss: 1.646787, KL div.: 1.646787, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7531 [D loss: 0.575876, acc.: 70.31%, KL div.: 0.283576] [G loss: 1.989922, KL div.: 1.989922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7532 [D loss: 0.495838, acc.: 75.39%, KL div.: 0.272719] [G loss: 1.857137, KL div.: 1.857137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7533 [D loss: 0.591845, acc.: 66.41%, KL div.: 0.300944] [G loss: 2.124609, KL div.: 2.124609, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7534 [D loss: 0.521954, acc.: 73.05%, KL div.: 0.242117] [G loss: 1.944127, KL div.: 1.944127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7535 [D loss: 0.577523, acc.: 67.97%, KL div.: 0.322589] [G loss: 1.557462, KL div.: 1.557462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7536 [D loss: 0.573502, acc.: 69.53%, KL div.: 0.284989] [G loss: 1.758267, KL div.: 1.758267, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7537 [D loss: 0.526139, acc.: 69.14%, KL div.: 0.295381] [G loss: 1.764204, KL div.: 1.764204, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7538 [D loss: 0.623091, acc.: 61.72%, KL div.: 0.329298] [G loss: 1.580138, KL div.: 1.580138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7539 [D loss: 0.533140, acc.: 70.70%, KL div.: 0.240476] [G loss: 1.811071, KL div.: 1.811071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7540 [D loss: 0.490468, acc.: 75.00%, KL div.: 0.238287] [G loss: 2.372818, KL div.: 2.372818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7541 [D loss: 0.633839, acc.: 66.80%, KL div.: 0.385879] [G loss: 1.450328, KL div.: 1.450328, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7542 [D loss: 0.566173, acc.: 67.58%, KL div.: 0.287322] [G loss: 1.829513, KL div.: 1.829513, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7543 [D loss: 0.628031, acc.: 64.06%, KL div.: 0.316476] [G loss: 1.937369, KL div.: 1.937369, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7544 [D loss: 0.489586, acc.: 73.83%, KL div.: 0.249168] [G loss: 2.384586, KL div.: 2.384586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7545 [D loss: 0.479840, acc.: 76.17%, KL div.: 0.283500] [G loss: 1.979166, KL div.: 1.979166, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7546 [D loss: 0.548269, acc.: 67.19%, KL div.: 0.248450] [G loss: 1.870371, KL div.: 1.870371, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7547 [D loss: 0.474758, acc.: 75.39%, KL div.: 0.251836] [G loss: 1.774100, KL div.: 1.774100, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7548 [D loss: 0.590672, acc.: 69.14%, KL div.: 0.320526] [G loss: 1.758421, KL div.: 1.758421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7549 [D loss: 0.567339, acc.: 68.75%, KL div.: 0.268386] [G loss: 1.780473, KL div.: 1.780473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7550 [D loss: 0.486565, acc.: 74.61%, KL div.: 0.253594] [G loss: 2.051930, KL div.: 2.049864, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7551 [D loss: 0.486536, acc.: 76.95%, KL div.: 0.286881] [G loss: 1.963650, KL div.: 1.963650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7552 [D loss: 0.581703, acc.: 67.19%, KL div.: 0.305369] [G loss: 1.793402, KL div.: 1.793402, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7553 [D loss: 0.472232, acc.: 75.39%, KL div.: 0.238730] [G loss: 2.560296, KL div.: 2.560296, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7554 [D loss: 0.475679, acc.: 76.56%, KL div.: 0.243349] [G loss: 1.657511, KL div.: 1.657511, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7555 [D loss: 0.528102, acc.: 71.48%, KL div.: 0.256914] [G loss: 1.590920, KL div.: 1.590920, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7556 [D loss: 0.562666, acc.: 71.48%, KL div.: 0.300358] [G loss: 1.565377, KL div.: 1.565377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7557 [D loss: 0.545450, acc.: 73.05%, KL div.: 0.265570] [G loss: 1.659713, KL div.: 1.659713, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7558 [D loss: 0.558519, acc.: 71.88%, KL div.: 0.269495] [G loss: 1.794482, KL div.: 1.794482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7559 [D loss: 0.558170, acc.: 67.97%, KL div.: 0.306283] [G loss: 2.157026, KL div.: 2.157026, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7560 [D loss: 0.525414, acc.: 71.48%, KL div.: 0.293669] [G loss: 1.860777, KL div.: 1.860777, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7561 [D loss: 0.578768, acc.: 69.14%, KL div.: 0.255209] [G loss: 1.466936, KL div.: 1.466936, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7562 [D loss: 0.550754, acc.: 72.27%, KL div.: 0.304715] [G loss: 1.871940, KL div.: 1.871940, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7563 [D loss: 0.513796, acc.: 71.09%, KL div.: 0.276906] [G loss: 1.986943, KL div.: 1.986943, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7564 [D loss: 0.514745, acc.: 74.22%, KL div.: 0.225520] [G loss: 1.460781, KL div.: 1.460781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7565 [D loss: 0.543230, acc.: 71.48%, KL div.: 0.321191] [G loss: 1.627005, KL div.: 1.627005, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7566 [D loss: 0.504882, acc.: 74.61%, KL div.: 0.272300] [G loss: 1.812303, KL div.: 1.812303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7567 [D loss: 0.523805, acc.: 72.66%, KL div.: 0.229251] [G loss: 1.634549, KL div.: 1.634549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7568 [D loss: 0.510501, acc.: 73.44%, KL div.: 0.262181] [G loss: 2.558599, KL div.: 2.558599, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7569 [D loss: 0.551474, acc.: 70.31%, KL div.: 0.303431] [G loss: 1.566526, KL div.: 1.566526, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7570 [D loss: 0.615154, acc.: 64.84%, KL div.: 0.288259] [G loss: 1.449843, KL div.: 1.449843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7571 [D loss: 0.588386, acc.: 67.19%, KL div.: 0.321958] [G loss: 1.969504, KL div.: 1.969504, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7572 [D loss: 0.529501, acc.: 73.83%, KL div.: 0.281435] [G loss: 1.961832, KL div.: 1.961832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7573 [D loss: 0.566669, acc.: 65.23%, KL div.: 0.270092] [G loss: 1.686662, KL div.: 1.686662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7574 [D loss: 0.573431, acc.: 67.97%, KL div.: 0.287009] [G loss: 1.860862, KL div.: 1.860862, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7575 [D loss: 0.549670, acc.: 69.53%, KL div.: 0.325588] [G loss: 1.741560, KL div.: 1.741560, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7576 [D loss: 0.567519, acc.: 67.97%, KL div.: 0.286408] [G loss: 1.734825, KL div.: 1.734825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7577 [D loss: 0.513749, acc.: 74.22%, KL div.: 0.253256] [G loss: 1.672565, KL div.: 1.672565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7578 [D loss: 0.521637, acc.: 72.66%, KL div.: 0.270516] [G loss: 2.084950, KL div.: 2.084950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7579 [D loss: 0.530049, acc.: 71.48%, KL div.: 0.277680] [G loss: 2.241390, KL div.: 2.241390, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7580 [D loss: 0.554876, acc.: 71.88%, KL div.: 0.291144] [G loss: 1.796085, KL div.: 1.796085, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7581 [D loss: 0.517309, acc.: 71.09%, KL div.: 0.272569] [G loss: 2.024559, KL div.: 2.024559, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7582 [D loss: 0.553621, acc.: 70.70%, KL div.: 0.271898] [G loss: 1.609730, KL div.: 1.609730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7583 [D loss: 0.439564, acc.: 83.20%, KL div.: 0.245861] [G loss: 1.780537, KL div.: 1.780537, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7584 [D loss: 0.566848, acc.: 66.02%, KL div.: 0.303947] [G loss: 1.637845, KL div.: 1.637845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7585 [D loss: 0.513089, acc.: 72.66%, KL div.: 0.238275] [G loss: 1.749957, KL div.: 1.749957, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7586 [D loss: 0.560309, acc.: 69.53%, KL div.: 0.292278] [G loss: 1.984828, KL div.: 1.984828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7587 [D loss: 0.555707, acc.: 71.09%, KL div.: 0.325456] [G loss: 1.940894, KL div.: 1.940894, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7588 [D loss: 0.591349, acc.: 64.84%, KL div.: 0.269026] [G loss: 1.669689, KL div.: 1.669689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7589 [D loss: 0.537162, acc.: 70.31%, KL div.: 0.310479] [G loss: 2.004211, KL div.: 2.004211, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7590 [D loss: 0.594241, acc.: 65.62%, KL div.: 0.307422] [G loss: 2.008993, KL div.: 2.008993, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7591 [D loss: 0.548764, acc.: 71.09%, KL div.: 0.219210] [G loss: 1.827736, KL div.: 1.827736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7592 [D loss: 0.572456, acc.: 71.88%, KL div.: 0.314916] [G loss: 1.531332, KL div.: 1.531332, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7593 [D loss: 0.555750, acc.: 68.75%, KL div.: 0.333179] [G loss: 1.917979, KL div.: 1.917979, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7594 [D loss: 0.578737, acc.: 66.41%, KL div.: 0.293785] [G loss: 1.980906, KL div.: 1.980906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7595 [D loss: 0.548100, acc.: 75.00%, KL div.: 0.252952] [G loss: 1.797744, KL div.: 1.797744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7596 [D loss: 0.548178, acc.: 73.44%, KL div.: 0.294328] [G loss: 1.569233, KL div.: 1.569233, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7597 [D loss: 0.480000, acc.: 75.39%, KL div.: 0.232786] [G loss: 1.901146, KL div.: 1.901146, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7598 [D loss: 0.549513, acc.: 72.27%, KL div.: 0.287890] [G loss: 2.013951, KL div.: 2.013951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7599 [D loss: 0.552037, acc.: 69.14%, KL div.: 0.300553] [G loss: 1.449093, KL div.: 1.449093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 58ms/step
4/4 [==============================] - 1s 99ms/step
7600 [D loss: 0.583797, acc.: 68.36%, KL div.: 0.295899] [G loss: 1.496060, KL div.: 1.496060, FID: 36.307383]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 75ms/step
7601 [D loss: 0.522019, acc.: 73.83%, KL div.: 0.291032] [G loss: 1.942004, KL div.: 1.942004, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7602 [D loss: 0.508184, acc.: 70.31%, KL div.: 0.234820] [G loss: 1.756447, KL div.: 1.756447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7603 [D loss: 0.499741, acc.: 73.05%, KL div.: 0.265686] [G loss: 2.020357, KL div.: 2.020357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7604 [D loss: 0.568535, acc.: 67.19%, KL div.: 0.298502] [G loss: 1.545738, KL div.: 1.545738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7605 [D loss: 0.547008, acc.: 75.00%, KL div.: 0.262447] [G loss: 1.993250, KL div.: 1.993250, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7606 [D loss: 0.613146, acc.: 64.45%, KL div.: 0.327792] [G loss: 1.575820, KL div.: 1.575820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7607 [D loss: 0.546205, acc.: 68.75%, KL div.: 0.289213] [G loss: 1.433463, KL div.: 1.433463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7608 [D loss: 0.606425, acc.: 65.62%, KL div.: 0.327730] [G loss: 1.762200, KL div.: 1.762200, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7609 [D loss: 0.603964, acc.: 64.06%, KL div.: 0.304779] [G loss: 1.500908, KL div.: 1.500908, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7610 [D loss: 0.599791, acc.: 64.06%, KL div.: 0.299130] [G loss: 1.801838, KL div.: 1.801838, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7611 [D loss: 0.578006, acc.: 67.19%, KL div.: 0.321010] [G loss: 1.853529, KL div.: 1.853529, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7612 [D loss: 0.572543, acc.: 67.19%, KL div.: 0.284219] [G loss: 1.280215, KL div.: 1.280215, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7613 [D loss: 0.545752, acc.: 69.53%, KL div.: 0.271420] [G loss: 1.898899, KL div.: 1.898899, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7614 [D loss: 0.552522, acc.: 72.27%, KL div.: 0.308847] [G loss: 1.522683, KL div.: 1.522683, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7615 [D loss: 0.582260, acc.: 66.80%, KL div.: 0.286641] [G loss: 1.951022, KL div.: 1.951022, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7616 [D loss: 0.540205, acc.: 69.53%, KL div.: 0.273112] [G loss: 2.046181, KL div.: 2.046181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7617 [D loss: 0.579715, acc.: 66.41%, KL div.: 0.300427] [G loss: 1.813933, KL div.: 1.813933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7618 [D loss: 0.539868, acc.: 71.48%, KL div.: 0.278420] [G loss: 1.861616, KL div.: 1.861616, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7619 [D loss: 0.543583, acc.: 71.09%, KL div.: 0.280788] [G loss: 1.786176, KL div.: 1.786177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7620 [D loss: 0.564840, acc.: 66.80%, KL div.: 0.270662] [G loss: 2.047689, KL div.: 2.047689, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7621 [D loss: 0.585731, acc.: 67.58%, KL div.: 0.302583] [G loss: 1.572140, KL div.: 1.572140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7622 [D loss: 0.514768, acc.: 73.44%, KL div.: 0.276035] [G loss: 1.910777, KL div.: 1.910777, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7623 [D loss: 0.564011, acc.: 71.88%, KL div.: 0.288335] [G loss: 1.591399, KL div.: 1.591399, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7624 [D loss: 0.648114, acc.: 58.20%, KL div.: 0.330242] [G loss: 1.545668, KL div.: 1.545668, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7625 [D loss: 0.547602, acc.: 66.80%, KL div.: 0.279594] [G loss: 1.925770, KL div.: 1.925770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7626 [D loss: 0.595671, acc.: 67.58%, KL div.: 0.286930] [G loss: 1.742940, KL div.: 1.742940, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7627 [D loss: 0.565314, acc.: 69.14%, KL div.: 0.289759] [G loss: 1.677874, KL div.: 1.677874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7628 [D loss: 0.578437, acc.: 67.58%, KL div.: 0.299103] [G loss: 1.876520, KL div.: 1.876520, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7629 [D loss: 0.573090, acc.: 72.27%, KL div.: 0.328629] [G loss: 1.851308, KL div.: 1.851308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7630 [D loss: 0.587877, acc.: 66.02%, KL div.: 0.289692] [G loss: 1.955702, KL div.: 1.955702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7631 [D loss: 0.489527, acc.: 74.22%, KL div.: 0.265338] [G loss: 2.146857, KL div.: 2.146857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7632 [D loss: 0.536668, acc.: 69.92%, KL div.: 0.278598] [G loss: 1.751543, KL div.: 1.751543, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7633 [D loss: 0.633893, acc.: 62.11%, KL div.: 0.327547] [G loss: 1.864444, KL div.: 1.864444, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7634 [D loss: 0.550665, acc.: 71.48%, KL div.: 0.268910] [G loss: 2.176342, KL div.: 2.176342, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7635 [D loss: 0.513619, acc.: 73.83%, KL div.: 0.282633] [G loss: 1.898199, KL div.: 1.898199, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7636 [D loss: 0.566915, acc.: 68.75%, KL div.: 0.274405] [G loss: 1.763952, KL div.: 1.763952, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7637 [D loss: 0.584841, acc.: 67.58%, KL div.: 0.322520] [G loss: 1.902729, KL div.: 1.902729, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7638 [D loss: 0.491484, acc.: 74.61%, KL div.: 0.255054] [G loss: 2.235551, KL div.: 2.235551, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7639 [D loss: 0.576658, acc.: 66.80%, KL div.: 0.297084] [G loss: 1.883146, KL div.: 1.883146, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7640 [D loss: 0.578126, acc.: 67.97%, KL div.: 0.302496] [G loss: 1.701411, KL div.: 1.701411, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7641 [D loss: 0.554138, acc.: 69.92%, KL div.: 0.290325] [G loss: 2.198023, KL div.: 2.198023, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7642 [D loss: 0.546279, acc.: 69.53%, KL div.: 0.263034] [G loss: 1.647046, KL div.: 1.647046, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7643 [D loss: 0.538427, acc.: 71.09%, KL div.: 0.255144] [G loss: 1.740428, KL div.: 1.740428, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7644 [D loss: 0.529372, acc.: 70.31%, KL div.: 0.272689] [G loss: 1.651958, KL div.: 1.651958, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7645 [D loss: 0.569722, acc.: 71.48%, KL div.: 0.310673] [G loss: 1.835345, KL div.: 1.835345, FID: 0.000000]
4/4 [==============================] - 0s 24ms/step
7646 [D loss: 0.582173, acc.: 65.62%, KL div.: 0.302263] [G loss: 1.730623, KL div.: 1.730623, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7647 [D loss: 0.545506, acc.: 66.80%, KL div.: 0.269228] [G loss: 2.129378, KL div.: 2.129378, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7648 [D loss: 0.540439, acc.: 72.66%, KL div.: 0.299462] [G loss: 1.900183, KL div.: 1.900183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7649 [D loss: 0.665674, acc.: 60.94%, KL div.: 0.340585] [G loss: 1.566460, KL div.: 1.566461, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7650 [D loss: 0.533475, acc.: 73.44%, KL div.: 0.280310] [G loss: 1.878505, KL div.: 1.878505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7651 [D loss: 0.581185, acc.: 67.19%, KL div.: 0.300223] [G loss: 1.471906, KL div.: 1.471906, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7652 [D loss: 0.587022, acc.: 62.89%, KL div.: 0.309788] [G loss: 2.075607, KL div.: 2.075607, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7653 [D loss: 0.591143, acc.: 67.19%, KL div.: 0.303807] [G loss: 1.870827, KL div.: 1.870827, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7654 [D loss: 0.514708, acc.: 71.48%, KL div.: 0.244373] [G loss: 1.706847, KL div.: 1.706847, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7655 [D loss: 0.583782, acc.: 70.70%, KL div.: 0.290714] [G loss: 1.622485, KL div.: 1.622485, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7656 [D loss: 0.517466, acc.: 71.48%, KL div.: 0.305492] [G loss: 2.351851, KL div.: 2.351851, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7657 [D loss: 0.583242, acc.: 67.19%, KL div.: 0.281901] [G loss: 1.719900, KL div.: 1.719900, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7658 [D loss: 0.605942, acc.: 66.41%, KL div.: 0.307847] [G loss: 1.613521, KL div.: 1.613521, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7659 [D loss: 0.552856, acc.: 70.70%, KL div.: 0.288587] [G loss: 2.032656, KL div.: 2.032656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7660 [D loss: 0.604062, acc.: 64.45%, KL div.: 0.297056] [G loss: 1.631611, KL div.: 1.631611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7661 [D loss: 0.531739, acc.: 69.53%, KL div.: 0.287970] [G loss: 1.626210, KL div.: 1.626210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7662 [D loss: 0.580295, acc.: 67.58%, KL div.: 0.297876] [G loss: 1.823025, KL div.: 1.823025, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7663 [D loss: 0.552669, acc.: 69.53%, KL div.: 0.304331] [G loss: 1.480295, KL div.: 1.480295, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7664 [D loss: 0.555698, acc.: 70.70%, KL div.: 0.273197] [G loss: 1.686610, KL div.: 1.686610, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7665 [D loss: 0.531465, acc.: 73.83%, KL div.: 0.271169] [G loss: 1.776359, KL div.: 1.776359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7666 [D loss: 0.539478, acc.: 71.48%, KL div.: 0.311788] [G loss: 1.575176, KL div.: 1.575176, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7667 [D loss: 0.582125, acc.: 69.14%, KL div.: 0.279522] [G loss: 1.819465, KL div.: 1.819465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7668 [D loss: 0.545245, acc.: 68.75%, KL div.: 0.283625] [G loss: 1.834505, KL div.: 1.834505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7669 [D loss: 0.564488, acc.: 67.19%, KL div.: 0.269749] [G loss: 1.734243, KL div.: 1.734243, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7670 [D loss: 0.557536, acc.: 68.36%, KL div.: 0.296314] [G loss: 2.158471, KL div.: 2.158471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7671 [D loss: 0.606991, acc.: 67.58%, KL div.: 0.349526] [G loss: 1.858919, KL div.: 1.858919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7672 [D loss: 0.560796, acc.: 67.58%, KL div.: 0.262303] [G loss: 2.085630, KL div.: 2.085630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7673 [D loss: 0.579604, acc.: 67.19%, KL div.: 0.312215] [G loss: 1.652719, KL div.: 1.652719, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7674 [D loss: 0.566295, acc.: 68.75%, KL div.: 0.272236] [G loss: 1.620919, KL div.: 1.620919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7675 [D loss: 0.587337, acc.: 64.45%, KL div.: 0.304149] [G loss: 2.036889, KL div.: 2.036889, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7676 [D loss: 0.544400, acc.: 71.09%, KL div.: 0.253341] [G loss: 2.000525, KL div.: 2.000525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7677 [D loss: 0.564126, acc.: 71.48%, KL div.: 0.314945] [G loss: 1.807290, KL div.: 1.807290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7678 [D loss: 0.585733, acc.: 68.75%, KL div.: 0.291981] [G loss: 1.936399, KL div.: 1.936399, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7679 [D loss: 0.599391, acc.: 63.67%, KL div.: 0.296415] [G loss: 1.724190, KL div.: 1.724190, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7680 [D loss: 0.516089, acc.: 73.05%, KL div.: 0.286899] [G loss: 1.883226, KL div.: 1.883226, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7681 [D loss: 0.603719, acc.: 64.45%, KL div.: 0.316144] [G loss: 1.655045, KL div.: 1.655045, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7682 [D loss: 0.537974, acc.: 69.53%, KL div.: 0.271627] [G loss: 1.698010, KL div.: 1.698011, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7683 [D loss: 0.591148, acc.: 66.80%, KL div.: 0.308980] [G loss: 1.750907, KL div.: 1.750907, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7684 [D loss: 0.529823, acc.: 71.88%, KL div.: 0.272942] [G loss: 1.731563, KL div.: 1.731563, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7685 [D loss: 0.576838, acc.: 67.58%, KL div.: 0.274748] [G loss: 1.704212, KL div.: 1.704212, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7686 [D loss: 0.519291, acc.: 75.00%, KL div.: 0.296242] [G loss: 2.020002, KL div.: 2.020002, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7687 [D loss: 0.567278, acc.: 68.75%, KL div.: 0.300941] [G loss: 2.065651, KL div.: 2.065651, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7688 [D loss: 0.557057, acc.: 70.31%, KL div.: 0.279372] [G loss: 1.864642, KL div.: 1.864642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7689 [D loss: 0.520708, acc.: 71.48%, KL div.: 0.274539] [G loss: 2.191294, KL div.: 2.191294, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7690 [D loss: 0.555368, acc.: 67.19%, KL div.: 0.266231] [G loss: 1.715227, KL div.: 1.715227, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7691 [D loss: 0.589126, acc.: 67.19%, KL div.: 0.329409] [G loss: 1.610381, KL div.: 1.610381, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7692 [D loss: 0.572564, acc.: 69.92%, KL div.: 0.312795] [G loss: 1.573653, KL div.: 1.573653, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7693 [D loss: 0.567195, acc.: 68.75%, KL div.: 0.278517] [G loss: 1.918553, KL div.: 1.918549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7694 [D loss: 0.534297, acc.: 70.31%, KL div.: 0.256289] [G loss: 2.013120, KL div.: 2.013120, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7695 [D loss: 0.575181, acc.: 69.14%, KL div.: 0.302599] [G loss: 1.761887, KL div.: 1.761887, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7696 [D loss: 0.549196, acc.: 68.36%, KL div.: 0.276496] [G loss: 1.447263, KL div.: 1.447263, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7697 [D loss: 0.609736, acc.: 63.67%, KL div.: 0.316724] [G loss: 1.960074, KL div.: 1.960074, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7698 [D loss: 0.606704, acc.: 65.62%, KL div.: 0.301891] [G loss: 1.685831, KL div.: 1.685831, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7699 [D loss: 0.547571, acc.: 72.66%, KL div.: 0.294502] [G loss: 2.199568, KL div.: 2.199568, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 79ms/step
4/4 [==============================] - 1s 73ms/step
7700 [D loss: 0.660936, acc.: 59.77%, KL div.: 0.309213] [G loss: 1.224434, KL div.: 1.224434, FID: 46.846476]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 70ms/step
7701 [D loss: 0.528150, acc.: 70.31%, KL div.: 0.291128] [G loss: 1.936820, KL div.: 1.936820, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7702 [D loss: 0.520420, acc.: 73.83%, KL div.: 0.270660] [G loss: 1.902756, KL div.: 1.902756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7703 [D loss: 0.586798, acc.: 69.92%, KL div.: 0.272699] [G loss: 2.068891, KL div.: 2.068891, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7704 [D loss: 0.577166, acc.: 69.92%, KL div.: 0.320320] [G loss: 1.844696, KL div.: 1.844696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7705 [D loss: 0.567938, acc.: 68.36%, KL div.: 0.311978] [G loss: 1.787894, KL div.: 1.787894, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7706 [D loss: 0.515868, acc.: 73.05%, KL div.: 0.228992] [G loss: 1.458851, KL div.: 1.458851, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7707 [D loss: 0.576493, acc.: 66.80%, KL div.: 0.294912] [G loss: 1.493615, KL div.: 1.493615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7708 [D loss: 0.542170, acc.: 70.31%, KL div.: 0.294898] [G loss: 1.882752, KL div.: 1.882752, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7709 [D loss: 0.544042, acc.: 69.92%, KL div.: 0.297131] [G loss: 2.077539, KL div.: 2.077539, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7710 [D loss: 0.512932, acc.: 71.09%, KL div.: 0.270357] [G loss: 2.081493, KL div.: 2.081493, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7711 [D loss: 0.551021, acc.: 71.48%, KL div.: 0.264475] [G loss: 1.850394, KL div.: 1.850394, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7712 [D loss: 0.561588, acc.: 70.70%, KL div.: 0.303595] [G loss: 2.025290, KL div.: 2.025290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7713 [D loss: 0.581867, acc.: 68.36%, KL div.: 0.295550] [G loss: 1.741588, KL div.: 1.741588, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7714 [D loss: 0.529143, acc.: 73.05%, KL div.: 0.261465] [G loss: 1.814109, KL div.: 1.814109, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7715 [D loss: 0.513652, acc.: 69.92%, KL div.: 0.281362] [G loss: 1.946565, KL div.: 1.946565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7716 [D loss: 0.477039, acc.: 77.73%, KL div.: 0.238283] [G loss: 2.122487, KL div.: 2.122487, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7717 [D loss: 0.569788, acc.: 70.70%, KL div.: 0.310467] [G loss: 1.633007, KL div.: 1.633007, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7718 [D loss: 0.576485, acc.: 66.02%, KL div.: 0.276873] [G loss: 1.547121, KL div.: 1.547121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7719 [D loss: 0.560245, acc.: 65.62%, KL div.: 0.285500] [G loss: 1.674044, KL div.: 1.674044, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7720 [D loss: 0.506974, acc.: 72.27%, KL div.: 0.293798] [G loss: 1.777538, KL div.: 1.777538, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7721 [D loss: 0.574869, acc.: 67.97%, KL div.: 0.268701] [G loss: 1.582149, KL div.: 1.582149, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7722 [D loss: 0.583063, acc.: 71.09%, KL div.: 0.332379] [G loss: 1.739968, KL div.: 1.739968, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7723 [D loss: 0.586107, acc.: 65.62%, KL div.: 0.293380] [G loss: 1.318364, KL div.: 1.318364, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7724 [D loss: 0.555881, acc.: 69.14%, KL div.: 0.277916] [G loss: 1.647038, KL div.: 1.647038, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7725 [D loss: 0.527742, acc.: 73.83%, KL div.: 0.269145] [G loss: 1.912403, KL div.: 1.912403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7726 [D loss: 0.571083, acc.: 70.31%, KL div.: 0.287489] [G loss: 1.700229, KL div.: 1.700230, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7727 [D loss: 0.557442, acc.: 71.09%, KL div.: 0.295611] [G loss: 1.515966, KL div.: 1.515966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7728 [D loss: 0.567375, acc.: 67.58%, KL div.: 0.308198] [G loss: 1.387299, KL div.: 1.387299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7729 [D loss: 0.571061, acc.: 66.80%, KL div.: 0.277624] [G loss: 1.532857, KL div.: 1.532857, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7730 [D loss: 0.526998, acc.: 71.88%, KL div.: 0.287054] [G loss: 1.978888, KL div.: 1.978888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7731 [D loss: 0.574653, acc.: 66.41%, KL div.: 0.311894] [G loss: 1.717939, KL div.: 1.717939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7732 [D loss: 0.558431, acc.: 67.97%, KL div.: 0.254335] [G loss: 1.687223, KL div.: 1.687223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7733 [D loss: 0.552423, acc.: 70.31%, KL div.: 0.295245] [G loss: 2.007188, KL div.: 2.007188, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7734 [D loss: 0.574023, acc.: 64.84%, KL div.: 0.303605] [G loss: 1.751156, KL div.: 1.751156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7735 [D loss: 0.571358, acc.: 69.53%, KL div.: 0.276473] [G loss: 1.824723, KL div.: 1.824723, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7736 [D loss: 0.527889, acc.: 71.88%, KL div.: 0.261193] [G loss: 1.532587, KL div.: 1.532587, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7737 [D loss: 0.547671, acc.: 71.48%, KL div.: 0.294451] [G loss: 1.847478, KL div.: 1.847478, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7738 [D loss: 0.569794, acc.: 70.31%, KL div.: 0.320847] [G loss: 1.812693, KL div.: 1.812693, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7739 [D loss: 0.601490, acc.: 67.58%, KL div.: 0.283134] [G loss: 1.691818, KL div.: 1.691818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7740 [D loss: 0.528158, acc.: 71.09%, KL div.: 0.260108] [G loss: 1.471337, KL div.: 1.471337, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7741 [D loss: 0.573204, acc.: 71.09%, KL div.: 0.342975] [G loss: 2.092380, KL div.: 2.092380, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7742 [D loss: 0.584386, acc.: 64.45%, KL div.: 0.289766] [G loss: 1.817816, KL div.: 1.817816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7743 [D loss: 0.620529, acc.: 65.62%, KL div.: 0.290468] [G loss: 1.716506, KL div.: 1.716506, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7744 [D loss: 0.561349, acc.: 69.92%, KL div.: 0.299224] [G loss: 1.592561, KL div.: 1.592561, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7745 [D loss: 0.541671, acc.: 71.48%, KL div.: 0.298830] [G loss: 1.682934, KL div.: 1.682934, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7746 [D loss: 0.603931, acc.: 67.58%, KL div.: 0.314799] [G loss: 1.791465, KL div.: 1.791465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7747 [D loss: 0.612251, acc.: 62.89%, KL div.: 0.306826] [G loss: 1.983253, KL div.: 1.983253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7748 [D loss: 0.588634, acc.: 69.53%, KL div.: 0.339912] [G loss: 1.846450, KL div.: 1.846450, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7749 [D loss: 0.587387, acc.: 64.45%, KL div.: 0.288266] [G loss: 1.765589, KL div.: 1.765589, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7750 [D loss: 0.529216, acc.: 68.75%, KL div.: 0.279443] [G loss: 2.449304, KL div.: 2.449304, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7751 [D loss: 0.517048, acc.: 72.66%, KL div.: 0.271856] [G loss: 1.896067, KL div.: 1.896067, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7752 [D loss: 0.611305, acc.: 64.45%, KL div.: 0.324057] [G loss: 1.755583, KL div.: 1.755583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7753 [D loss: 0.542040, acc.: 73.05%, KL div.: 0.282939] [G loss: 2.080565, KL div.: 2.080565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7754 [D loss: 0.517652, acc.: 73.05%, KL div.: 0.262671] [G loss: 1.805461, KL div.: 1.805461, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7755 [D loss: 0.515538, acc.: 69.92%, KL div.: 0.260061] [G loss: 2.079934, KL div.: 2.079934, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7756 [D loss: 0.532771, acc.: 70.31%, KL div.: 0.277124] [G loss: 2.005111, KL div.: 2.005111, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7757 [D loss: 0.569714, acc.: 70.31%, KL div.: 0.290045] [G loss: 1.741381, KL div.: 1.741381, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7758 [D loss: 0.579643, acc.: 66.02%, KL div.: 0.280703] [G loss: 1.995624, KL div.: 1.995624, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7759 [D loss: 0.488440, acc.: 75.39%, KL div.: 0.277387] [G loss: 2.113235, KL div.: 2.113235, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7760 [D loss: 0.507879, acc.: 73.83%, KL div.: 0.286150] [G loss: 1.900914, KL div.: 1.900914, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7761 [D loss: 0.550239, acc.: 68.36%, KL div.: 0.227823] [G loss: 1.866270, KL div.: 1.866270, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7762 [D loss: 0.556157, acc.: 71.09%, KL div.: 0.300320] [G loss: 1.834771, KL div.: 1.834771, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7763 [D loss: 0.501835, acc.: 75.39%, KL div.: 0.295007] [G loss: 2.035216, KL div.: 2.035216, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7764 [D loss: 0.649070, acc.: 63.67%, KL div.: 0.310826] [G loss: 1.587770, KL div.: 1.587770, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7765 [D loss: 0.517920, acc.: 72.66%, KL div.: 0.241042] [G loss: 1.618068, KL div.: 1.618068, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7766 [D loss: 0.504693, acc.: 76.56%, KL div.: 0.300675] [G loss: 1.834933, KL div.: 1.834933, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7767 [D loss: 0.602416, acc.: 64.06%, KL div.: 0.287140] [G loss: 1.771988, KL div.: 1.771988, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7768 [D loss: 0.493347, acc.: 72.66%, KL div.: 0.269202] [G loss: 2.513645, KL div.: 2.513645, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7769 [D loss: 0.507833, acc.: 74.61%, KL div.: 0.258419] [G loss: 1.726043, KL div.: 1.726043, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7770 [D loss: 0.511919, acc.: 76.56%, KL div.: 0.254140] [G loss: 2.019389, KL div.: 2.019390, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7771 [D loss: 0.492179, acc.: 76.56%, KL div.: 0.235643] [G loss: 2.200359, KL div.: 2.200359, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7772 [D loss: 0.585564, acc.: 65.23%, KL div.: 0.334982] [G loss: 2.179660, KL div.: 2.179660, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7773 [D loss: 0.595637, acc.: 64.45%, KL div.: 0.297591] [G loss: 2.031611, KL div.: 2.031611, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
7774 [D loss: 0.548489, acc.: 72.66%, KL div.: 0.279390] [G loss: 1.657090, KL div.: 1.657090, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7775 [D loss: 0.441498, acc.: 79.30%, KL div.: 0.250329] [G loss: 2.397019, KL div.: 2.397019, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7776 [D loss: 0.556036, acc.: 68.36%, KL div.: 0.280007] [G loss: 1.619268, KL div.: 1.619268, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7777 [D loss: 0.498737, acc.: 72.66%, KL div.: 0.238323] [G loss: 2.019071, KL div.: 2.019071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7778 [D loss: 0.518524, acc.: 75.00%, KL div.: 0.288558] [G loss: 1.978906, KL div.: 1.978906, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7779 [D loss: 0.604425, acc.: 63.67%, KL div.: 0.303970] [G loss: 1.646242, KL div.: 1.646242, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7780 [D loss: 0.517720, acc.: 76.17%, KL div.: 0.271058] [G loss: 1.835189, KL div.: 1.835190, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7781 [D loss: 0.533998, acc.: 70.31%, KL div.: 0.298519] [G loss: 2.066324, KL div.: 2.066324, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7782 [D loss: 0.600867, acc.: 62.50%, KL div.: 0.273352] [G loss: 1.775235, KL div.: 1.775235, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7783 [D loss: 0.527855, acc.: 71.09%, KL div.: 0.261628] [G loss: 1.884660, KL div.: 1.884660, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7784 [D loss: 0.567343, acc.: 67.97%, KL div.: 0.335605] [G loss: 1.473008, KL div.: 1.473008, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7785 [D loss: 0.601108, acc.: 61.72%, KL div.: 0.308980] [G loss: 2.051570, KL div.: 2.051570, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7786 [D loss: 0.533332, acc.: 71.48%, KL div.: 0.268735] [G loss: 1.968271, KL div.: 1.968271, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7787 [D loss: 0.547895, acc.: 69.53%, KL div.: 0.273272] [G loss: 1.905659, KL div.: 1.905659, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7788 [D loss: 0.582873, acc.: 66.41%, KL div.: 0.306757] [G loss: 1.710527, KL div.: 1.710527, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7789 [D loss: 0.539021, acc.: 72.27%, KL div.: 0.274196] [G loss: 1.838859, KL div.: 1.838859, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7790 [D loss: 0.529382, acc.: 73.44%, KL div.: 0.286975] [G loss: 1.899969, KL div.: 1.899969, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7791 [D loss: 0.562826, acc.: 68.36%, KL div.: 0.259755] [G loss: 1.627481, KL div.: 1.627481, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7792 [D loss: 0.538637, acc.: 71.48%, KL div.: 0.295234] [G loss: 1.531940, KL div.: 1.531940, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
7793 [D loss: 0.604180, acc.: 66.02%, KL div.: 0.323635] [G loss: 2.120661, KL div.: 2.120661, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7794 [D loss: 0.595272, acc.: 66.02%, KL div.: 0.287395] [G loss: 2.038772, KL div.: 2.038772, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7795 [D loss: 0.495371, acc.: 77.73%, KL div.: 0.244475] [G loss: 2.100315, KL div.: 2.100315, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7796 [D loss: 0.590619, acc.: 67.97%, KL div.: 0.312294] [G loss: 1.499549, KL div.: 1.499549, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7797 [D loss: 0.549293, acc.: 67.19%, KL div.: 0.286349] [G loss: 1.878122, KL div.: 1.878122, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7798 [D loss: 0.552589, acc.: 68.36%, KL div.: 0.253450] [G loss: 2.035769, KL div.: 2.035769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7799 [D loss: 0.560731, acc.: 70.31%, KL div.: 0.301985] [G loss: 1.726303, KL div.: 1.726303, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 4s 141ms/step
4/4 [==============================] - 1s 94ms/step
7800 [D loss: 0.587466, acc.: 69.14%, KL div.: 0.310551] [G loss: 1.505347, KL div.: 1.505347, FID: 37.495962]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 72ms/step
7801 [D loss: 0.579124, acc.: 69.14%, KL div.: 0.309585] [G loss: 1.678921, KL div.: 1.678921, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7802 [D loss: 0.570286, acc.: 66.80%, KL div.: 0.287680] [G loss: 1.662048, KL div.: 1.662048, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7803 [D loss: 0.622968, acc.: 61.33%, KL div.: 0.300176] [G loss: 1.742354, KL div.: 1.742354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7804 [D loss: 0.622398, acc.: 64.84%, KL div.: 0.344722] [G loss: 1.380307, KL div.: 1.380307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7805 [D loss: 0.522900, acc.: 75.00%, KL div.: 0.235651] [G loss: 1.373919, KL div.: 1.373919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7806 [D loss: 0.586784, acc.: 65.62%, KL div.: 0.304910] [G loss: 1.755730, KL div.: 1.755730, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7807 [D loss: 0.542472, acc.: 67.97%, KL div.: 0.279049] [G loss: 1.976035, KL div.: 1.976035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7808 [D loss: 0.593994, acc.: 64.45%, KL div.: 0.339114] [G loss: 1.869051, KL div.: 1.869051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7809 [D loss: 0.553468, acc.: 73.05%, KL div.: 0.274830] [G loss: 1.701818, KL div.: 1.701818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7810 [D loss: 0.572242, acc.: 67.97%, KL div.: 0.323921] [G loss: 2.018210, KL div.: 2.018210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7811 [D loss: 0.558687, acc.: 65.62%, KL div.: 0.262361] [G loss: 2.030866, KL div.: 2.030866, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7812 [D loss: 0.538410, acc.: 69.92%, KL div.: 0.278309] [G loss: 1.866039, KL div.: 1.866039, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7813 [D loss: 0.569975, acc.: 68.36%, KL div.: 0.323482] [G loss: 1.774092, KL div.: 1.774092, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7814 [D loss: 0.556048, acc.: 67.58%, KL div.: 0.263450] [G loss: 1.670280, KL div.: 1.670280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7815 [D loss: 0.517786, acc.: 70.31%, KL div.: 0.266879] [G loss: 2.019636, KL div.: 2.019636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7816 [D loss: 0.575751, acc.: 64.45%, KL div.: 0.284303] [G loss: 1.619183, KL div.: 1.619183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7817 [D loss: 0.531193, acc.: 71.88%, KL div.: 0.293235] [G loss: 1.733737, KL div.: 1.733737, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7818 [D loss: 0.562331, acc.: 71.48%, KL div.: 0.300618] [G loss: 1.575397, KL div.: 1.575397, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7819 [D loss: 0.608180, acc.: 67.19%, KL div.: 0.309774] [G loss: 1.468810, KL div.: 1.468810, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7820 [D loss: 0.607234, acc.: 66.41%, KL div.: 0.292608] [G loss: 1.481931, KL div.: 1.481931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7821 [D loss: 0.555099, acc.: 69.92%, KL div.: 0.287268] [G loss: 2.219091, KL div.: 2.219091, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7822 [D loss: 0.508301, acc.: 76.17%, KL div.: 0.276263] [G loss: 1.893345, KL div.: 1.893345, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7823 [D loss: 0.554161, acc.: 68.75%, KL div.: 0.277431] [G loss: 1.865841, KL div.: 1.865841, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7824 [D loss: 0.520929, acc.: 74.22%, KL div.: 0.268489] [G loss: 1.591868, KL div.: 1.591868, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7825 [D loss: 0.501927, acc.: 73.05%, KL div.: 0.258329] [G loss: 1.581032, KL div.: 1.581032, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7826 [D loss: 0.617172, acc.: 65.23%, KL div.: 0.329529] [G loss: 1.397481, KL div.: 1.397481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7827 [D loss: 0.566405, acc.: 66.02%, KL div.: 0.292310] [G loss: 1.734281, KL div.: 1.734281, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7828 [D loss: 0.592500, acc.: 64.84%, KL div.: 0.296501] [G loss: 2.162306, KL div.: 2.162306, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7829 [D loss: 0.629673, acc.: 60.94%, KL div.: 0.327308] [G loss: 1.616745, KL div.: 1.616745, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7830 [D loss: 0.534115, acc.: 73.44%, KL div.: 0.285479] [G loss: 1.883198, KL div.: 1.883198, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7831 [D loss: 0.594778, acc.: 66.80%, KL div.: 0.306022] [G loss: 1.960504, KL div.: 1.960504, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7832 [D loss: 0.553952, acc.: 69.14%, KL div.: 0.274787] [G loss: 1.623485, KL div.: 1.623485, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7833 [D loss: 0.497907, acc.: 74.22%, KL div.: 0.267414] [G loss: 1.774536, KL div.: 1.774536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7834 [D loss: 0.569719, acc.: 69.14%, KL div.: 0.314085] [G loss: 1.875527, KL div.: 1.875527, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7835 [D loss: 0.561768, acc.: 67.19%, KL div.: 0.310104] [G loss: 1.810134, KL div.: 1.810134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7836 [D loss: 0.540571, acc.: 71.48%, KL div.: 0.248163] [G loss: 1.576932, KL div.: 1.576932, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7837 [D loss: 0.560347, acc.: 72.27%, KL div.: 0.309535] [G loss: 1.685970, KL div.: 1.685970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7838 [D loss: 0.597001, acc.: 64.45%, KL div.: 0.294432] [G loss: 1.784760, KL div.: 1.784760, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7839 [D loss: 0.610428, acc.: 66.02%, KL div.: 0.322930] [G loss: 2.028491, KL div.: 2.028491, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7840 [D loss: 0.588722, acc.: 66.02%, KL div.: 0.326918] [G loss: 2.067924, KL div.: 2.067924, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7841 [D loss: 0.596424, acc.: 66.80%, KL div.: 0.298680] [G loss: 1.796683, KL div.: 1.796683, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7842 [D loss: 0.618747, acc.: 66.02%, KL div.: 0.323012] [G loss: 1.894495, KL div.: 1.894495, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7843 [D loss: 0.520852, acc.: 71.88%, KL div.: 0.248098] [G loss: 2.027799, KL div.: 2.027799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7844 [D loss: 0.544207, acc.: 70.70%, KL div.: 0.307071] [G loss: 2.003951, KL div.: 2.003951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7845 [D loss: 0.595269, acc.: 65.23%, KL div.: 0.286884] [G loss: 1.630028, KL div.: 1.630028, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7846 [D loss: 0.523460, acc.: 71.09%, KL div.: 0.261957] [G loss: 1.945254, KL div.: 1.945254, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7847 [D loss: 0.533421, acc.: 72.27%, KL div.: 0.303441] [G loss: 2.317767, KL div.: 2.317767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7848 [D loss: 0.561933, acc.: 67.58%, KL div.: 0.304292] [G loss: 2.221949, KL div.: 2.220630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7849 [D loss: 0.619116, acc.: 66.02%, KL div.: 0.291232] [G loss: 1.703304, KL div.: 1.703304, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7850 [D loss: 0.578147, acc.: 66.41%, KL div.: 0.312719] [G loss: 1.840523, KL div.: 1.840523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7851 [D loss: 0.555279, acc.: 70.31%, KL div.: 0.272335] [G loss: 1.545856, KL div.: 1.545856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7852 [D loss: 0.497321, acc.: 74.22%, KL div.: 0.265656] [G loss: 2.135963, KL div.: 2.135963, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7853 [D loss: 0.573947, acc.: 69.92%, KL div.: 0.291712] [G loss: 2.079651, KL div.: 2.079651, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7854 [D loss: 0.597398, acc.: 64.84%, KL div.: 0.281852] [G loss: 1.703111, KL div.: 1.703112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7855 [D loss: 0.587649, acc.: 68.36%, KL div.: 0.314790] [G loss: 1.963993, KL div.: 1.963993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7856 [D loss: 0.617243, acc.: 65.23%, KL div.: 0.285567] [G loss: 1.640381, KL div.: 1.640381, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7857 [D loss: 0.568260, acc.: 66.41%, KL div.: 0.314673] [G loss: 1.554060, KL div.: 1.554060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7858 [D loss: 0.592482, acc.: 67.19%, KL div.: 0.303096] [G loss: 1.534149, KL div.: 1.534150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7859 [D loss: 0.606080, acc.: 65.23%, KL div.: 0.321727] [G loss: 1.951748, KL div.: 1.951748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7860 [D loss: 0.598686, acc.: 63.67%, KL div.: 0.290116] [G loss: 1.516731, KL div.: 1.516731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7861 [D loss: 0.548205, acc.: 69.92%, KL div.: 0.307769] [G loss: 2.009932, KL div.: 2.009932, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7862 [D loss: 0.555177, acc.: 68.75%, KL div.: 0.260445] [G loss: 1.735194, KL div.: 1.735194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7863 [D loss: 0.531356, acc.: 71.09%, KL div.: 0.259154] [G loss: 1.834665, KL div.: 1.834665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7864 [D loss: 0.607321, acc.: 67.19%, KL div.: 0.335592] [G loss: 2.232565, KL div.: 2.232565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7865 [D loss: 0.513821, acc.: 73.05%, KL div.: 0.274226] [G loss: 1.945613, KL div.: 1.945613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7866 [D loss: 0.545565, acc.: 69.53%, KL div.: 0.280459] [G loss: 2.183157, KL div.: 2.183157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7867 [D loss: 0.522668, acc.: 74.22%, KL div.: 0.272431] [G loss: 1.473942, KL div.: 1.473942, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7868 [D loss: 0.544067, acc.: 70.70%, KL div.: 0.279899] [G loss: 1.701810, KL div.: 1.701810, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7869 [D loss: 0.542782, acc.: 71.48%, KL div.: 0.300633] [G loss: 1.609290, KL div.: 1.609290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7870 [D loss: 0.610621, acc.: 62.11%, KL div.: 0.299880] [G loss: 1.941792, KL div.: 1.941792, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7871 [D loss: 0.601337, acc.: 65.62%, KL div.: 0.314570] [G loss: 1.686389, KL div.: 1.686389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7872 [D loss: 0.557136, acc.: 69.14%, KL div.: 0.295223] [G loss: 1.812620, KL div.: 1.812620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7873 [D loss: 0.610362, acc.: 61.72%, KL div.: 0.312539] [G loss: 1.573440, KL div.: 1.573440, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7874 [D loss: 0.578905, acc.: 66.80%, KL div.: 0.298006] [G loss: 1.762976, KL div.: 1.762976, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7875 [D loss: 0.581025, acc.: 69.92%, KL div.: 0.319152] [G loss: 1.778464, KL div.: 1.778464, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7876 [D loss: 0.539848, acc.: 71.48%, KL div.: 0.270128] [G loss: 1.530771, KL div.: 1.530771, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7877 [D loss: 0.541927, acc.: 75.39%, KL div.: 0.280657] [G loss: 1.664538, KL div.: 1.664538, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7878 [D loss: 0.577637, acc.: 68.36%, KL div.: 0.319089] [G loss: 1.711016, KL div.: 1.711016, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7879 [D loss: 0.510902, acc.: 73.05%, KL div.: 0.274027] [G loss: 1.955926, KL div.: 1.955926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7880 [D loss: 0.526853, acc.: 71.48%, KL div.: 0.272360] [G loss: 1.536671, KL div.: 1.536671, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7881 [D loss: 0.540089, acc.: 68.36%, KL div.: 0.241953] [G loss: 1.849983, KL div.: 1.849983, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7882 [D loss: 0.580782, acc.: 66.41%, KL div.: 0.313803] [G loss: 1.808464, KL div.: 1.808464, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7883 [D loss: 0.535253, acc.: 73.83%, KL div.: 0.277000] [G loss: 1.826844, KL div.: 1.826844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7884 [D loss: 0.516556, acc.: 72.66%, KL div.: 0.291152] [G loss: 1.843804, KL div.: 1.843804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7885 [D loss: 0.556450, acc.: 66.80%, KL div.: 0.282789] [G loss: 1.898068, KL div.: 1.898068, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7886 [D loss: 0.590742, acc.: 66.80%, KL div.: 0.304135] [G loss: 1.489409, KL div.: 1.489409, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7887 [D loss: 0.528944, acc.: 71.48%, KL div.: 0.305782] [G loss: 2.309368, KL div.: 2.309368, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7888 [D loss: 0.547277, acc.: 67.58%, KL div.: 0.240552] [G loss: 2.073328, KL div.: 2.073328, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7889 [D loss: 0.558029, acc.: 65.62%, KL div.: 0.275319] [G loss: 1.719142, KL div.: 1.719142, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7890 [D loss: 0.587747, acc.: 67.19%, KL div.: 0.333130] [G loss: 1.837296, KL div.: 1.837296, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7891 [D loss: 0.550113, acc.: 72.66%, KL div.: 0.282615] [G loss: 1.912330, KL div.: 1.912330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7892 [D loss: 0.566210, acc.: 69.92%, KL div.: 0.287223] [G loss: 1.484174, KL div.: 1.484174, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7893 [D loss: 0.569251, acc.: 64.45%, KL div.: 0.263222] [G loss: 1.655545, KL div.: 1.655545, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7894 [D loss: 0.541842, acc.: 69.14%, KL div.: 0.302841] [G loss: 1.828598, KL div.: 1.828598, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7895 [D loss: 0.591133, acc.: 66.02%, KL div.: 0.309480] [G loss: 1.611156, KL div.: 1.611156, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7896 [D loss: 0.639424, acc.: 64.45%, KL div.: 0.318156] [G loss: 1.834069, KL div.: 1.834069, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7897 [D loss: 0.545724, acc.: 71.09%, KL div.: 0.274556] [G loss: 1.897062, KL div.: 1.897062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7898 [D loss: 0.495075, acc.: 76.56%, KL div.: 0.277170] [G loss: 1.870992, KL div.: 1.870992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7899 [D loss: 0.547437, acc.: 73.05%, KL div.: 0.268644] [G loss: 1.963399, KL div.: 1.963399, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 1s 94ms/step
7900 [D loss: 0.489365, acc.: 75.78%, KL div.: 0.253892] [G loss: 1.938861, KL div.: 1.938861, FID: 36.910573]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 75ms/step
7901 [D loss: 0.614188, acc.: 66.02%, KL div.: 0.334673] [G loss: 1.638428, KL div.: 1.638428, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7902 [D loss: 0.581650, acc.: 64.06%, KL div.: 0.283378] [G loss: 1.437458, KL div.: 1.437458, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7903 [D loss: 0.524382, acc.: 73.44%, KL div.: 0.293812] [G loss: 1.886372, KL div.: 1.886372, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7904 [D loss: 0.602418, acc.: 64.45%, KL div.: 0.303508] [G loss: 1.888216, KL div.: 1.888216, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7905 [D loss: 0.583341, acc.: 67.97%, KL div.: 0.304667] [G loss: 1.657766, KL div.: 1.657766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7906 [D loss: 0.527509, acc.: 73.05%, KL div.: 0.277013] [G loss: 1.549138, KL div.: 1.549138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7907 [D loss: 0.510742, acc.: 73.44%, KL div.: 0.253760] [G loss: 2.396179, KL div.: 2.396179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7908 [D loss: 0.596552, acc.: 68.36%, KL div.: 0.337730] [G loss: 1.913963, KL div.: 1.913963, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7909 [D loss: 0.562617, acc.: 69.14%, KL div.: 0.263120] [G loss: 1.633915, KL div.: 1.633915, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7910 [D loss: 0.553779, acc.: 70.31%, KL div.: 0.258532] [G loss: 1.704318, KL div.: 1.704318, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7911 [D loss: 0.563199, acc.: 70.31%, KL div.: 0.327628] [G loss: 1.729455, KL div.: 1.729455, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7912 [D loss: 0.537727, acc.: 70.70%, KL div.: 0.261576] [G loss: 2.007450, KL div.: 2.007450, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7913 [D loss: 0.473875, acc.: 80.08%, KL div.: 0.257050] [G loss: 1.983285, KL div.: 1.983285, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7914 [D loss: 0.544090, acc.: 70.31%, KL div.: 0.264092] [G loss: 2.141355, KL div.: 2.141355, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7915 [D loss: 0.573950, acc.: 69.14%, KL div.: 0.289360] [G loss: 1.607387, KL div.: 1.607387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7916 [D loss: 0.587121, acc.: 63.67%, KL div.: 0.297943] [G loss: 1.360588, KL div.: 1.360588, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7917 [D loss: 0.501362, acc.: 74.61%, KL div.: 0.261135] [G loss: 2.111384, KL div.: 2.111384, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7918 [D loss: 0.560775, acc.: 68.75%, KL div.: 0.321624] [G loss: 2.108807, KL div.: 2.108807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7919 [D loss: 0.540210, acc.: 72.27%, KL div.: 0.261760] [G loss: 1.700414, KL div.: 1.700414, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7920 [D loss: 0.506298, acc.: 74.61%, KL div.: 0.278702] [G loss: 2.929926, KL div.: 2.929926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7921 [D loss: 0.549177, acc.: 70.31%, KL div.: 0.286362] [G loss: 1.700879, KL div.: 1.700879, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7922 [D loss: 0.537335, acc.: 73.83%, KL div.: 0.271460] [G loss: 1.795042, KL div.: 1.795042, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7923 [D loss: 0.592366, acc.: 67.97%, KL div.: 0.297481] [G loss: 1.780356, KL div.: 1.780356, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7924 [D loss: 0.527580, acc.: 72.66%, KL div.: 0.283284] [G loss: 1.947608, KL div.: 1.947608, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7925 [D loss: 0.564143, acc.: 70.31%, KL div.: 0.262713] [G loss: 1.598170, KL div.: 1.598170, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7926 [D loss: 0.498371, acc.: 75.39%, KL div.: 0.274406] [G loss: 2.231923, KL div.: 2.231923, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7927 [D loss: 0.547211, acc.: 66.02%, KL div.: 0.249996] [G loss: 1.606470, KL div.: 1.606470, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7928 [D loss: 0.551031, acc.: 68.36%, KL div.: 0.284795] [G loss: 1.678988, KL div.: 1.678988, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
7929 [D loss: 0.564685, acc.: 66.41%, KL div.: 0.303777] [G loss: 1.821926, KL div.: 1.821927, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7930 [D loss: 0.607861, acc.: 61.33%, KL div.: 0.305027] [G loss: 2.077665, KL div.: 2.077665, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7931 [D loss: 0.510930, acc.: 74.61%, KL div.: 0.250378] [G loss: 1.652061, KL div.: 1.652061, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7932 [D loss: 0.588719, acc.: 67.58%, KL div.: 0.309868] [G loss: 1.828428, KL div.: 1.828428, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
7933 [D loss: 0.566351, acc.: 72.66%, KL div.: 0.282980] [G loss: 2.180267, KL div.: 2.180267, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7934 [D loss: 0.537471, acc.: 70.31%, KL div.: 0.274808] [G loss: 1.641976, KL div.: 1.641976, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7935 [D loss: 0.578463, acc.: 71.48%, KL div.: 0.328072] [G loss: 1.843597, KL div.: 1.843597, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7936 [D loss: 0.515469, acc.: 72.66%, KL div.: 0.261378] [G loss: 1.817011, KL div.: 1.817011, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7937 [D loss: 0.550168, acc.: 69.92%, KL div.: 0.267564] [G loss: 1.576023, KL div.: 1.576023, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7938 [D loss: 0.575515, acc.: 65.23%, KL div.: 0.313329] [G loss: 1.887066, KL div.: 1.887066, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7939 [D loss: 0.600912, acc.: 62.11%, KL div.: 0.298409] [G loss: 1.667690, KL div.: 1.667690, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7940 [D loss: 0.535736, acc.: 71.48%, KL div.: 0.272716] [G loss: 1.776557, KL div.: 1.776557, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7941 [D loss: 0.563182, acc.: 69.53%, KL div.: 0.293040] [G loss: 1.805505, KL div.: 1.805505, FID: 0.000000]
4/4 [==============================] - 0s 30ms/step
7942 [D loss: 0.598180, acc.: 69.53%, KL div.: 0.308484] [G loss: 1.691493, KL div.: 1.691493, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7943 [D loss: 0.592806, acc.: 65.23%, KL div.: 0.311242] [G loss: 1.645093, KL div.: 1.645093, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7944 [D loss: 0.566100, acc.: 67.19%, KL div.: 0.296708] [G loss: 1.881074, KL div.: 1.881074, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7945 [D loss: 0.602660, acc.: 64.84%, KL div.: 0.301212] [G loss: 1.465104, KL div.: 1.465104, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7946 [D loss: 0.515830, acc.: 73.44%, KL div.: 0.254423] [G loss: 1.815582, KL div.: 1.815582, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7947 [D loss: 0.551044, acc.: 69.53%, KL div.: 0.331595] [G loss: 1.792587, KL div.: 1.792587, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7948 [D loss: 0.571752, acc.: 68.75%, KL div.: 0.305310] [G loss: 1.811105, KL div.: 1.811105, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7949 [D loss: 0.547196, acc.: 69.53%, KL div.: 0.259239] [G loss: 1.760430, KL div.: 1.760430, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
7950 [D loss: 0.519354, acc.: 74.22%, KL div.: 0.283089] [G loss: 1.707755, KL div.: 1.707755, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7951 [D loss: 0.548582, acc.: 71.88%, KL div.: 0.252221] [G loss: 1.511362, KL div.: 1.511362, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7952 [D loss: 0.531573, acc.: 74.61%, KL div.: 0.307709] [G loss: 2.097646, KL div.: 2.097646, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7953 [D loss: 0.566836, acc.: 69.53%, KL div.: 0.313220] [G loss: 1.763702, KL div.: 1.763702, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7954 [D loss: 0.533668, acc.: 70.31%, KL div.: 0.231296] [G loss: 1.746430, KL div.: 1.746001, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7955 [D loss: 0.598836, acc.: 65.62%, KL div.: 0.320288] [G loss: 1.934342, KL div.: 1.934342, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7956 [D loss: 0.564925, acc.: 68.75%, KL div.: 0.300735] [G loss: 1.723714, KL div.: 1.723714, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7957 [D loss: 0.605466, acc.: 66.41%, KL div.: 0.312373] [G loss: 1.819782, KL div.: 1.819782, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7958 [D loss: 0.597780, acc.: 65.62%, KL div.: 0.269252] [G loss: 1.654000, KL div.: 1.654000, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7959 [D loss: 0.558173, acc.: 67.97%, KL div.: 0.299825] [G loss: 2.383615, KL div.: 2.383615, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7960 [D loss: 0.620529, acc.: 59.38%, KL div.: 0.301415] [G loss: 1.418826, KL div.: 1.418826, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7961 [D loss: 0.576723, acc.: 67.58%, KL div.: 0.319541] [G loss: 1.759904, KL div.: 1.759904, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7962 [D loss: 0.548329, acc.: 68.75%, KL div.: 0.276054] [G loss: 1.718867, KL div.: 1.718867, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7963 [D loss: 0.607458, acc.: 64.45%, KL div.: 0.315229] [G loss: 1.635395, KL div.: 1.635395, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7964 [D loss: 0.587957, acc.: 66.80%, KL div.: 0.293073] [G loss: 1.710719, KL div.: 1.710719, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7965 [D loss: 0.585926, acc.: 66.80%, KL div.: 0.299893] [G loss: 1.907175, KL div.: 1.907175, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7966 [D loss: 0.524407, acc.: 73.05%, KL div.: 0.266692] [G loss: 1.743177, KL div.: 1.743177, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7967 [D loss: 0.544040, acc.: 71.88%, KL div.: 0.290300] [G loss: 1.776374, KL div.: 1.776374, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7968 [D loss: 0.514224, acc.: 73.44%, KL div.: 0.253652] [G loss: 2.042385, KL div.: 2.042385, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7969 [D loss: 0.554391, acc.: 70.31%, KL div.: 0.301350] [G loss: 1.692436, KL div.: 1.692436, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7970 [D loss: 0.588402, acc.: 68.36%, KL div.: 0.311131] [G loss: 1.795755, KL div.: 1.795755, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7971 [D loss: 0.566487, acc.: 66.41%, KL div.: 0.304102] [G loss: 1.742084, KL div.: 1.742084, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7972 [D loss: 0.557055, acc.: 68.75%, KL div.: 0.283057] [G loss: 1.880380, KL div.: 1.880380, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7973 [D loss: 0.547621, acc.: 69.53%, KL div.: 0.249519] [G loss: 1.689615, KL div.: 1.689615, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7974 [D loss: 0.589854, acc.: 67.58%, KL div.: 0.312769] [G loss: 1.935884, KL div.: 1.935884, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7975 [D loss: 0.570092, acc.: 67.97%, KL div.: 0.317896] [G loss: 1.988513, KL div.: 1.988513, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7976 [D loss: 0.607729, acc.: 64.84%, KL div.: 0.256651] [G loss: 1.455990, KL div.: 1.455990, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7977 [D loss: 0.500075, acc.: 71.09%, KL div.: 0.246415] [G loss: 1.918025, KL div.: 1.918025, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7978 [D loss: 0.598353, acc.: 66.80%, KL div.: 0.365522] [G loss: 1.690171, KL div.: 1.690170, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7979 [D loss: 0.589818, acc.: 66.80%, KL div.: 0.289081] [G loss: 1.884754, KL div.: 1.884754, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7980 [D loss: 0.556413, acc.: 69.92%, KL div.: 0.272707] [G loss: 1.966107, KL div.: 1.966107, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7981 [D loss: 0.603741, acc.: 66.80%, KL div.: 0.344020] [G loss: 1.952573, KL div.: 1.952573, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
7982 [D loss: 0.528024, acc.: 75.78%, KL div.: 0.234532] [G loss: 1.711881, KL div.: 1.711881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7983 [D loss: 0.552022, acc.: 69.53%, KL div.: 0.287243] [G loss: 1.962744, KL div.: 1.962744, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7984 [D loss: 0.561976, acc.: 68.75%, KL div.: 0.280013] [G loss: 1.884806, KL div.: 1.884806, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
7985 [D loss: 0.592110, acc.: 64.45%, KL div.: 0.317348] [G loss: 1.579943, KL div.: 1.579943, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7986 [D loss: 0.586217, acc.: 67.58%, KL div.: 0.290093] [G loss: 1.753835, KL div.: 1.753835, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
7987 [D loss: 0.555648, acc.: 69.92%, KL div.: 0.289055] [G loss: 1.918476, KL div.: 1.918476, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7988 [D loss: 0.595427, acc.: 68.36%, KL div.: 0.270212] [G loss: 1.728987, KL div.: 1.728987, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
7989 [D loss: 0.490072, acc.: 76.17%, KL div.: 0.251982] [G loss: 1.677469, KL div.: 1.677469, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7990 [D loss: 0.528073, acc.: 71.48%, KL div.: 0.285251] [G loss: 2.059303, KL div.: 2.059303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7991 [D loss: 0.522228, acc.: 75.39%, KL div.: 0.283280] [G loss: 1.812681, KL div.: 1.812681, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7992 [D loss: 0.616303, acc.: 64.84%, KL div.: 0.318247] [G loss: 2.012953, KL div.: 2.012953, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7993 [D loss: 0.517423, acc.: 72.66%, KL div.: 0.268337] [G loss: 1.944721, KL div.: 1.944721, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7994 [D loss: 0.584459, acc.: 67.19%, KL div.: 0.305072] [G loss: 1.423059, KL div.: 1.423059, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
7995 [D loss: 0.563959, acc.: 68.36%, KL div.: 0.306998] [G loss: 2.055768, KL div.: 2.055768, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7996 [D loss: 0.533212, acc.: 70.70%, KL div.: 0.270329] [G loss: 1.568812, KL div.: 1.568812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7997 [D loss: 0.532857, acc.: 71.48%, KL div.: 0.283893] [G loss: 1.975897, KL div.: 1.975897, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7998 [D loss: 0.549050, acc.: 67.58%, KL div.: 0.275173] [G loss: 1.805677, KL div.: 1.805677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
7999 [D loss: 0.582481, acc.: 64.45%, KL div.: 0.276856] [G loss: 1.462930, KL div.: 1.462930, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 1s 65ms/step
8000 [D loss: 0.554743, acc.: 68.75%, KL div.: 0.310349] [G loss: 1.956654, KL div.: 1.956654, FID: 38.668061]
1/1 [==============================] - 0s 22ms/step

Final metrics:
Final D loss: 0.5547432154417038
Final G loss: 1.9566539525985718
Final D accuracy: 68.75%
Final D KL Divergence: 0.3103490705332206
Final G KL Divergence: 1.9566538333892822
Final FID: 38.66806140917757

---

D loss (Discriminator Loss):

• At 0.5547, this value suggests the discriminator is still learning but has some room for improvement. A lower value generally indicates the discriminator is distinguishing between real and generated images better.

G loss (Generator Loss):

• At 1.9567, this is relatively high. The generator might need more tuning to produce images that the discriminator finds more convincing.

D accuracy:

• At 68.75%, this indicates the discriminator is correctly classifying real vs. generated images about 69% of the time. This is a decent start, but you might aim to increase this accuracy further.

D KL Divergence:

• At 0.3103, this measures the divergence between the true distribution of real images and the distribution the discriminator is learning to classify. Lower values are better, but the context of the divergence depends on the distribution and training dynamics.

G KL Divergence:

• At 1.9567, this value reflects the divergence between the generator's output and the target distribution. The higher value suggests that there is still a noticeable difference between generated and target images.

FID (Fréchet Inception Distance):

• At 38.67, this measures the similarity between generated images and real images. Lower FID scores are better, indicating that the generated images are closer to the real images in terms of quality and diversity. Your FID score suggests there’s room for improvement in image quality.

Summary:

These metrics suggest that while the discriminator is performing well, the generator is still facing challenges. The high generator loss and FID score suggest that the quality and diversity of the generated images could be improved.

---

Visually inspect the images

# Create GIF after training
create_gif('generated_CGAN', 'generated_CGAN_progression.gif')

# Path to the GIF file
gif_path = 'generated_CGAN_progression.gif'

# Display the GIF
display(Image(filename=gif_path))

C:\Users\caleb\AppData\Local\Temp\ipykernel_24636\38160720.py:13: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.
  frames.append(imageio.imread(img_path))

GIF saved at generated_CGAN_progression.gif

<IPython.core.display.Image object>

---

If GIF does not work you can view it in the folder with the name of the GIF file above.

---

Model Improvement

---

Label Smoothing (Improving Discriminator)

What is this:

• Label smoothing is a regularization technique used in machine learning to improve the training of Generative Adversarial Networks (GANs). It involves modifying the target labels to be less certain, which can help models generalize better and reduce overfitting.

How it works:

• Instead of using hard labels (e.g., 1 for true class and 0 for false classes), label smoothing modifies the target labels to be softer. For instance, instead of having a label of 1 for the true class and 0 for others, label smoothing might use 0.9 for the true class and 0.1 (or lower) for the others.

Why did we use this:

• Prevent Overfitting:
  • Helps the discriminator generalize better by not overfitting to the real examples.

• Balanced Training:

  • Keeps the discriminator's predictions less certain, which can lead to a more balanced and stable adversarial training process.

• Improving Generalization:

  • For character recognition models, label smoothing can help improve generalization by preventing the model from becoming too confident in its predictions. This is useful for reducing overfitting, especially when working with a complex dataset like EMNIST.

• Enhancing GAN Training:

  • GANs for generating handwritten characters from the EMNIST dataset, label smoothing can improve the stability and quality of the generated images by preventing the discriminator from overpowering the generator.

In this case, we did label smoothing to be applied to the discriminator to prevent it from becoming too confident and to improve the stability of the training process. This helps to prevent overfitting and helps the discriminator generalize better by not overfitting to the real examples. It also balances training, keepsing the discriminator's predictions less certain, which can lead to a more balanced and stable adversarial training process.

---

Feature Matching (Improving Generator)

What is this:

• Feature Matching is a technique used in GANs (Generative Adversarial Networks) to stabilize the training process and improve the quality of generated samples. It helps in addressing some of the training challenges by modifying the loss function used for training the generator.

• Instead of just minimizing the discrepancy between the generated images and the real images in terms of pixel-wise differences or probabilities, feature matching focuses on matching the statistical features (e.g., activations) extracted by the discriminator from real and generated images.

How it works:

• Feature Extraction:
  • The discriminator network is used to extract intermediate features (activation maps) from both real and generated images.
• Feature Matching Loss:
  • The generator is trained to minimize the difference between the feature statistics of the generated images and those of the real images. This is done by comparing the mean and variance of features extracted from both types of images.
• Loss Function:
  • The generator loss is defined based on the difference between the statistics (e.g., mean and variance) of features for real and generated images, rather than just using the discriminator's binary classification output.

Why did we use this:

• Stabilizing Training:
  • EMNIST, with its complexity and variety of characters, can benefit from the stability that feature matching provides, especially if you encounter issues like mode collapse.
• Improving Sample Quality:
  • Feature matching can improve the quality of generated handwritten characters by ensuring that the generated samples closely match the feature distributions of real characters.
• Handling Variations:
  • Since EMNIST includes a diverse range of handwritten characters, feature matching can help the generator produce more diverse and realistic samples by focusing on feature-level consistency.

In this case, we did feature matching to be applied to the generator to prevent it from modifies the generator’s loss function to focus on matching the feature statistics extracted by the discriminator, rather than just minimizing the adversarial loss. This helped the stability of GAN training and the quality of generated samples.

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Spectral Normalization (Improving both generator and discriminator)

What is this:

• Spectral Normalization is a technique used in the training of Generative Adversarial Networks (GANs) to stabilize the training process by controlling the spectral norm (or largest singular value) of weight matrices in the network.

• Addresses issues related to the training of GANs, such as instability and mode collapse, by ensuring that the network does not become too powerful.

How it works:

• Compute the Spectral Norm:

  • The spectral norm is computed using techniques like power iteration to approximate the largest singular value of the weight matrix.

• Normalize the Weights:

  • Divide the weight matrix by its spectral norm to ensure that the norm of the weights is controlled.

• Apply it during Training:

  • Spectral normalization is applied to weight matrices in layers like convolutional layers and fully connected layers, helping to stabilize the training of the discriminator and the generator in GANs.

Why did we use this:

1. Stabilizing Training

• Discriminator: Handwritten characters can be complex and diverse. Spectral normalization helps prevent the discriminator from becoming too powerful, which can lead to more stable training dynamics. This is crucial for ensuring that the discriminator does not overpower the generator, allowing for more effective learning.

• Generator: By stabilizing the discriminator, spectral normalization indirectly benefits the generator by providing more stable gradients. This helps in reducing issues like mode collapse, where the generator produces limited variations of characters.

1. Improving Quality of Generated Samples

• Discriminator: With a stable discriminator, the feedback it provides to the generator becomes more reliable. This leads to improved quality of generated handwritten characters, as the generator receives better signals on how to improve its outputs.
• Generator: Spectral normalization helps the generator produce more realistic and varied characters by ensuring that the generator’s network does not have excessively large weights, which can lead to better generalization and diversity in generated samples.

In this case, we did Spectral Normalization to help in stabilizing the training of GANs and improving the quality of generated samples. For discriminator, we applied spectral normalization to convolutional and fully connected layers in the discriminator to control its capacity and ensure it does not become overly powerful. For generator, we applied spectral normalization to the generator’s layers (e.g., convolutional layers) to ensure that the generator's outputs are well-behaved and to stabilize training dynamics.

---

Spectral Normalization & Feature Matched & Label Smoothed DCGAN Model

class SpectralNormalization(tf.keras.layers.Wrapper):
    def __init__(self, layer, power_iterations=1, **kwargs):
        super(SpectralNormalization, self).__init__(layer, **kwargs)
        self.power_iterations = power_iterations

    def build(self, input_shape):
        self.layer.build(input_shape)
        self.w = self.layer.kernel
        self.u = self.add_weight(shape=(1, self.w.shape[-1]), initializer=tf.initializers.TruncatedNormal(stddev=0.02), trainable=False, name='sn_u')

    def call(self, inputs, training=None):
        self._compute_weights(training)
        output = self.layer(inputs)
        return output

    def _compute_weights(self, training):
        w_shape = self.w.shape.as_list()
        w = tf.reshape(self.w, [-1, w_shape[-1]])

        u_hat = self.u
        v_hat = None
        for _ in range(self.power_iterations):
            v_hat = tf.nn.l2_normalize(tf.matmul(u_hat, tf.transpose(w)))
            u_hat = tf.nn.l2_normalize(tf.matmul(v_hat, w))

        sigma = tf.matmul(tf.matmul(v_hat, w), tf.transpose(u_hat))
        self.u.assign(u_hat)
        self.layer.kernel.assign(self.w / sigma)

class SN_FM_LS_DCGAN:
    def __init__(self, rows, cols, channels, z=100, smooth=0.1):
        self.img_rows = rows
        self.img_cols = cols
        self.channels = channels
        self.img_shape = (self.img_rows, self.img_cols, self.channels)
        self.latent_dim = z
        self.smooth = smooth  # Smoothing factor

        optimizer = Adam(learning_rate=0.0002, beta_1=0.5)

        self.discriminator = self.build_discriminator()
        self.discriminator.compile(loss='binary_crossentropy', optimizer=optimizer, metrics=['accuracy', self.kl_divergence])

        self.generator = self.build_generator()

        z = Input(shape=(self.latent_dim,))
        img = self.generator(z)

        self.discriminator.trainable = False
        valid, intermediate_output = self.discriminator(img)

        self.combined = Model(z, [valid, intermediate_output])
        self.combined.compile(loss=['binary_crossentropy', self.feature_matching_loss], optimizer=optimizer, metrics=[self.kl_divergence])

    def feature_matching_loss(self, y_true, y_pred):
        return K.mean(K.square(y_true - y_pred))

    def build_generator(self):
        model = Sequential(name='Generator')
        model.add(Dense(128 * 7 * 7, activation="relu", input_dim=self.latent_dim))
        model.add(Reshape((7, 7, 128)))
        model.add(Conv2DTranspose(128, (4,4), strides=(2,2), padding='same'))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Conv2DTranspose(128, (4,4), strides=(2,2), padding='same'))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Conv2D(self.channels, kernel_size=7, padding="same", activation='sigmoid'))

        model.summary()

        noise = Input(shape=(self.latent_dim,))
        img = model(noise)
        return Model(noise, img)

    def build_discriminator(self):
        img = Input(shape=self.img_shape)

        x = SpectralNormalization(Conv2D(128, kernel_size=3, strides=2, input_shape=self.img_shape, padding="same"))(img)
        x = LeakyReLU(alpha=0.2)(x)
        x = Dropout(0.4)(x)
        x = SpectralNormalization(Conv2D(128, kernel_size=3, strides=2, padding="same"))(x)
        x = LeakyReLU(alpha=0.2)(x)
        x = Dropout(0.4)(x)
        
        intermediate_output = Flatten()(x)
        
        validity = SpectralNormalization(Dense(1, activation='sigmoid'))(intermediate_output)

        model = Model(img, [validity, intermediate_output])
        model.summary()

        return model

    def kl_divergence(self, y_true, y_pred):
        y_true = K.clip(y_true, K.epsilon(), 1)
        y_pred = K.clip(y_pred, K.epsilon(), 1)
        return K.sum(y_true * K.log(y_true / y_pred), axis=-1)

    def calculate_fid(self, real_images, generated_images):
        real_images_resized = np.array([resize(img, (75, 75, img.shape[2]), anti_aliasing=True) for img in real_images])
        generated_images_resized = np.array([resize(img, (75, 75, img.shape[2]), anti_aliasing=True) for img in generated_images])

        if real_images_resized.shape[-1] == 1:
            real_images_rgb = np.repeat(real_images_resized, 3, axis=-1)
            generated_images_rgb = np.repeat(generated_images_resized, 3, axis=-1)
        else:
            real_images_rgb = real_images_resized
            generated_images_rgb = generated_images_resized

        model = InceptionV3(include_top=False, pooling='avg', input_shape=(75, 75, 3))
        
        real_images_rgb = preprocess_input(real_images_rgb)
        generated_images_rgb = preprocess_input(generated_images_rgb)
        
        real_activations = model.predict(real_images_rgb)
        generated_activations = model.predict(generated_images_rgb)

        mu_real, sigma_real = real_activations.mean(axis=0), np.cov(real_activations, rowvar=False)
        mu_gen, sigma_gen = generated_activations.mean(axis=0), np.cov(generated_activations, rowvar=False)

        ssdiff = np.sum((mu_real - mu_gen) ** 2.0)
        sqrt_sigma = sqrtm(sigma_real.dot(sigma_gen))
        if np.iscomplexobj(sqrt_sigma):
            sqrt_sigma = sqrt_sigma.real
        fid = ssdiff + np.trace(sigma_real + sigma_gen - 2.0 * sqrt_sigma)

        return fid

    def train(self, balanced_X, epochs, batch_size=128, save_interval=50):
        X_train = balanced_X
        X_train = X_train.reshape(-1, self.img_rows, self.img_cols, self.channels)

        valid = np.ones((batch_size, 1))
        fake = np.zeros((batch_size, 1))
        smooth_valid = np.ones((batch_size, 1)) * (1 - self.smooth) + self.smooth
        smooth_fake = np.zeros((batch_size, 1)) + self.smooth

        d_losses = []
        g_losses = []
        d_accuracies = []
        kl_divergences_d = []
        kl_divergences_g = []
        fid_scores = []

        best_fid = float('inf')

        for epoch in range(epochs):
            idx = np.random.randint(0, X_train.shape[0], batch_size)
            imgs = X_train[idx]

            noise = np.random.normal(0, 1, (batch_size, self.latent_dim))
            gen_imgs = self.generator.predict(noise)

            real_features = self.discriminator.predict(imgs)[1]
            fake_features = self.discriminator.predict(gen_imgs)[1]

            d_loss_real = self.discriminator.train_on_batch(imgs, [smooth_valid, real_features])
            d_loss_fake = self.discriminator.train_on_batch(gen_imgs, [smooth_fake, fake_features])
            d_loss = 0.5 * np.add(d_loss_real[0], d_loss_fake[0])

            g_loss = self.combined.train_on_batch(noise, [valid, real_features])

            if epoch % save_interval == 0:
                fid_score = self.calculate_fid(imgs, gen_imgs)
                fid_scores.append(fid_score)
                if fid_score < best_fid:
                    best_fid = fid_score
                    self.generator.save_weights('best_DCGAN_generator_weights.h5')

            print("%d [D loss: %f, acc.: %.2f%%, KL div.: %f] [G loss: %f, KL div.: %f, FID: %f]" % (
                epoch, d_loss, 100 * d_loss_real[1], d_loss_real[2], g_loss[0], g_loss[1], fid_score if epoch % save_interval == 0 else 0))

            if epoch % save_interval == 0:
                self.save_imgs(epoch)
                d_losses.append(d_loss)
                g_losses.append(g_loss[0])
                d_accuracies.append(100 * d_loss_real[1])
                kl_divergences_d.append(d_loss_real[2])
                kl_divergences_g.append(g_loss[1])

        self.print_final_metrics(d_losses, g_losses, d_accuracies, kl_divergences_d, kl_divergences_g, fid_scores)
        self.plot_losses(d_losses, g_losses, save_interval)
        self.plot_accuracy(d_accuracies, save_interval)
        self.plot_kl_divergence(kl_divergences_d, kl_divergences_g, save_interval)
        self.plot_fid(fid_scores, save_interval)

    def save_imgs(self, epoch):
        r, c = 5, 5
        noise = np.random.normal(0, 1, (r * c, self.latent_dim))
        gen_imgs = self.generator.predict(noise)

        gen_imgs_resized = np.array([resize(img, (75, 75, img.shape[2]), anti_aliasing=True) for img in gen_imgs])

        fig, axs = plt.subplots(r, c)
        cnt = 0
        for i in range(r):
            for j in range(c):
                axs[i, j].imshow(gen_imgs_resized[cnt, :, :, 0], cmap='gray')
                axs[i, j].axis('off')
                cnt += 1
        os.makedirs('generated_SN_FM_LS_DCGAN', exist_ok=True)
        fig.savefig("generated_SN_FM_LS_DCGAN/SN_FM_LS_DCGAN_mnist_{:d}.png".format(epoch))
        plt.close()

    def print_final_metrics(self, d_losses, g_losses, d_accuracies, kl_divergences_d, kl_divergences_g, fid_scores):
        print("Final D loss: {:.6f}".format(np.mean(d_losses)))
        print("Final G loss: {:.6f}".format(np.mean(g_losses)))
        print("Final D accuracy: {:.6f}%".format(np.mean(d_accuracies)))
        print("Final D KL Divergence: {:.6f}".format(np.mean(kl_divergences_d)))
        print("Final G KL Divergence: {:.6f}".format(np.mean(kl_divergences_g)))
        print("Final FID: {:.6f}".format(np.mean(fid_scores)))

    def plot_losses(self, d_losses, g_losses, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(d_losses) * save_interval, save_interval), d_losses, label="Discriminator Loss")
        plt.plot(range(0, len(g_losses) * save_interval, save_interval), g_losses, label="Generator Loss")
        plt.title("Losses")
        plt.xlabel("Epoch")
        plt.ylabel("Loss")
        plt.legend()
        plt.show()

    def plot_accuracy(self, d_accuracies, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(d_accuracies) * save_interval, save_interval), d_accuracies, label="Discriminator Accuracy")
        plt.title("Discriminator Accuracy")
        plt.xlabel("Epoch")
        plt.ylabel("Accuracy")
        plt.legend()
        plt.show()

    def plot_kl_divergence(self, kl_divergences_d, kl_divergences_g, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(kl_divergences_d) * save_interval, save_interval), kl_divergences_d, label="Discriminator KL Divergence")
        plt.plot(range(0, len(kl_divergences_g) * save_interval, save_interval), kl_divergences_g, label="Generator KL Divergence")
        plt.title("KL Divergence")
        plt.xlabel("Epoch")
        plt.ylabel("KL Divergence")
        plt.legend()
        plt.show()

    def plot_fid(self, fid_scores, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(fid_scores) * save_interval, save_interval), fid_scores, label="FID Score")
        plt.title("FID Score")
        plt.xlabel("Epoch")
        plt.ylabel("FID Score")
        plt.legend()
        plt.show()

Running the Spectral Normalization & Feature Matched & Label Smoothed DCGAN Model

# Instantiate and train the DCGAN model
SN_FM_LS_DCGAN = SN_FM_LS_DCGAN(28, 28, 1)
SN_FM_LS_DCGAN.train(balanced_X, epochs=8001, batch_size=128, save_interval=100)

Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 28, 28, 1)]       0         
                                                                 
 spectral_normalization (Spe  (None, 14, 14, 128)      1408      
 ctralNormalization)                                             
                                                                 
 leaky_re_lu (LeakyReLU)     (None, 14, 14, 128)       0         
                                                                 
 dropout (Dropout)           (None, 14, 14, 128)       0         
                                                                 
 spectral_normalization_1 (S  (None, 7, 7, 128)        147712    
 pectralNormalization)                                           
                                                                 
 leaky_re_lu_1 (LeakyReLU)   (None, 7, 7, 128)         0         
                                                                 
 dropout_1 (Dropout)         (None, 7, 7, 128)         0         
                                                                 
 flatten (Flatten)           (None, 6272)              0         
                                                                 
 spectral_normalization_2 (S  (None, 1)                6274      
 pectralNormalization)                                           
                                                                 
=================================================================
Total params: 155,394
Trainable params: 155,137
Non-trainable params: 257
_________________________________________________________________
Model: "Generator"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense_1 (Dense)             (None, 6272)              633472    
                                                                 
 reshape (Reshape)           (None, 7, 7, 128)         0         
                                                                 
 conv2d_transpose (Conv2DTra  (None, 14, 14, 128)      262272    
 nspose)                                                         
                                                                 
 leaky_re_lu_2 (LeakyReLU)   (None, 14, 14, 128)       0         
                                                                 
 conv2d_transpose_1 (Conv2DT  (None, 28, 28, 128)      262272    
 ranspose)                                                       
                                                                 
 leaky_re_lu_3 (LeakyReLU)   (None, 28, 28, 128)       0         
                                                                 
 conv2d_2 (Conv2D)           (None, 28, 28, 1)         6273      
                                                                 
=================================================================
Total params: 1,164,289
Trainable params: 1,164,289
Non-trainable params: 0
_________________________________________________________________
4/4 [==============================] - 4s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 2s 16ms/step
4/4 [==============================] - 0s 15ms/step
0 [D loss: 0.818133, acc.: 68.38%, KL div.: 0.088564] [G loss: 0.692864, KL div.: 0.688981, FID: 318.297488]
1/1 [==============================] - 0s 444ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1 [D loss: 0.790909, acc.: 66.50%, KL div.: 0.080202] [G loss: 0.728705, KL div.: 0.724807, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2 [D loss: 0.781344, acc.: 66.27%, KL div.: 0.083493] [G loss: 0.765711, KL div.: 0.761458, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
3 [D loss: 0.771289, acc.: 65.76%, KL div.: 0.086237] [G loss: 0.809573, KL div.: 0.804808, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 7ms/step
4 [D loss: 0.768259, acc.: 65.53%, KL div.: 0.094805] [G loss: 0.850706, KL div.: 0.845391, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 6ms/step
5 [D loss: 0.768158, acc.: 65.40%, KL div.: 0.105753] [G loss: 0.894227, KL div.: 0.888493, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
6 [D loss: 0.764916, acc.: 63.96%, KL div.: 0.120600] [G loss: 0.931061, KL div.: 0.925265, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
7 [D loss: 0.762062, acc.: 63.45%, KL div.: 0.132938] [G loss: 0.935942, KL div.: 0.930857, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
8 [D loss: 0.745818, acc.: 61.19%, KL div.: 0.150913] [G loss: 0.909141, KL div.: 0.905218, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
9 [D loss: 0.726878, acc.: 58.68%, KL div.: 0.165447] [G loss: 0.848568, KL div.: 0.845103, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
10 [D loss: 0.722115, acc.: 56.59%, KL div.: 0.188180] [G loss: 0.781922, KL div.: 0.777848, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
11 [D loss: 0.706916, acc.: 51.06%, KL div.: 0.203668] [G loss: 0.734676, KL div.: 0.729891, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
12 [D loss: 0.699168, acc.: 46.25%, KL div.: 0.222756] [G loss: 0.707649, KL div.: 0.702224, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
13 [D loss: 0.688271, acc.: 39.35%, KL div.: 0.263548] [G loss: 0.698396, KL div.: 0.691501, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
14 [D loss: 0.686377, acc.: 39.52%, KL div.: 0.257481] [G loss: 0.694347, KL div.: 0.688041, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
15 [D loss: 0.668397, acc.: 33.81%, KL div.: 0.280514] [G loss: 0.695175, KL div.: 0.688146, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 574us/step
16 [D loss: 0.653970, acc.: 29.11%, KL div.: 0.302262] [G loss: 0.697617, KL div.: 0.689825, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
17 [D loss: 0.645016, acc.: 27.29%, KL div.: 0.307156] [G loss: 0.699772, KL div.: 0.691892, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
18 [D loss: 0.633100, acc.: 24.26%, KL div.: 0.317315] [G loss: 0.702229, KL div.: 0.693966, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 246us/step
4/4 [==============================] - 0s 0s/step
19 [D loss: 0.620221, acc.: 22.29%, KL div.: 0.314741] [G loss: 0.704613, KL div.: 0.696296, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
20 [D loss: 0.618723, acc.: 19.07%, KL div.: 0.346423] [G loss: 0.707935, KL div.: 0.698342, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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21 [D loss: 0.610202, acc.: 17.23%, KL div.: 0.349910] [G loss: 0.710326, KL div.: 0.700683, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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22 [D loss: 0.604178, acc.: 15.55%, KL div.: 0.356342] [G loss: 0.712765, KL div.: 0.702866, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
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23 [D loss: 0.605682, acc.: 13.54%, KL div.: 0.380796] [G loss: 0.716372, KL div.: 0.705467, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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24 [D loss: 0.599607, acc.: 14.28%, KL div.: 0.362845] [G loss: 0.718784, KL div.: 0.708505, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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25 [D loss: 0.598367, acc.: 12.27%, KL div.: 0.381814] [G loss: 0.723115, KL div.: 0.712196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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26 [D loss: 0.595338, acc.: 11.37%, KL div.: 0.386937] [G loss: 0.727878, KL div.: 0.716730, FID: 0.000000]
4/4 [==============================] - 0s 230us/step
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27 [D loss: 0.592260, acc.: 11.87%, KL div.: 0.377902] [G loss: 0.732205, KL div.: 0.721737, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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28 [D loss: 0.591162, acc.: 10.06%, KL div.: 0.396757] [G loss: 0.739326, KL div.: 0.728083, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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29 [D loss: 0.585824, acc.: 10.72%, KL div.: 0.382856] [G loss: 0.746163, KL div.: 0.735635, FID: 0.000000]
4/4 [==============================] - 0s 302us/step
4/4 [==============================] - 0s 0s/step
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30 [D loss: 0.583533, acc.: 9.34%, KL div.: 0.396426] [G loss: 0.757388, KL div.: 0.745768, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
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31 [D loss: 0.578592, acc.: 9.38%, KL div.: 0.390963] [G loss: 0.767310, KL div.: 0.756307, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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32 [D loss: 0.571433, acc.: 10.49%, KL div.: 0.371445] [G loss: 0.777913, KL div.: 0.767643, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
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33 [D loss: 0.564991, acc.: 10.77%, KL div.: 0.361307] [G loss: 0.791230, KL div.: 0.781488, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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34 [D loss: 0.556668, acc.: 9.41%, KL div.: 0.365285] [G loss: 0.807541, KL div.: 0.797576, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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35 [D loss: 0.554838, acc.: 9.34%, KL div.: 0.370093] [G loss: 0.824228, KL div.: 0.814192, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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36 [D loss: 0.548187, acc.: 10.42%, KL div.: 0.353880] [G loss: 0.842451, KL div.: 0.833350, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 2ms/step
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37 [D loss: 0.548139, acc.: 8.08%, KL div.: 0.386387] [G loss: 0.864319, KL div.: 0.853655, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 0s/step
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38 [D loss: 0.535836, acc.: 10.24%, KL div.: 0.348742] [G loss: 0.884310, KL div.: 0.875154, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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39 [D loss: 0.531990, acc.: 8.96%, KL div.: 0.363680] [G loss: 0.907530, KL div.: 0.897659, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
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40 [D loss: 0.527831, acc.: 9.31%, KL div.: 0.359798] [G loss: 0.930171, KL div.: 0.920515, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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41 [D loss: 0.517599, acc.: 9.79%, KL div.: 0.344697] [G loss: 0.950457, KL div.: 0.941027, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
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42 [D loss: 0.515269, acc.: 9.94%, KL div.: 0.346176] [G loss: 0.973334, KL div.: 0.964341, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
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43 [D loss: 0.506759, acc.: 9.64%, KL div.: 0.339849] [G loss: 0.992261, KL div.: 0.983520, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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44 [D loss: 0.504521, acc.: 9.90%, KL div.: 0.340976] [G loss: 1.016156, KL div.: 1.007073, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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45 [D loss: 0.501415, acc.: 10.39%, KL div.: 0.336210] [G loss: 1.036437, KL div.: 1.027693, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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46 [D loss: 0.500934, acc.: 9.53%, KL div.: 0.350527] [G loss: 1.056341, KL div.: 1.047163, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
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47 [D loss: 0.497850, acc.: 9.39%, KL div.: 0.352164] [G loss: 1.080902, KL div.: 1.071479, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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48 [D loss: 0.490024, acc.: 8.99%, KL div.: 0.346289] [G loss: 1.098562, KL div.: 1.089181, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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49 [D loss: 0.486075, acc.: 8.55%, KL div.: 0.349950] [G loss: 1.120374, KL div.: 1.110895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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50 [D loss: 0.479438, acc.: 8.52%, KL div.: 0.342054] [G loss: 1.140990, KL div.: 1.131752, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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51 [D loss: 0.477864, acc.: 9.48%, KL div.: 0.334441] [G loss: 1.159784, KL div.: 1.151101, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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52 [D loss: 0.477218, acc.: 8.46%, KL div.: 0.348263] [G loss: 1.178651, KL div.: 1.169024, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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53 [D loss: 0.474031, acc.: 9.26%, KL div.: 0.339082] [G loss: 1.194760, KL div.: 1.185680, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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54 [D loss: 0.470441, acc.: 8.24%, KL div.: 0.345237] [G loss: 1.209204, KL div.: 1.199576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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55 [D loss: 0.467073, acc.: 7.19%, KL div.: 0.353996] [G loss: 1.234679, KL div.: 1.224683, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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56 [D loss: 0.471103, acc.: 10.36%, KL div.: 0.333915] [G loss: 1.241772, KL div.: 1.232677, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 349us/step
57 [D loss: 0.469983, acc.: 9.46%, KL div.: 0.342688] [G loss: 1.253548, KL div.: 1.244127, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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58 [D loss: 0.467071, acc.: 8.27%, KL div.: 0.352090] [G loss: 1.268201, KL div.: 1.258254, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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59 [D loss: 0.467150, acc.: 7.78%, KL div.: 0.360765] [G loss: 1.284595, KL div.: 1.274246, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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60 [D loss: 0.463484, acc.: 6.99%, KL div.: 0.363376] [G loss: 1.303980, KL div.: 1.293358, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
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61 [D loss: 0.461346, acc.: 7.74%, KL div.: 0.351360] [G loss: 1.303873, KL div.: 1.294001, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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62 [D loss: 0.468513, acc.: 7.58%, KL div.: 0.352679] [G loss: 1.271298, KL div.: 1.261412, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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63 [D loss: 0.639888, acc.: 7.14%, KL div.: 0.361330] [G loss: 0.843352, KL div.: 0.834114, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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64 [D loss: 2.201942, acc.: 9.11%, KL div.: 0.351081] [G loss: 0.104223, KL div.: 0.095634, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
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65 [D loss: 1.878792, acc.: 26.95%, KL div.: 0.275630] [G loss: 0.558880, KL div.: 0.550895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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66 [D loss: 1.195538, acc.: 86.99%, KL div.: 0.203910] [G loss: 1.312117, KL div.: 1.300262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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67 [D loss: 1.034788, acc.: 113.96%, KL div.: 0.170693] [G loss: 1.545183, KL div.: 1.528042, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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68 [D loss: 0.969084, acc.: 98.97%, KL div.: 0.181208] [G loss: 1.460980, KL div.: 1.441006, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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69 [D loss: 0.899363, acc.: 78.19%, KL div.: 0.188255] [G loss: 1.410434, KL div.: 1.388662, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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70 [D loss: 0.861623, acc.: 67.12%, KL div.: 0.199218] [G loss: 1.449538, KL div.: 1.426504, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
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71 [D loss: 0.821563, acc.: 56.74%, KL div.: 0.209137] [G loss: 1.495081, KL div.: 1.471508, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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72 [D loss: 0.800234, acc.: 51.70%, KL div.: 0.212238] [G loss: 1.542503, KL div.: 1.518433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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73 [D loss: 0.795915, acc.: 49.53%, KL div.: 0.221294] [G loss: 1.525817, KL div.: 1.502701, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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74 [D loss: 0.779663, acc.: 47.40%, KL div.: 0.219017] [G loss: 1.500344, KL div.: 1.478945, FID: 0.000000]
4/4 [==============================] - 0s 393us/step
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75 [D loss: 0.746079, acc.: 41.35%, KL div.: 0.236487] [G loss: 1.426305, KL div.: 1.408560, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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76 [D loss: 0.725792, acc.: 39.88%, KL div.: 0.245879] [G loss: 1.298632, KL div.: 1.285762, FID: 0.000000]
4/4 [==============================] - 0s 0s/step
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77 [D loss: 0.686577, acc.: 38.61%, KL div.: 0.240945] [G loss: 1.087480, KL div.: 1.079261, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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78 [D loss: 0.659926, acc.: 36.20%, KL div.: 0.250504] [G loss: 0.934080, KL div.: 0.926542, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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79 [D loss: 0.647997, acc.: 33.81%, KL div.: 0.261516] [G loss: 0.826259, KL div.: 0.817826, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
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80 [D loss: 0.624644, acc.: 27.19%, KL div.: 0.285451] [G loss: 0.807174, KL div.: 0.797290, FID: 0.000000]
4/4 [==============================] - 0s 900us/step
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81 [D loss: 0.619989, acc.: 26.34%, KL div.: 0.285134] [G loss: 0.799247, KL div.: 0.789761, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
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82 [D loss: 0.615475, acc.: 23.27%, KL div.: 0.301317] [G loss: 0.788958, KL div.: 0.778946, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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83 [D loss: 0.620744, acc.: 19.91%, KL div.: 0.313695] [G loss: 0.765725, KL div.: 0.755854, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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84 [D loss: 0.671013, acc.: 20.56%, KL div.: 0.308298] [G loss: 0.689511, KL div.: 0.681166, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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85 [D loss: 0.804753, acc.: 19.32%, KL div.: 0.317008] [G loss: 0.540642, KL div.: 0.533355, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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86 [D loss: 0.948302, acc.: 18.35%, KL div.: 0.327570] [G loss: 0.504392, KL div.: 0.495702, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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87 [D loss: 0.955426, acc.: 23.05%, KL div.: 0.312078] [G loss: 0.669648, KL div.: 0.659078, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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88 [D loss: 0.870486, acc.: 27.92%, KL div.: 0.307003] [G loss: 0.876882, KL div.: 0.866246, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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89 [D loss: 0.855726, acc.: 38.97%, KL div.: 0.291206] [G loss: 0.803933, KL div.: 0.795798, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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90 [D loss: 0.862874, acc.: 46.44%, KL div.: 0.284932] [G loss: 0.674206, KL div.: 0.667535, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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91 [D loss: 0.859584, acc.: 47.64%, KL div.: 0.274469] [G loss: 0.614209, KL div.: 0.607966, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
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92 [D loss: 0.861969, acc.: 45.27%, KL div.: 0.276237] [G loss: 0.586533, KL div.: 0.580280, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
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93 [D loss: 0.865113, acc.: 42.55%, KL div.: 0.269184] [G loss: 0.562111, KL div.: 0.556091, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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94 [D loss: 0.906328, acc.: 41.76%, KL div.: 0.271391] [G loss: 0.537937, KL div.: 0.531671, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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95 [D loss: 0.926286, acc.: 41.85%, KL div.: 0.260111] [G loss: 0.552385, KL div.: 0.546323, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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96 [D loss: 0.943796, acc.: 47.29%, KL div.: 0.253706] [G loss: 0.610888, KL div.: 0.604731, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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97 [D loss: 0.932069, acc.: 54.22%, KL div.: 0.242917] [G loss: 0.689617, KL div.: 0.683545, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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98 [D loss: 0.922881, acc.: 59.45%, KL div.: 0.230237] [G loss: 0.743041, KL div.: 0.737329, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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99 [D loss: 0.917427, acc.: 65.42%, KL div.: 0.221317] [G loss: 0.762780, KL div.: 0.757449, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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100 [D loss: 0.914978, acc.: 68.37%, KL div.: 0.213903] [G loss: 0.764538, KL div.: 0.759541, FID: 238.611591]
1/1 [==============================] - 0s 29ms/step
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101 [D loss: 0.901908, acc.: 67.57%, KL div.: 0.207625] [G loss: 0.744906, KL div.: 0.740187, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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102 [D loss: 0.888929, acc.: 65.88%, KL div.: 0.198233] [G loss: 0.728297, KL div.: 0.723985, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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103 [D loss: 0.879498, acc.: 63.86%, KL div.: 0.194971] [G loss: 0.708158, KL div.: 0.704053, FID: 0.000000]
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104 [D loss: 0.870127, acc.: 62.40%, KL div.: 0.192454] [G loss: 0.697533, KL div.: 0.693694, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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105 [D loss: 0.865140, acc.: 61.57%, KL div.: 0.182543] [G loss: 0.687722, KL div.: 0.684030, FID: 0.000000]
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106 [D loss: 0.849711, acc.: 59.79%, KL div.: 0.177174] [G loss: 0.697402, KL div.: 0.693701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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107 [D loss: 0.844121, acc.: 60.22%, KL div.: 0.173728] [G loss: 0.703551, KL div.: 0.699955, FID: 0.000000]
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108 [D loss: 0.838370, acc.: 60.65%, KL div.: 0.168421] [G loss: 0.714517, KL div.: 0.711032, FID: 0.000000]
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109 [D loss: 0.820654, acc.: 59.19%, KL div.: 0.163483] [G loss: 0.730067, KL div.: 0.726680, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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110 [D loss: 0.811643, acc.: 59.34%, KL div.: 0.160091] [G loss: 0.746066, KL div.: 0.742775, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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111 [D loss: 0.798580, acc.: 58.29%, KL div.: 0.158633] [G loss: 0.751599, KL div.: 0.748344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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112 [D loss: 0.799456, acc.: 59.43%, KL div.: 0.157127] [G loss: 0.767789, KL div.: 0.764597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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113 [D loss: 0.791968, acc.: 58.70%, KL div.: 0.156974] [G loss: 0.760354, KL div.: 0.757239, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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114 [D loss: 0.793964, acc.: 57.40%, KL div.: 0.158217] [G loss: 0.748648, KL div.: 0.745565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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115 [D loss: 0.788528, acc.: 56.58%, KL div.: 0.154092] [G loss: 0.739320, KL div.: 0.736331, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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116 [D loss: 0.790270, acc.: 55.45%, KL div.: 0.154783] [G loss: 0.725761, KL div.: 0.722796, FID: 0.000000]
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117 [D loss: 0.789862, acc.: 55.21%, KL div.: 0.149692] [G loss: 0.719482, KL div.: 0.716649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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118 [D loss: 0.795840, acc.: 56.70%, KL div.: 0.148162] [G loss: 0.714682, KL div.: 0.711955, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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119 [D loss: 0.798877, acc.: 57.16%, KL div.: 0.149635] [G loss: 0.708643, KL div.: 0.705969, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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120 [D loss: 0.794608, acc.: 57.16%, KL div.: 0.147089] [G loss: 0.698370, KL div.: 0.695766, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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121 [D loss: 0.785656, acc.: 55.90%, KL div.: 0.147471] [G loss: 0.696122, KL div.: 0.693620, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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122 [D loss: 0.785454, acc.: 54.40%, KL div.: 0.148039] [G loss: 0.676436, KL div.: 0.674050, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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123 [D loss: 0.780908, acc.: 52.40%, KL div.: 0.150653] [G loss: 0.656343, KL div.: 0.653901, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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124 [D loss: 0.790349, acc.: 51.74%, KL div.: 0.150761] [G loss: 0.632463, KL div.: 0.629997, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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125 [D loss: 0.786847, acc.: 48.63%, KL div.: 0.152804] [G loss: 0.614177, KL div.: 0.611665, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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126 [D loss: 0.813055, acc.: 46.80%, KL div.: 0.157757] [G loss: 0.583085, KL div.: 0.580171, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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127 [D loss: 0.862312, acc.: 48.15%, KL div.: 0.154667] [G loss: 0.564261, KL div.: 0.560984, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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128 [D loss: 0.892567, acc.: 52.94%, KL div.: 0.149640] [G loss: 0.600399, KL div.: 0.596799, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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129 [D loss: 0.859129, acc.: 57.21%, KL div.: 0.137929] [G loss: 0.683636, KL div.: 0.680290, FID: 0.000000]
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130 [D loss: 0.848078, acc.: 64.17%, KL div.: 0.129772] [G loss: 0.706679, KL div.: 0.703597, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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131 [D loss: 0.848019, acc.: 66.42%, KL div.: 0.122623] [G loss: 0.686836, KL div.: 0.684182, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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132 [D loss: 0.846898, acc.: 65.77%, KL div.: 0.120590] [G loss: 0.651772, KL div.: 0.649401, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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133 [D loss: 0.836892, acc.: 63.19%, KL div.: 0.119753] [G loss: 0.625493, KL div.: 0.623164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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134 [D loss: 0.818164, acc.: 58.23%, KL div.: 0.121757] [G loss: 0.610016, KL div.: 0.607701, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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135 [D loss: 0.790729, acc.: 53.15%, KL div.: 0.124477] [G loss: 0.610202, KL div.: 0.607746, FID: 0.000000]
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136 [D loss: 0.759008, acc.: 47.27%, KL div.: 0.132691] [G loss: 0.620940, KL div.: 0.618200, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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137 [D loss: 0.738183, acc.: 43.25%, KL div.: 0.136705] [G loss: 0.637891, KL div.: 0.635025, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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138 [D loss: 0.713021, acc.: 39.76%, KL div.: 0.145581] [G loss: 0.661161, KL div.: 0.657923, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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139 [D loss: 0.705982, acc.: 37.28%, KL div.: 0.152879] [G loss: 0.674154, KL div.: 0.670488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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140 [D loss: 0.708615, acc.: 36.27%, KL div.: 0.160165] [G loss: 0.689329, KL div.: 0.685176, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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141 [D loss: 0.736174, acc.: 37.26%, KL div.: 0.162193] [G loss: 0.688595, KL div.: 0.683906, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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142 [D loss: 0.771913, acc.: 38.06%, KL div.: 0.165704] [G loss: 0.689673, KL div.: 0.684039, FID: 0.000000]
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143 [D loss: 0.798394, acc.: 42.53%, KL div.: 0.162678] [G loss: 0.772417, KL div.: 0.766004, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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144 [D loss: 0.776825, acc.: 51.58%, KL div.: 0.153316] [G loss: 0.942014, KL div.: 0.935175, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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145 [D loss: 0.771724, acc.: 61.18%, KL div.: 0.146097] [G loss: 1.031799, KL div.: 1.024847, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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146 [D loss: 0.762726, acc.: 65.09%, KL div.: 0.141103] [G loss: 1.061738, KL div.: 1.054721, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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147 [D loss: 0.794496, acc.: 69.25%, KL div.: 0.144267] [G loss: 0.987034, KL div.: 0.980307, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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148 [D loss: 0.787821, acc.: 65.63%, KL div.: 0.144098] [G loss: 0.944258, KL div.: 0.937649, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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149 [D loss: 0.801718, acc.: 64.65%, KL div.: 0.148026] [G loss: 0.863205, KL div.: 0.856933, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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150 [D loss: 0.815055, acc.: 62.65%, KL div.: 0.151712] [G loss: 0.773519, KL div.: 0.767745, FID: 0.000000]
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151 [D loss: 0.821272, acc.: 59.14%, KL div.: 0.153753] [G loss: 0.689396, KL div.: 0.684226, FID: 0.000000]
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152 [D loss: 0.853896, acc.: 56.95%, KL div.: 0.162358] [G loss: 0.589988, KL div.: 0.584963, FID: 0.000000]
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153 [D loss: 0.849438, acc.: 51.77%, KL div.: 0.167611] [G loss: 0.545276, KL div.: 0.540494, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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154 [D loss: 0.849100, acc.: 49.82%, KL div.: 0.176185] [G loss: 0.536422, KL div.: 0.531117, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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155 [D loss: 0.831982, acc.: 43.09%, KL div.: 0.186804] [G loss: 0.523719, KL div.: 0.517690, FID: 0.000000]
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156 [D loss: 0.856490, acc.: 40.50%, KL div.: 0.194818] [G loss: 0.494061, KL div.: 0.487110, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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157 [D loss: 0.869502, acc.: 37.61%, KL div.: 0.200777] [G loss: 0.487051, KL div.: 0.478842, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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158 [D loss: 0.888784, acc.: 37.30%, KL div.: 0.195908] [G loss: 0.490921, KL div.: 0.482106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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159 [D loss: 0.922809, acc.: 42.06%, KL div.: 0.190258] [G loss: 0.505803, KL div.: 0.496616, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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160 [D loss: 0.927853, acc.: 45.05%, KL div.: 0.183532] [G loss: 0.533795, KL div.: 0.524610, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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161 [D loss: 0.894557, acc.: 52.40%, KL div.: 0.168354] [G loss: 0.611075, KL div.: 0.601974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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162 [D loss: 0.892687, acc.: 58.05%, KL div.: 0.151635] [G loss: 0.640982, KL div.: 0.632680, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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163 [D loss: 0.858876, acc.: 62.71%, KL div.: 0.139662] [G loss: 0.697390, KL div.: 0.689442, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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164 [D loss: 0.830530, acc.: 68.88%, KL div.: 0.129495] [G loss: 0.757376, KL div.: 0.749642, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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165 [D loss: 0.799496, acc.: 70.33%, KL div.: 0.120190] [G loss: 0.798437, KL div.: 0.791010, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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166 [D loss: 0.787029, acc.: 72.01%, KL div.: 0.113397] [G loss: 0.805526, KL div.: 0.798608, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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167 [D loss: 0.770791, acc.: 71.55%, KL div.: 0.108804] [G loss: 0.827454, KL div.: 0.820665, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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168 [D loss: 0.753528, acc.: 69.05%, KL div.: 0.107222] [G loss: 0.822784, KL div.: 0.816602, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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169 [D loss: 0.748453, acc.: 68.33%, KL div.: 0.105660] [G loss: 0.804070, KL div.: 0.798332, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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170 [D loss: 0.746322, acc.: 65.88%, KL div.: 0.104821] [G loss: 0.770188, KL div.: 0.764950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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171 [D loss: 0.738580, acc.: 63.55%, KL div.: 0.106266] [G loss: 0.755725, KL div.: 0.751047, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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172 [D loss: 0.738845, acc.: 62.38%, KL div.: 0.105342] [G loss: 0.734686, KL div.: 0.730398, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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173 [D loss: 0.730689, acc.: 61.35%, KL div.: 0.102597] [G loss: 0.727076, KL div.: 0.723144, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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174 [D loss: 0.735724, acc.: 60.46%, KL div.: 0.101827] [G loss: 0.716213, KL div.: 0.712642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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175 [D loss: 0.740914, acc.: 58.80%, KL div.: 0.103702] [G loss: 0.684457, KL div.: 0.681139, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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176 [D loss: 0.742148, acc.: 58.06%, KL div.: 0.103290] [G loss: 0.677056, KL div.: 0.673981, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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177 [D loss: 0.756584, acc.: 55.83%, KL div.: 0.107692] [G loss: 0.632675, KL div.: 0.629687, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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178 [D loss: 0.760940, acc.: 54.38%, KL div.: 0.107906] [G loss: 0.613821, KL div.: 0.611126, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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179 [D loss: 0.778479, acc.: 54.47%, KL div.: 0.108545] [G loss: 0.589611, KL div.: 0.586910, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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180 [D loss: 0.780822, acc.: 51.65%, KL div.: 0.113158] [G loss: 0.569795, KL div.: 0.567247, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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181 [D loss: 0.785389, acc.: 49.30%, KL div.: 0.117668] [G loss: 0.548553, KL div.: 0.545759, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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182 [D loss: 0.786965, acc.: 46.77%, KL div.: 0.124397] [G loss: 0.540503, KL div.: 0.537527, FID: 0.000000]
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183 [D loss: 0.774119, acc.: 43.37%, KL div.: 0.130820] [G loss: 0.543807, KL div.: 0.540543, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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184 [D loss: 0.768842, acc.: 41.16%, KL div.: 0.137946] [G loss: 0.545312, KL div.: 0.541633, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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185 [D loss: 0.769059, acc.: 38.80%, KL div.: 0.149211] [G loss: 0.547805, KL div.: 0.543479, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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186 [D loss: 0.774864, acc.: 38.00%, KL div.: 0.152062] [G loss: 0.550493, KL div.: 0.545657, FID: 0.000000]
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187 [D loss: 0.782337, acc.: 36.45%, KL div.: 0.160033] [G loss: 0.542636, KL div.: 0.537256, FID: 0.000000]
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188 [D loss: 0.796284, acc.: 37.04%, KL div.: 0.157201] [G loss: 0.545366, KL div.: 0.539355, FID: 0.000000]
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189 [D loss: 0.820616, acc.: 38.83%, KL div.: 0.155488] [G loss: 0.545305, KL div.: 0.538530, FID: 0.000000]
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190 [D loss: 0.837193, acc.: 39.14%, KL div.: 0.155358] [G loss: 0.554801, KL div.: 0.547380, FID: 0.000000]
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191 [D loss: 0.839652, acc.: 42.56%, KL div.: 0.148943] [G loss: 0.589500, KL div.: 0.581661, FID: 0.000000]
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192 [D loss: 0.851085, acc.: 47.45%, KL div.: 0.147112] [G loss: 0.627411, KL div.: 0.618807, FID: 0.000000]
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193 [D loss: 0.847594, acc.: 51.37%, KL div.: 0.141161] [G loss: 0.680130, KL div.: 0.671017, FID: 0.000000]
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194 [D loss: 0.847918, acc.: 57.34%, KL div.: 0.131365] [G loss: 0.739477, KL div.: 0.729935, FID: 0.000000]
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195 [D loss: 0.841577, acc.: 61.30%, KL div.: 0.126229] [G loss: 0.802908, KL div.: 0.792808, FID: 0.000000]
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196 [D loss: 0.841197, acc.: 67.41%, KL div.: 0.121373] [G loss: 0.864323, KL div.: 0.853975, FID: 0.000000]
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197 [D loss: 0.824862, acc.: 69.30%, KL div.: 0.117682] [G loss: 0.917260, KL div.: 0.907042, FID: 0.000000]
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198 [D loss: 0.816204, acc.: 71.36%, KL div.: 0.113129] [G loss: 0.959752, KL div.: 0.949611, FID: 0.000000]
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199 [D loss: 0.803539, acc.: 70.21%, KL div.: 0.111918] [G loss: 0.989795, KL div.: 0.980025, FID: 0.000000]
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200 [D loss: 0.800990, acc.: 72.61%, KL div.: 0.111215] [G loss: 0.991298, KL div.: 0.982447, FID: 204.110180]
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201 [D loss: 0.792560, acc.: 69.02%, KL div.: 0.108791] [G loss: 0.942377, KL div.: 0.934462, FID: 0.000000]
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202 [D loss: 0.819408, acc.: 71.12%, KL div.: 0.107734] [G loss: 0.848622, KL div.: 0.842026, FID: 0.000000]
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203 [D loss: 0.819719, acc.: 68.52%, KL div.: 0.105758] [G loss: 0.772094, KL div.: 0.766761, FID: 0.000000]
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204 [D loss: 0.836087, acc.: 68.50%, KL div.: 0.104558] [G loss: 0.699862, KL div.: 0.695183, FID: 0.000000]
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205 [D loss: 0.834505, acc.: 67.14%, KL div.: 0.100575] [G loss: 0.664801, KL div.: 0.660748, FID: 0.000000]
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206 [D loss: 0.828295, acc.: 65.45%, KL div.: 0.096735] [G loss: 0.635438, KL div.: 0.631731, FID: 0.000000]
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207 [D loss: 0.825233, acc.: 64.13%, KL div.: 0.095742] [G loss: 0.619614, KL div.: 0.616110, FID: 0.000000]
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208 [D loss: 0.807183, acc.: 62.27%, KL div.: 0.093359] [G loss: 0.628512, KL div.: 0.625132, FID: 0.000000]
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209 [D loss: 0.796394, acc.: 60.80%, KL div.: 0.094324] [G loss: 0.631022, KL div.: 0.627667, FID: 0.000000]
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210 [D loss: 0.779154, acc.: 57.93%, KL div.: 0.094428] [G loss: 0.638509, KL div.: 0.635181, FID: 0.000000]
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211 [D loss: 0.773732, acc.: 56.24%, KL div.: 0.093900] [G loss: 0.630148, KL div.: 0.626747, FID: 0.000000]
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212 [D loss: 0.765579, acc.: 54.86%, KL div.: 0.095653] [G loss: 0.632644, KL div.: 0.629106, FID: 0.000000]
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213 [D loss: 0.764395, acc.: 53.54%, KL div.: 0.095827] [G loss: 0.627478, KL div.: 0.623728, FID: 0.000000]
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214 [D loss: 0.768655, acc.: 53.55%, KL div.: 0.097521] [G loss: 0.625801, KL div.: 0.621980, FID: 0.000000]
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215 [D loss: 0.769396, acc.: 54.10%, KL div.: 0.097287] [G loss: 0.630756, KL div.: 0.626845, FID: 0.000000]
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216 [D loss: 0.782013, acc.: 55.06%, KL div.: 0.095544] [G loss: 0.629169, KL div.: 0.625014, FID: 0.000000]
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217 [D loss: 0.773692, acc.: 55.37%, KL div.: 0.094003] [G loss: 0.647116, KL div.: 0.642841, FID: 0.000000]
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218 [D loss: 0.771858, acc.: 56.79%, KL div.: 0.089507] [G loss: 0.674137, KL div.: 0.669658, FID: 0.000000]
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219 [D loss: 0.770219, acc.: 59.70%, KL div.: 0.086807] [G loss: 0.710570, KL div.: 0.705871, FID: 0.000000]
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220 [D loss: 0.762603, acc.: 64.10%, KL div.: 0.083559] [G loss: 0.773835, KL div.: 0.768919, FID: 0.000000]
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221 [D loss: 0.756978, acc.: 67.79%, KL div.: 0.080402] [G loss: 0.834856, KL div.: 0.829783, FID: 0.000000]
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222 [D loss: 0.747417, acc.: 70.74%, KL div.: 0.078042] [G loss: 0.878525, KL div.: 0.873422, FID: 0.000000]
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223 [D loss: 0.720254, acc.: 69.12%, KL div.: 0.076891] [G loss: 0.926246, KL div.: 0.920890, FID: 0.000000]
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224 [D loss: 0.724786, acc.: 71.02%, KL div.: 0.077822] [G loss: 0.930641, KL div.: 0.925268, FID: 0.000000]
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225 [D loss: 0.720954, acc.: 70.73%, KL div.: 0.078036] [G loss: 0.933226, KL div.: 0.927802, FID: 0.000000]
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226 [D loss: 0.728337, acc.: 71.18%, KL div.: 0.079772] [G loss: 0.912686, KL div.: 0.907305, FID: 0.000000]
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227 [D loss: 0.730343, acc.: 69.65%, KL div.: 0.080848] [G loss: 0.865596, KL div.: 0.860306, FID: 0.000000]
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228 [D loss: 0.738098, acc.: 69.14%, KL div.: 0.082823] [G loss: 0.827680, KL div.: 0.822353, FID: 0.000000]
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229 [D loss: 0.747939, acc.: 67.03%, KL div.: 0.085435] [G loss: 0.781880, KL div.: 0.776661, FID: 0.000000]
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230 [D loss: 0.739544, acc.: 64.38%, KL div.: 0.086767] [G loss: 0.770387, KL div.: 0.765163, FID: 0.000000]
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231 [D loss: 0.742960, acc.: 62.80%, KL div.: 0.090565] [G loss: 0.741281, KL div.: 0.735946, FID: 0.000000]
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232 [D loss: 0.747225, acc.: 61.17%, KL div.: 0.092902] [G loss: 0.706987, KL div.: 0.701753, FID: 0.000000]
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233 [D loss: 0.742573, acc.: 58.75%, KL div.: 0.095506] [G loss: 0.692279, KL div.: 0.686824, FID: 0.000000]
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234 [D loss: 0.736616, acc.: 56.74%, KL div.: 0.096524] [G loss: 0.686122, KL div.: 0.680705, FID: 0.000000]
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235 [D loss: 0.747577, acc.: 56.77%, KL div.: 0.098395] [G loss: 0.664396, KL div.: 0.658892, FID: 0.000000]
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236 [D loss: 0.729820, acc.: 53.83%, KL div.: 0.099995] [G loss: 0.670412, KL div.: 0.664729, FID: 0.000000]
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237 [D loss: 0.737531, acc.: 52.94%, KL div.: 0.103539] [G loss: 0.651674, KL div.: 0.645974, FID: 0.000000]
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238 [D loss: 0.733792, acc.: 52.44%, KL div.: 0.101071] [G loss: 0.647133, KL div.: 0.641562, FID: 0.000000]
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239 [D loss: 0.739250, acc.: 52.27%, KL div.: 0.103664] [G loss: 0.639239, KL div.: 0.633355, FID: 0.000000]
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240 [D loss: 0.734816, acc.: 51.73%, KL div.: 0.105772] [G loss: 0.649642, KL div.: 0.643563, FID: 0.000000]
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241 [D loss: 0.740362, acc.: 51.44%, KL div.: 0.105138] [G loss: 0.638608, KL div.: 0.632286, FID: 0.000000]
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242 [D loss: 0.735683, acc.: 51.17%, KL div.: 0.105109] [G loss: 0.651090, KL div.: 0.644593, FID: 0.000000]
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243 [D loss: 0.744799, acc.: 52.58%, KL div.: 0.103906] [G loss: 0.647197, KL div.: 0.640288, FID: 0.000000]
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244 [D loss: 0.740831, acc.: 52.40%, KL div.: 0.104869] [G loss: 0.659794, KL div.: 0.652746, FID: 0.000000]
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245 [D loss: 0.739677, acc.: 52.97%, KL div.: 0.102303] [G loss: 0.670764, KL div.: 0.663443, FID: 0.000000]
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246 [D loss: 0.736884, acc.: 53.36%, KL div.: 0.099427] [G loss: 0.670074, KL div.: 0.662730, FID: 0.000000]
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247 [D loss: 0.740182, acc.: 55.53%, KL div.: 0.094964] [G loss: 0.685027, KL div.: 0.677551, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
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248 [D loss: 0.737058, acc.: 57.20%, KL div.: 0.092215] [G loss: 0.713839, KL div.: 0.706124, FID: 0.000000]
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249 [D loss: 0.752712, acc.: 59.90%, KL div.: 0.091730] [G loss: 0.699492, KL div.: 0.691697, FID: 0.000000]
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250 [D loss: 0.745283, acc.: 60.50%, KL div.: 0.086652] [G loss: 0.725713, KL div.: 0.717949, FID: 0.000000]
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251 [D loss: 0.738373, acc.: 62.64%, KL div.: 0.082854] [G loss: 0.745648, KL div.: 0.738273, FID: 0.000000]
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252 [D loss: 0.743023, acc.: 63.35%, KL div.: 0.080269] [G loss: 0.745123, KL div.: 0.737957, FID: 0.000000]
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253 [D loss: 0.741319, acc.: 64.67%, KL div.: 0.075971] [G loss: 0.753352, KL div.: 0.746441, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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254 [D loss: 0.737251, acc.: 64.61%, KL div.: 0.072528] [G loss: 0.754650, KL div.: 0.747757, FID: 0.000000]
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255 [D loss: 0.734080, acc.: 65.10%, KL div.: 0.071353] [G loss: 0.765589, KL div.: 0.758799, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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256 [D loss: 0.735934, acc.: 65.94%, KL div.: 0.068180] [G loss: 0.754911, KL div.: 0.748270, FID: 0.000000]
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257 [D loss: 0.728698, acc.: 66.24%, KL div.: 0.064886] [G loss: 0.764186, KL div.: 0.757775, FID: 0.000000]
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258 [D loss: 0.731768, acc.: 67.96%, KL div.: 0.062948] [G loss: 0.767198, KL div.: 0.760885, FID: 0.000000]
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259 [D loss: 0.729891, acc.: 68.35%, KL div.: 0.060757] [G loss: 0.771965, KL div.: 0.765925, FID: 0.000000]
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260 [D loss: 0.718633, acc.: 67.63%, KL div.: 0.059892] [G loss: 0.785471, KL div.: 0.779405, FID: 0.000000]
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261 [D loss: 0.716913, acc.: 67.76%, KL div.: 0.058042] [G loss: 0.787684, KL div.: 0.781986, FID: 0.000000]
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262 [D loss: 0.717270, acc.: 69.75%, KL div.: 0.057962] [G loss: 0.808236, KL div.: 0.802755, FID: 0.000000]
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263 [D loss: 0.701644, acc.: 68.07%, KL div.: 0.054261] [G loss: 0.807510, KL div.: 0.802272, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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264 [D loss: 0.698320, acc.: 67.46%, KL div.: 0.058151] [G loss: 0.808051, KL div.: 0.802902, FID: 0.000000]
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265 [D loss: 0.690552, acc.: 65.09%, KL div.: 0.060213] [G loss: 0.821204, KL div.: 0.816120, FID: 0.000000]
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266 [D loss: 0.690076, acc.: 65.53%, KL div.: 0.059853] [G loss: 0.820955, KL div.: 0.815875, FID: 0.000000]
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267 [D loss: 0.693872, acc.: 65.19%, KL div.: 0.061755] [G loss: 0.820806, KL div.: 0.815916, FID: 0.000000]
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268 [D loss: 0.693440, acc.: 64.09%, KL div.: 0.064714] [G loss: 0.812156, KL div.: 0.807423, FID: 0.000000]
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269 [D loss: 0.691686, acc.: 62.82%, KL div.: 0.064711] [G loss: 0.801387, KL div.: 0.796746, FID: 0.000000]
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270 [D loss: 0.702601, acc.: 61.19%, KL div.: 0.071311] [G loss: 0.764737, KL div.: 0.760173, FID: 0.000000]
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271 [D loss: 0.705117, acc.: 60.14%, KL div.: 0.073364] [G loss: 0.758698, KL div.: 0.754201, FID: 0.000000]
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272 [D loss: 0.717520, acc.: 60.24%, KL div.: 0.075531] [G loss: 0.734943, KL div.: 0.730564, FID: 0.000000]
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273 [D loss: 0.725167, acc.: 58.41%, KL div.: 0.079403] [G loss: 0.700704, KL div.: 0.696520, FID: 0.000000]
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274 [D loss: 0.727888, acc.: 56.43%, KL div.: 0.083886] [G loss: 0.678625, KL div.: 0.674391, FID: 0.000000]
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275 [D loss: 0.738267, acc.: 56.04%, KL div.: 0.085801] [G loss: 0.652607, KL div.: 0.648360, FID: 0.000000]
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276 [D loss: 0.747039, acc.: 55.13%, KL div.: 0.090112] [G loss: 0.633180, KL div.: 0.629135, FID: 0.000000]
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277 [D loss: 0.745750, acc.: 53.14%, KL div.: 0.093554] [G loss: 0.627765, KL div.: 0.623678, FID: 0.000000]
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278 [D loss: 0.748966, acc.: 52.72%, KL div.: 0.097008] [G loss: 0.616119, KL div.: 0.612030, FID: 0.000000]
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279 [D loss: 0.737712, acc.: 49.67%, KL div.: 0.099994] [G loss: 0.607967, KL div.: 0.603912, FID: 0.000000]
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280 [D loss: 0.740089, acc.: 48.80%, KL div.: 0.106336] [G loss: 0.600687, KL div.: 0.596358, FID: 0.000000]
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281 [D loss: 0.735766, acc.: 47.16%, KL div.: 0.112020] [G loss: 0.598360, KL div.: 0.593890, FID: 0.000000]
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282 [D loss: 0.729681, acc.: 45.14%, KL div.: 0.114703] [G loss: 0.594844, KL div.: 0.590266, FID: 0.000000]
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283 [D loss: 0.718793, acc.: 44.49%, KL div.: 0.115531] [G loss: 0.609369, KL div.: 0.604795, FID: 0.000000]
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284 [D loss: 0.723996, acc.: 43.49%, KL div.: 0.119950] [G loss: 0.599840, KL div.: 0.595108, FID: 0.000000]
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285 [D loss: 0.728427, acc.: 41.35%, KL div.: 0.125300] [G loss: 0.582669, KL div.: 0.577535, FID: 0.000000]
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286 [D loss: 0.731737, acc.: 41.87%, KL div.: 0.124315] [G loss: 0.587109, KL div.: 0.581824, FID: 0.000000]
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287 [D loss: 0.755893, acc.: 41.65%, KL div.: 0.129742] [G loss: 0.563430, KL div.: 0.557701, FID: 0.000000]
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288 [D loss: 0.768477, acc.: 42.84%, KL div.: 0.126425] [G loss: 0.561298, KL div.: 0.555486, FID: 0.000000]
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289 [D loss: 0.786120, acc.: 44.74%, KL div.: 0.119340] [G loss: 0.553359, KL div.: 0.547243, FID: 0.000000]
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290 [D loss: 0.801074, acc.: 45.03%, KL div.: 0.117701] [G loss: 0.541761, KL div.: 0.535481, FID: 0.000000]
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291 [D loss: 0.822148, acc.: 49.82%, KL div.: 0.111424] [G loss: 0.561985, KL div.: 0.555655, FID: 0.000000]
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292 [D loss: 0.820239, acc.: 51.87%, KL div.: 0.102634] [G loss: 0.576807, KL div.: 0.570433, FID: 0.000000]
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293 [D loss: 0.832854, acc.: 58.11%, KL div.: 0.090249] [G loss: 0.606851, KL div.: 0.600469, FID: 0.000000]
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294 [D loss: 0.814075, acc.: 60.56%, KL div.: 0.078029] [G loss: 0.644432, KL div.: 0.638125, FID: 0.000000]
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295 [D loss: 0.781335, acc.: 64.81%, KL div.: 0.067193] [G loss: 0.707406, KL div.: 0.701477, FID: 0.000000]
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296 [D loss: 0.772206, acc.: 68.96%, KL div.: 0.054856] [G loss: 0.733692, KL div.: 0.728113, FID: 0.000000]
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297 [D loss: 0.750507, acc.: 71.16%, KL div.: 0.048121] [G loss: 0.777569, KL div.: 0.772308, FID: 0.000000]
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298 [D loss: 0.742700, acc.: 74.23%, KL div.: 0.041526] [G loss: 0.799147, KL div.: 0.794131, FID: 0.000000]
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299 [D loss: 0.724348, acc.: 74.96%, KL div.: 0.036764] [G loss: 0.830723, KL div.: 0.826053, FID: 0.000000]
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300 [D loss: 0.709807, acc.: 74.76%, KL div.: 0.031494] [G loss: 0.843667, KL div.: 0.839210, FID: 136.731156]
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301 [D loss: 0.708421, acc.: 75.72%, KL div.: 0.029154] [G loss: 0.851305, KL div.: 0.847229, FID: 0.000000]
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302 [D loss: 0.697101, acc.: 75.41%, KL div.: 0.028357] [G loss: 0.863747, KL div.: 0.859899, FID: 0.000000]
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303 [D loss: 0.693126, acc.: 73.75%, KL div.: 0.026081] [G loss: 0.847750, KL div.: 0.844076, FID: 0.000000]
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304 [D loss: 0.702873, acc.: 74.52%, KL div.: 0.024374] [G loss: 0.830195, KL div.: 0.826740, FID: 0.000000]
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305 [D loss: 0.710235, acc.: 74.15%, KL div.: 0.022963] [G loss: 0.803837, KL div.: 0.800667, FID: 0.000000]
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306 [D loss: 0.705206, acc.: 71.24%, KL div.: 0.027346] [G loss: 0.786422, KL div.: 0.783512, FID: 0.000000]
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307 [D loss: 0.720141, acc.: 71.88%, KL div.: 0.024477] [G loss: 0.749702, KL div.: 0.746934, FID: 0.000000]
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308 [D loss: 0.723574, acc.: 70.30%, KL div.: 0.024831] [G loss: 0.728184, KL div.: 0.725558, FID: 0.000000]
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309 [D loss: 0.732587, acc.: 69.34%, KL div.: 0.025109] [G loss: 0.700044, KL div.: 0.697687, FID: 0.000000]
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310 [D loss: 0.736238, acc.: 67.94%, KL div.: 0.023120] [G loss: 0.680054, KL div.: 0.677744, FID: 0.000000]
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311 [D loss: 0.744481, acc.: 66.82%, KL div.: 0.025267] [G loss: 0.653540, KL div.: 0.651394, FID: 0.000000]
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312 [D loss: 0.748748, acc.: 66.22%, KL div.: 0.022563] [G loss: 0.640316, KL div.: 0.638274, FID: 0.000000]
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313 [D loss: 0.749980, acc.: 65.29%, KL div.: 0.021203] [G loss: 0.626624, KL div.: 0.624676, FID: 0.000000]
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314 [D loss: 0.745869, acc.: 63.40%, KL div.: 0.021958] [G loss: 0.617739, KL div.: 0.615860, FID: 0.000000]
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315 [D loss: 0.737820, acc.: 61.90%, KL div.: 0.021399] [G loss: 0.617981, KL div.: 0.616202, FID: 0.000000]
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316 [D loss: 0.730202, acc.: 60.48%, KL div.: 0.025043] [G loss: 0.618800, KL div.: 0.617100, FID: 0.000000]
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317 [D loss: 0.721449, acc.: 59.00%, KL div.: 0.025273] [G loss: 0.619090, KL div.: 0.617358, FID: 0.000000]
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318 [D loss: 0.714752, acc.: 57.59%, KL div.: 0.028091] [G loss: 0.624538, KL div.: 0.622846, FID: 0.000000]
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319 [D loss: 0.705401, acc.: 55.69%, KL div.: 0.033353] [G loss: 0.625855, KL div.: 0.624136, FID: 0.000000]
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320 [D loss: 0.693923, acc.: 53.25%, KL div.: 0.038395] [G loss: 0.626777, KL div.: 0.624962, FID: 0.000000]
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321 [D loss: 0.685800, acc.: 50.82%, KL div.: 0.044368] [G loss: 0.629185, KL div.: 0.627188, FID: 0.000000]
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322 [D loss: 0.681526, acc.: 48.99%, KL div.: 0.049890] [G loss: 0.621853, KL div.: 0.619700, FID: 0.000000]
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323 [D loss: 0.690331, acc.: 47.90%, KL div.: 0.054502] [G loss: 0.608381, KL div.: 0.606057, FID: 0.000000]
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324 [D loss: 0.687444, acc.: 44.91%, KL div.: 0.060911] [G loss: 0.598642, KL div.: 0.595947, FID: 0.000000]
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325 [D loss: 0.704911, acc.: 46.07%, KL div.: 0.063858] [G loss: 0.588665, KL div.: 0.585864, FID: 0.000000]
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326 [D loss: 0.712155, acc.: 46.13%, KL div.: 0.063049] [G loss: 0.581255, KL div.: 0.578411, FID: 0.000000]
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327 [D loss: 0.725796, acc.: 46.27%, KL div.: 0.064995] [G loss: 0.572567, KL div.: 0.569444, FID: 0.000000]
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328 [D loss: 0.738357, acc.: 47.84%, KL div.: 0.061371] [G loss: 0.574983, KL div.: 0.571806, FID: 0.000000]
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329 [D loss: 0.736998, acc.: 51.24%, KL div.: 0.055274] [G loss: 0.602167, KL div.: 0.599054, FID: 0.000000]
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330 [D loss: 0.747907, acc.: 54.92%, KL div.: 0.049237] [G loss: 0.612180, KL div.: 0.608984, FID: 0.000000]
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331 [D loss: 0.732099, acc.: 58.77%, KL div.: 0.044221] [G loss: 0.673594, KL div.: 0.670459, FID: 0.000000]
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332 [D loss: 0.713498, acc.: 61.89%, KL div.: 0.038343] [G loss: 0.724964, KL div.: 0.721630, FID: 0.000000]
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333 [D loss: 0.700998, acc.: 64.41%, KL div.: 0.034239] [G loss: 0.765490, KL div.: 0.762130, FID: 0.000000]
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334 [D loss: 0.700499, acc.: 67.79%, KL div.: 0.031789] [G loss: 0.798896, KL div.: 0.795395, FID: 0.000000]
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335 [D loss: 0.689277, acc.: 68.41%, KL div.: 0.032044] [G loss: 0.833601, KL div.: 0.829944, FID: 0.000000]
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336 [D loss: 0.683746, acc.: 69.06%, KL div.: 0.031326] [G loss: 0.852606, KL div.: 0.848817, FID: 0.000000]
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337 [D loss: 0.686202, acc.: 69.31%, KL div.: 0.032643] [G loss: 0.856272, KL div.: 0.852305, FID: 0.000000]
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338 [D loss: 0.690598, acc.: 69.89%, KL div.: 0.035473] [G loss: 0.860500, KL div.: 0.856607, FID: 0.000000]
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339 [D loss: 0.697840, acc.: 70.34%, KL div.: 0.036276] [G loss: 0.834161, KL div.: 0.830170, FID: 0.000000]
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340 [D loss: 0.700703, acc.: 68.83%, KL div.: 0.038499] [G loss: 0.816092, KL div.: 0.812138, FID: 0.000000]
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341 [D loss: 0.706199, acc.: 68.64%, KL div.: 0.039517] [G loss: 0.792261, KL div.: 0.788458, FID: 0.000000]
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342 [D loss: 0.710750, acc.: 67.78%, KL div.: 0.042253] [G loss: 0.769500, KL div.: 0.765740, FID: 0.000000]
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343 [D loss: 0.717613, acc.: 66.78%, KL div.: 0.044159] [G loss: 0.736195, KL div.: 0.732547, FID: 0.000000]
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344 [D loss: 0.721235, acc.: 65.02%, KL div.: 0.044527] [G loss: 0.706664, KL div.: 0.703179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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345 [D loss: 0.721459, acc.: 63.53%, KL div.: 0.046893] [G loss: 0.686083, KL div.: 0.682835, FID: 0.000000]
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346 [D loss: 0.735765, acc.: 63.57%, KL div.: 0.045516] [G loss: 0.648300, KL div.: 0.645191, FID: 0.000000]
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347 [D loss: 0.732246, acc.: 61.91%, KL div.: 0.047579] [G loss: 0.644308, KL div.: 0.641244, FID: 0.000000]
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348 [D loss: 0.720626, acc.: 59.96%, KL div.: 0.046569] [G loss: 0.636187, KL div.: 0.633335, FID: 0.000000]
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349 [D loss: 0.723246, acc.: 59.32%, KL div.: 0.048062] [G loss: 0.627853, KL div.: 0.625036, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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350 [D loss: 0.718140, acc.: 57.19%, KL div.: 0.048368] [G loss: 0.614560, KL div.: 0.611876, FID: 0.000000]
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351 [D loss: 0.710461, acc.: 55.68%, KL div.: 0.050656] [G loss: 0.614335, KL div.: 0.611631, FID: 0.000000]
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352 [D loss: 0.701768, acc.: 52.96%, KL div.: 0.055153] [G loss: 0.609767, KL div.: 0.606949, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 460us/step
353 [D loss: 0.699881, acc.: 52.21%, KL div.: 0.057342] [G loss: 0.609137, KL div.: 0.606352, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
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354 [D loss: 0.692576, acc.: 49.90%, KL div.: 0.060497] [G loss: 0.603499, KL div.: 0.600586, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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355 [D loss: 0.690546, acc.: 48.88%, KL div.: 0.059056] [G loss: 0.601918, KL div.: 0.599048, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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356 [D loss: 0.687865, acc.: 48.53%, KL div.: 0.062468] [G loss: 0.602995, KL div.: 0.600047, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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357 [D loss: 0.694701, acc.: 47.68%, KL div.: 0.065626] [G loss: 0.593838, KL div.: 0.590681, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 812us/step
358 [D loss: 0.688109, acc.: 46.14%, KL div.: 0.066975] [G loss: 0.599875, KL div.: 0.596578, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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359 [D loss: 0.701467, acc.: 48.54%, KL div.: 0.063814] [G loss: 0.601742, KL div.: 0.598513, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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360 [D loss: 0.705902, acc.: 48.89%, KL div.: 0.061234] [G loss: 0.597993, KL div.: 0.594699, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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361 [D loss: 0.701058, acc.: 49.64%, KL div.: 0.058345] [G loss: 0.623789, KL div.: 0.620516, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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362 [D loss: 0.695916, acc.: 50.53%, KL div.: 0.054658] [G loss: 0.636939, KL div.: 0.633664, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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363 [D loss: 0.706467, acc.: 54.65%, KL div.: 0.049986] [G loss: 0.654758, KL div.: 0.651433, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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364 [D loss: 0.694612, acc.: 55.35%, KL div.: 0.044745] [G loss: 0.677981, KL div.: 0.674756, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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365 [D loss: 0.693473, acc.: 57.00%, KL div.: 0.042655] [G loss: 0.690290, KL div.: 0.687042, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
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366 [D loss: 0.692902, acc.: 59.47%, KL div.: 0.037709] [G loss: 0.713724, KL div.: 0.710548, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 239us/step
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367 [D loss: 0.688869, acc.: 61.23%, KL div.: 0.035692] [G loss: 0.727501, KL div.: 0.724340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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368 [D loss: 0.690187, acc.: 63.01%, KL div.: 0.034113] [G loss: 0.735722, KL div.: 0.732688, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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369 [D loss: 0.687296, acc.: 62.69%, KL div.: 0.031897] [G loss: 0.731601, KL div.: 0.728640, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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370 [D loss: 0.691472, acc.: 63.49%, KL div.: 0.031514] [G loss: 0.728783, KL div.: 0.725844, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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371 [D loss: 0.688059, acc.: 62.79%, KL div.: 0.030506] [G loss: 0.726711, KL div.: 0.723899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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372 [D loss: 0.693047, acc.: 63.38%, KL div.: 0.030551] [G loss: 0.719804, KL div.: 0.717001, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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373 [D loss: 0.694474, acc.: 63.55%, KL div.: 0.029219] [G loss: 0.711303, KL div.: 0.708539, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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374 [D loss: 0.693598, acc.: 62.89%, KL div.: 0.030248] [G loss: 0.705702, KL div.: 0.702934, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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375 [D loss: 0.695223, acc.: 62.23%, KL div.: 0.030311] [G loss: 0.698979, KL div.: 0.696328, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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376 [D loss: 0.698992, acc.: 62.09%, KL div.: 0.031001] [G loss: 0.686875, KL div.: 0.684214, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
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377 [D loss: 0.694843, acc.: 61.02%, KL div.: 0.032954] [G loss: 0.685206, KL div.: 0.682600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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378 [D loss: 0.700095, acc.: 61.34%, KL div.: 0.032204] [G loss: 0.677226, KL div.: 0.674587, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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379 [D loss: 0.696207, acc.: 60.22%, KL div.: 0.032876] [G loss: 0.673388, KL div.: 0.670853, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
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380 [D loss: 0.698147, acc.: 59.80%, KL div.: 0.034525] [G loss: 0.668796, KL div.: 0.666232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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381 [D loss: 0.701978, acc.: 59.06%, KL div.: 0.035253] [G loss: 0.661297, KL div.: 0.658709, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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382 [D loss: 0.699514, acc.: 58.96%, KL div.: 0.035905] [G loss: 0.664018, KL div.: 0.661514, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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383 [D loss: 0.703285, acc.: 59.10%, KL div.: 0.036999] [G loss: 0.659120, KL div.: 0.656498, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 994us/step
384 [D loss: 0.699954, acc.: 57.43%, KL div.: 0.038255] [G loss: 0.652431, KL div.: 0.649742, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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385 [D loss: 0.704704, acc.: 57.03%, KL div.: 0.039571] [G loss: 0.645683, KL div.: 0.643026, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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386 [D loss: 0.705877, acc.: 57.76%, KL div.: 0.039857] [G loss: 0.646415, KL div.: 0.643800, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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387 [D loss: 0.711503, acc.: 57.83%, KL div.: 0.040727] [G loss: 0.643921, KL div.: 0.641195, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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388 [D loss: 0.707148, acc.: 56.51%, KL div.: 0.040428] [G loss: 0.638257, KL div.: 0.635425, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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389 [D loss: 0.718227, acc.: 58.44%, KL div.: 0.040539] [G loss: 0.640192, KL div.: 0.637268, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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390 [D loss: 0.705636, acc.: 56.78%, KL div.: 0.039464] [G loss: 0.647736, KL div.: 0.644827, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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391 [D loss: 0.712753, acc.: 58.52%, KL div.: 0.038026] [G loss: 0.652787, KL div.: 0.649800, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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392 [D loss: 0.707486, acc.: 58.04%, KL div.: 0.038281] [G loss: 0.661239, KL div.: 0.658178, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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393 [D loss: 0.711361, acc.: 59.51%, KL div.: 0.036843] [G loss: 0.665087, KL div.: 0.661972, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
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394 [D loss: 0.709537, acc.: 59.55%, KL div.: 0.035390] [G loss: 0.672138, KL div.: 0.668966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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395 [D loss: 0.706013, acc.: 59.98%, KL div.: 0.035498] [G loss: 0.679194, KL div.: 0.675945, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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396 [D loss: 0.700539, acc.: 59.30%, KL div.: 0.033874] [G loss: 0.683206, KL div.: 0.679895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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397 [D loss: 0.705845, acc.: 61.04%, KL div.: 0.031714] [G loss: 0.691039, KL div.: 0.687799, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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398 [D loss: 0.699936, acc.: 61.50%, KL div.: 0.031283] [G loss: 0.699226, KL div.: 0.696036, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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399 [D loss: 0.704774, acc.: 62.26%, KL div.: 0.031280] [G loss: 0.706361, KL div.: 0.703183, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 26ms/step
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400 [D loss: 0.696626, acc.: 62.23%, KL div.: 0.031724] [G loss: 0.717798, KL div.: 0.714634, FID: 136.531256]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 69ms/step
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401 [D loss: 0.694289, acc.: 62.20%, KL div.: 0.030975] [G loss: 0.716869, KL div.: 0.713755, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
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402 [D loss: 0.698806, acc.: 63.01%, KL div.: 0.029425] [G loss: 0.710719, KL div.: 0.707609, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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403 [D loss: 0.697669, acc.: 62.61%, KL div.: 0.029598] [G loss: 0.708601, KL div.: 0.705506, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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404 [D loss: 0.694371, acc.: 62.48%, KL div.: 0.031395] [G loss: 0.715263, KL div.: 0.712249, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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4/4 [==============================] - 0s 383us/step
405 [D loss: 0.693116, acc.: 61.76%, KL div.: 0.032280] [G loss: 0.711721, KL div.: 0.708798, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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406 [D loss: 0.692543, acc.: 61.03%, KL div.: 0.032178] [G loss: 0.702389, KL div.: 0.699484, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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407 [D loss: 0.692762, acc.: 60.35%, KL div.: 0.031710] [G loss: 0.692901, KL div.: 0.690047, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
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408 [D loss: 0.692980, acc.: 59.77%, KL div.: 0.034023] [G loss: 0.691069, KL div.: 0.688177, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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409 [D loss: 0.689991, acc.: 58.16%, KL div.: 0.035935] [G loss: 0.680314, KL div.: 0.677282, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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410 [D loss: 0.697472, acc.: 58.79%, KL div.: 0.036024] [G loss: 0.674293, KL div.: 0.671473, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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411 [D loss: 0.702515, acc.: 58.98%, KL div.: 0.037295] [G loss: 0.668708, KL div.: 0.665717, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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412 [D loss: 0.704205, acc.: 58.62%, KL div.: 0.037674] [G loss: 0.661555, KL div.: 0.658651, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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413 [D loss: 0.699723, acc.: 57.16%, KL div.: 0.037898] [G loss: 0.659394, KL div.: 0.656520, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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414 [D loss: 0.712022, acc.: 58.23%, KL div.: 0.038478] [G loss: 0.651416, KL div.: 0.648356, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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415 [D loss: 0.705809, acc.: 58.46%, KL div.: 0.036387] [G loss: 0.662931, KL div.: 0.659918, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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416 [D loss: 0.713942, acc.: 59.96%, KL div.: 0.033934] [G loss: 0.662831, KL div.: 0.659875, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 73us/step
417 [D loss: 0.712035, acc.: 59.70%, KL div.: 0.032026] [G loss: 0.664011, KL div.: 0.660991, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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4/4 [==============================] - 0s 456us/step
418 [D loss: 0.712524, acc.: 61.14%, KL div.: 0.029402] [G loss: 0.679858, KL div.: 0.676901, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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419 [D loss: 0.715173, acc.: 62.50%, KL div.: 0.027037] [G loss: 0.681455, KL div.: 0.678487, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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420 [D loss: 0.706787, acc.: 63.88%, KL div.: 0.021802] [G loss: 0.703979, KL div.: 0.700939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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421 [D loss: 0.702441, acc.: 64.40%, KL div.: 0.021286] [G loss: 0.712171, KL div.: 0.709114, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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422 [D loss: 0.710733, acc.: 66.05%, KL div.: 0.018851] [G loss: 0.709085, KL div.: 0.706031, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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423 [D loss: 0.705699, acc.: 65.71%, KL div.: 0.017531] [G loss: 0.710138, KL div.: 0.707144, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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424 [D loss: 0.707654, acc.: 67.22%, KL div.: 0.014860] [G loss: 0.724729, KL div.: 0.721774, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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425 [D loss: 0.710090, acc.: 67.86%, KL div.: 0.012504] [G loss: 0.715255, KL div.: 0.712348, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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426 [D loss: 0.705519, acc.: 66.79%, KL div.: 0.012249] [G loss: 0.709710, KL div.: 0.706714, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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427 [D loss: 0.709061, acc.: 68.34%, KL div.: 0.010307] [G loss: 0.715659, KL div.: 0.712750, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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428 [D loss: 0.709469, acc.: 67.35%, KL div.: 0.009693] [G loss: 0.702831, KL div.: 0.699945, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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429 [D loss: 0.712376, acc.: 67.70%, KL div.: 0.007587] [G loss: 0.689765, KL div.: 0.686902, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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430 [D loss: 0.710538, acc.: 67.52%, KL div.: 0.006026] [G loss: 0.690219, KL div.: 0.687375, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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431 [D loss: 0.712112, acc.: 67.41%, KL div.: 0.005516] [G loss: 0.690214, KL div.: 0.687403, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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432 [D loss: 0.708582, acc.: 66.57%, KL div.: 0.002869] [G loss: 0.676799, KL div.: 0.674069, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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433 [D loss: 0.708933, acc.: 65.97%, KL div.: 0.003657] [G loss: 0.665042, KL div.: 0.662354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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434 [D loss: 0.708532, acc.: 65.75%, KL div.: 0.005135] [G loss: 0.671290, KL div.: 0.668631, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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435 [D loss: 0.707657, acc.: 65.36%, KL div.: 0.003229] [G loss: 0.664132, KL div.: 0.661511, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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436 [D loss: 0.711655, acc.: 66.52%, KL div.: 0.001203] [G loss: 0.664574, KL div.: 0.661980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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437 [D loss: 0.702457, acc.: 65.12%, KL div.: 0.000915] [G loss: 0.665701, KL div.: 0.663064, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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438 [D loss: 0.701750, acc.: 64.22%, KL div.: 0.001121] [G loss: 0.657826, KL div.: 0.655239, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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439 [D loss: 0.701019, acc.: 64.51%, KL div.: 0.000419] [G loss: 0.660467, KL div.: 0.657879, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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440 [D loss: 0.696458, acc.: 64.21%, KL div.: -0.000383] [G loss: 0.662479, KL div.: 0.659961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
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441 [D loss: 0.685443, acc.: 62.98%, KL div.: 0.000751] [G loss: 0.668814, KL div.: 0.666285, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
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442 [D loss: 0.686660, acc.: 63.02%, KL div.: 0.001399] [G loss: 0.666015, KL div.: 0.663463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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443 [D loss: 0.687190, acc.: 63.77%, KL div.: -0.000769] [G loss: 0.670573, KL div.: 0.667978, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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444 [D loss: 0.676538, acc.: 62.91%, KL div.: -0.000231] [G loss: 0.685768, KL div.: 0.683108, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 80us/step
445 [D loss: 0.669767, acc.: 61.75%, KL div.: -0.000535] [G loss: 0.682912, KL div.: 0.680199, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 723us/step
446 [D loss: 0.672531, acc.: 63.23%, KL div.: 0.000012] [G loss: 0.691281, KL div.: 0.688632, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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447 [D loss: 0.671190, acc.: 63.31%, KL div.: 0.001576] [G loss: 0.694326, KL div.: 0.691567, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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448 [D loss: 0.662896, acc.: 62.62%, KL div.: -0.000345] [G loss: 0.702264, KL div.: 0.699502, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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449 [D loss: 0.662888, acc.: 63.45%, KL div.: -0.000470] [G loss: 0.713290, KL div.: 0.710457, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
450 [D loss: 0.651705, acc.: 62.61%, KL div.: -0.000342] [G loss: 0.716761, KL div.: 0.713917, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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451 [D loss: 0.650671, acc.: 63.08%, KL div.: -0.000764] [G loss: 0.729411, KL div.: 0.726489, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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452 [D loss: 0.653095, acc.: 63.13%, KL div.: 0.002399] [G loss: 0.724477, KL div.: 0.721476, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
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453 [D loss: 0.649668, acc.: 63.31%, KL div.: 0.003098] [G loss: 0.744096, KL div.: 0.741080, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 2ms/step
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454 [D loss: 0.650665, acc.: 62.97%, KL div.: 0.003901] [G loss: 0.734821, KL div.: 0.731820, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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455 [D loss: 0.652626, acc.: 63.18%, KL div.: 0.002553] [G loss: 0.729051, KL div.: 0.726028, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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456 [D loss: 0.657998, acc.: 63.23%, KL div.: 0.004606] [G loss: 0.720364, KL div.: 0.717391, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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457 [D loss: 0.668878, acc.: 63.24%, KL div.: 0.007243] [G loss: 0.707169, KL div.: 0.704369, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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458 [D loss: 0.671890, acc.: 61.73%, KL div.: 0.007804] [G loss: 0.692094, KL div.: 0.689218, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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459 [D loss: 0.676972, acc.: 61.86%, KL div.: 0.008707] [G loss: 0.683574, KL div.: 0.680831, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 314us/step
460 [D loss: 0.685534, acc.: 61.29%, KL div.: 0.009337] [G loss: 0.652869, KL div.: 0.650187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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461 [D loss: 0.686539, acc.: 59.47%, KL div.: 0.011665] [G loss: 0.636706, KL div.: 0.634134, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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462 [D loss: 0.694414, acc.: 59.49%, KL div.: 0.013623] [G loss: 0.630062, KL div.: 0.627541, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 279us/step
463 [D loss: 0.694947, acc.: 58.75%, KL div.: 0.015587] [G loss: 0.626101, KL div.: 0.623633, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
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464 [D loss: 0.693599, acc.: 57.93%, KL div.: 0.017030] [G loss: 0.623847, KL div.: 0.621333, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
465 [D loss: 0.689873, acc.: 57.20%, KL div.: 0.018845] [G loss: 0.623299, KL div.: 0.620808, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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466 [D loss: 0.694707, acc.: 56.23%, KL div.: 0.022291] [G loss: 0.612353, KL div.: 0.609869, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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467 [D loss: 0.689270, acc.: 54.67%, KL div.: 0.024612] [G loss: 0.611510, KL div.: 0.608889, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
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468 [D loss: 0.692171, acc.: 54.55%, KL div.: 0.027399] [G loss: 0.611145, KL div.: 0.608499, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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469 [D loss: 0.695161, acc.: 54.39%, KL div.: 0.029085] [G loss: 0.605374, KL div.: 0.602698, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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470 [D loss: 0.700613, acc.: 53.77%, KL div.: 0.031585] [G loss: 0.593570, KL div.: 0.590656, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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471 [D loss: 0.699029, acc.: 53.53%, KL div.: 0.032249] [G loss: 0.603929, KL div.: 0.600981, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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472 [D loss: 0.706429, acc.: 53.89%, KL div.: 0.033372] [G loss: 0.592831, KL div.: 0.589677, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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473 [D loss: 0.711666, acc.: 54.06%, KL div.: 0.031005] [G loss: 0.597827, KL div.: 0.594626, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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474 [D loss: 0.712332, acc.: 54.85%, KL div.: 0.028222] [G loss: 0.601512, KL div.: 0.598098, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
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475 [D loss: 0.712903, acc.: 57.06%, KL div.: 0.024262] [G loss: 0.620147, KL div.: 0.616561, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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476 [D loss: 0.704754, acc.: 57.88%, KL div.: 0.019751] [G loss: 0.639842, KL div.: 0.636083, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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477 [D loss: 0.690321, acc.: 60.33%, KL div.: 0.013244] [G loss: 0.679540, KL div.: 0.675885, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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478 [D loss: 0.684846, acc.: 63.27%, KL div.: 0.006868] [G loss: 0.702079, KL div.: 0.698412, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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479 [D loss: 0.662690, acc.: 64.29%, KL div.: 0.003148] [G loss: 0.741995, KL div.: 0.738286, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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480 [D loss: 0.645208, acc.: 64.98%, KL div.: -0.001604] [G loss: 0.765528, KL div.: 0.761894, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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481 [D loss: 0.646742, acc.: 67.21%, KL div.: -0.006299] [G loss: 0.776632, KL div.: 0.773167, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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482 [D loss: 0.638537, acc.: 66.96%, KL div.: -0.006141] [G loss: 0.794086, KL div.: 0.790753, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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483 [D loss: 0.641143, acc.: 66.98%, KL div.: -0.005573] [G loss: 0.781242, KL div.: 0.778155, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 546us/step
484 [D loss: 0.643260, acc.: 66.51%, KL div.: -0.007074] [G loss: 0.763349, KL div.: 0.760552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 102us/step
485 [D loss: 0.653618, acc.: 66.42%, KL div.: -0.008300] [G loss: 0.739801, KL div.: 0.736964, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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486 [D loss: 0.662665, acc.: 66.33%, KL div.: -0.007635] [G loss: 0.719490, KL div.: 0.716993, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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487 [D loss: 0.670770, acc.: 65.30%, KL div.: -0.007501] [G loss: 0.692387, KL div.: 0.690020, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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488 [D loss: 0.681845, acc.: 65.00%, KL div.: -0.004795] [G loss: 0.676341, KL div.: 0.674113, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 567us/step
489 [D loss: 0.689984, acc.: 64.12%, KL div.: -0.005364] [G loss: 0.653289, KL div.: 0.651231, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
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490 [D loss: 0.701633, acc.: 63.72%, KL div.: -0.005231] [G loss: 0.627752, KL div.: 0.625793, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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491 [D loss: 0.698348, acc.: 61.58%, KL div.: -0.002891] [G loss: 0.619078, KL div.: 0.617194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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492 [D loss: 0.694451, acc.: 60.28%, KL div.: -0.000873] [G loss: 0.615048, KL div.: 0.613213, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
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493 [D loss: 0.688717, acc.: 58.85%, KL div.: 0.002471] [G loss: 0.614985, KL div.: 0.613162, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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494 [D loss: 0.680431, acc.: 56.71%, KL div.: 0.007706] [G loss: 0.618630, KL div.: 0.616868, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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495 [D loss: 0.668717, acc.: 54.93%, KL div.: 0.011932] [G loss: 0.625964, KL div.: 0.624208, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
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496 [D loss: 0.662187, acc.: 53.11%, KL div.: 0.017554] [G loss: 0.629534, KL div.: 0.627710, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
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497 [D loss: 0.660391, acc.: 52.12%, KL div.: 0.022758] [G loss: 0.625703, KL div.: 0.623876, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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498 [D loss: 0.653543, acc.: 50.14%, KL div.: 0.029435] [G loss: 0.627196, KL div.: 0.625248, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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499 [D loss: 0.659175, acc.: 48.35%, KL div.: 0.035226] [G loss: 0.611288, KL div.: 0.609145, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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4/4 [==============================] - 1s 54ms/step
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500 [D loss: 0.669962, acc.: 47.85%, KL div.: 0.038962] [G loss: 0.596223, KL div.: 0.593930, FID: 76.099036]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 70ms/step
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501 [D loss: 0.689101, acc.: 47.92%, KL div.: 0.039997] [G loss: 0.574472, KL div.: 0.572072, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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502 [D loss: 0.712412, acc.: 46.22%, KL div.: 0.044057] [G loss: 0.545386, KL div.: 0.542654, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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503 [D loss: 0.729392, acc.: 48.45%, KL div.: 0.036996] [G loss: 0.540212, KL div.: 0.537521, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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504 [D loss: 0.756455, acc.: 49.80%, KL div.: 0.031141] [G loss: 0.533383, KL div.: 0.530591, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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505 [D loss: 0.755226, acc.: 55.18%, KL div.: 0.017657] [G loss: 0.572272, KL div.: 0.569642, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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506 [D loss: 0.723449, acc.: 58.96%, KL div.: 0.002691] [G loss: 0.641798, KL div.: 0.639223, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
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507 [D loss: 0.685793, acc.: 64.23%, KL div.: -0.010350] [G loss: 0.721253, KL div.: 0.718577, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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508 [D loss: 0.645419, acc.: 68.44%, KL div.: -0.020009] [G loss: 0.822064, KL div.: 0.819248, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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509 [D loss: 0.614850, acc.: 71.94%, KL div.: -0.028445] [G loss: 0.889729, KL div.: 0.886681, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
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510 [D loss: 0.602194, acc.: 74.63%, KL div.: -0.032749] [G loss: 0.948845, KL div.: 0.945592, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 154us/step
511 [D loss: 0.594350, acc.: 75.52%, KL div.: -0.033757] [G loss: 0.972123, KL div.: 0.968802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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512 [D loss: 0.592574, acc.: 73.90%, KL div.: -0.029691] [G loss: 0.970780, KL div.: 0.967385, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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513 [D loss: 0.604648, acc.: 75.54%, KL div.: -0.030914] [G loss: 0.948887, KL div.: 0.945644, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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514 [D loss: 0.612821, acc.: 73.63%, KL div.: -0.027060] [G loss: 0.913159, KL div.: 0.910074, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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515 [D loss: 0.624449, acc.: 72.36%, KL div.: -0.024749] [G loss: 0.868417, KL div.: 0.865505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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516 [D loss: 0.657783, acc.: 73.43%, KL div.: -0.027535] [G loss: 0.786813, KL div.: 0.784181, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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517 [D loss: 0.664198, acc.: 70.44%, KL div.: -0.022364] [G loss: 0.748426, KL div.: 0.746023, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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518 [D loss: 0.677562, acc.: 68.79%, KL div.: -0.018541] [G loss: 0.706523, KL div.: 0.704258, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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519 [D loss: 0.691485, acc.: 68.93%, KL div.: -0.022559] [G loss: 0.674722, KL div.: 0.672661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 936us/step
520 [D loss: 0.704775, acc.: 66.96%, KL div.: -0.020035] [G loss: 0.639075, KL div.: 0.637151, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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521 [D loss: 0.705596, acc.: 65.72%, KL div.: -0.017810] [G loss: 0.629292, KL div.: 0.627478, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 137us/step
522 [D loss: 0.705547, acc.: 63.94%, KL div.: -0.015740] [G loss: 0.613323, KL div.: 0.611677, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
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523 [D loss: 0.703862, acc.: 63.01%, KL div.: -0.013191] [G loss: 0.611730, KL div.: 0.610134, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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524 [D loss: 0.690966, acc.: 60.55%, KL div.: -0.011000] [G loss: 0.615243, KL div.: 0.613649, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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525 [D loss: 0.684432, acc.: 59.09%, KL div.: -0.005061] [G loss: 0.615568, KL div.: 0.614022, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
526 [D loss: 0.667396, acc.: 56.62%, KL div.: 0.000619] [G loss: 0.633552, KL div.: 0.632023, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 554us/step
527 [D loss: 0.661613, acc.: 55.13%, KL div.: 0.006511] [G loss: 0.634825, KL div.: 0.633306, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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528 [D loss: 0.649133, acc.: 52.72%, KL div.: 0.012516] [G loss: 0.640789, KL div.: 0.639127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
529 [D loss: 0.645489, acc.: 50.87%, KL div.: 0.021106] [G loss: 0.638592, KL div.: 0.636806, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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530 [D loss: 0.646468, acc.: 49.39%, KL div.: 0.028280] [G loss: 0.631759, KL div.: 0.629843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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531 [D loss: 0.646496, acc.: 46.24%, KL div.: 0.037819] [G loss: 0.615195, KL div.: 0.612974, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 150us/step
532 [D loss: 0.667970, acc.: 46.27%, KL div.: 0.040700] [G loss: 0.589563, KL div.: 0.587203, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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533 [D loss: 0.680103, acc.: 45.35%, KL div.: 0.046124] [G loss: 0.576381, KL div.: 0.573851, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 533us/step
534 [D loss: 0.713594, acc.: 46.10%, KL div.: 0.046301] [G loss: 0.540938, KL div.: 0.538202, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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535 [D loss: 0.738808, acc.: 48.81%, KL div.: 0.039935] [G loss: 0.534337, KL div.: 0.531480, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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536 [D loss: 0.753004, acc.: 48.61%, KL div.: 0.036525] [G loss: 0.525411, KL div.: 0.522467, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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537 [D loss: 0.765247, acc.: 52.37%, KL div.: 0.025732] [G loss: 0.542023, KL div.: 0.539160, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
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538 [D loss: 0.755439, acc.: 57.35%, KL div.: 0.012227] [G loss: 0.586319, KL div.: 0.583597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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539 [D loss: 0.712638, acc.: 61.02%, KL div.: -0.002759] [G loss: 0.651853, KL div.: 0.649212, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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540 [D loss: 0.681225, acc.: 66.07%, KL div.: -0.016443] [G loss: 0.714750, KL div.: 0.712059, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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541 [D loss: 0.651542, acc.: 69.90%, KL div.: -0.026222] [G loss: 0.778067, KL div.: 0.775303, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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542 [D loss: 0.618867, acc.: 71.76%, KL div.: -0.033711] [G loss: 0.846128, KL div.: 0.843152, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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543 [D loss: 0.600985, acc.: 73.35%, KL div.: -0.036777] [G loss: 0.897749, KL div.: 0.894586, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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544 [D loss: 0.592672, acc.: 74.91%, KL div.: -0.037901] [G loss: 0.940223, KL div.: 0.936875, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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545 [D loss: 0.576127, acc.: 74.21%, KL div.: -0.038870] [G loss: 0.971982, KL div.: 0.968462, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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546 [D loss: 0.588670, acc.: 75.43%, KL div.: -0.038291] [G loss: 0.956238, KL div.: 0.952878, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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547 [D loss: 0.593304, acc.: 74.54%, KL div.: -0.036510] [G loss: 0.935804, KL div.: 0.932592, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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548 [D loss: 0.597136, acc.: 72.55%, KL div.: -0.033120] [G loss: 0.904280, KL div.: 0.901207, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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549 [D loss: 0.608846, acc.: 71.27%, KL div.: -0.030965] [G loss: 0.855380, KL div.: 0.852587, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 744us/step
550 [D loss: 0.637035, acc.: 72.44%, KL div.: -0.031473] [G loss: 0.801641, KL div.: 0.799054, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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551 [D loss: 0.652595, acc.: 71.35%, KL div.: -0.030013] [G loss: 0.754598, KL div.: 0.752194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 120us/step
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552 [D loss: 0.667511, acc.: 69.98%, KL div.: -0.029286] [G loss: 0.704256, KL div.: 0.702108, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
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553 [D loss: 0.675396, acc.: 68.02%, KL div.: -0.028927] [G loss: 0.670001, KL div.: 0.668047, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 356us/step
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554 [D loss: 0.687638, acc.: 66.67%, KL div.: -0.028038] [G loss: 0.640153, KL div.: 0.638333, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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555 [D loss: 0.684650, acc.: 64.19%, KL div.: -0.024287] [G loss: 0.630096, KL div.: 0.628398, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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556 [D loss: 0.695763, acc.: 63.96%, KL div.: -0.025273] [G loss: 0.607289, KL div.: 0.605705, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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557 [D loss: 0.695442, acc.: 63.10%, KL div.: -0.023523] [G loss: 0.604568, KL div.: 0.603079, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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558 [D loss: 0.690313, acc.: 61.97%, KL div.: -0.023030] [G loss: 0.603277, KL div.: 0.601835, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
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559 [D loss: 0.681087, acc.: 59.83%, KL div.: -0.016611] [G loss: 0.607905, KL div.: 0.606547, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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560 [D loss: 0.672930, acc.: 58.45%, KL div.: -0.013835] [G loss: 0.612937, KL div.: 0.611580, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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561 [D loss: 0.671210, acc.: 57.43%, KL div.: -0.007490] [G loss: 0.614084, KL div.: 0.612698, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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562 [D loss: 0.664518, acc.: 55.67%, KL div.: -0.001437] [G loss: 0.615209, KL div.: 0.613790, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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563 [D loss: 0.660891, acc.: 54.62%, KL div.: 0.003328] [G loss: 0.616340, KL div.: 0.614942, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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564 [D loss: 0.656682, acc.: 52.40%, KL div.: 0.010772] [G loss: 0.612636, KL div.: 0.611066, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 487us/step
565 [D loss: 0.658535, acc.: 51.51%, KL div.: 0.016308] [G loss: 0.609298, KL div.: 0.607658, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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566 [D loss: 0.652396, acc.: 49.18%, KL div.: 0.022707] [G loss: 0.606659, KL div.: 0.604904, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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567 [D loss: 0.670660, acc.: 49.38%, KL div.: 0.027942] [G loss: 0.586074, KL div.: 0.584153, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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568 [D loss: 0.683399, acc.: 49.58%, KL div.: 0.028764] [G loss: 0.574033, KL div.: 0.572084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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569 [D loss: 0.693737, acc.: 48.66%, KL div.: 0.031606] [G loss: 0.560669, KL div.: 0.558530, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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570 [D loss: 0.714893, acc.: 50.57%, KL div.: 0.028196] [G loss: 0.545794, KL div.: 0.543655, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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571 [D loss: 0.721545, acc.: 50.99%, KL div.: 0.026185] [G loss: 0.544133, KL div.: 0.541978, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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572 [D loss: 0.725390, acc.: 53.11%, KL div.: 0.019070] [G loss: 0.548057, KL div.: 0.546007, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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573 [D loss: 0.722409, acc.: 54.89%, KL div.: 0.011143] [G loss: 0.564605, KL div.: 0.562641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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574 [D loss: 0.719527, acc.: 58.29%, KL div.: 0.001830] [G loss: 0.587690, KL div.: 0.585895, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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575 [D loss: 0.703626, acc.: 60.71%, KL div.: -0.007937] [G loss: 0.612908, KL div.: 0.611219, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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576 [D loss: 0.682297, acc.: 63.91%, KL div.: -0.018566] [G loss: 0.656168, KL div.: 0.654681, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 950us/step
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577 [D loss: 0.656786, acc.: 66.50%, KL div.: -0.028521] [G loss: 0.697596, KL div.: 0.696205, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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578 [D loss: 0.634678, acc.: 68.20%, KL div.: -0.036292] [G loss: 0.729929, KL div.: 0.728545, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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579 [D loss: 0.613637, acc.: 69.13%, KL div.: -0.044690] [G loss: 0.762443, KL div.: 0.761029, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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580 [D loss: 0.609417, acc.: 70.04%, KL div.: -0.041654] [G loss: 0.780609, KL div.: 0.779212, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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581 [D loss: 0.599009, acc.: 71.30%, KL div.: -0.052361] [G loss: 0.798456, KL div.: 0.797026, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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582 [D loss: 0.597805, acc.: 71.09%, KL div.: -0.051256] [G loss: 0.795081, KL div.: 0.793680, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 129us/step
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583 [D loss: 0.598503, acc.: 71.42%, KL div.: -0.053544] [G loss: 0.795114, KL div.: 0.793730, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 357us/step
584 [D loss: 0.597934, acc.: 70.97%, KL div.: -0.051905] [G loss: 0.796933, KL div.: 0.795530, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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585 [D loss: 0.602858, acc.: 70.40%, KL div.: -0.050528] [G loss: 0.782720, KL div.: 0.781340, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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586 [D loss: 0.610251, acc.: 70.91%, KL div.: -0.054085] [G loss: 0.768162, KL div.: 0.766822, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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587 [D loss: 0.615383, acc.: 70.29%, KL div.: -0.052264] [G loss: 0.754678, KL div.: 0.753346, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 498us/step
588 [D loss: 0.618471, acc.: 69.12%, KL div.: -0.048621] [G loss: 0.738913, KL div.: 0.737622, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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4/4 [==============================] - 0s 241us/step
589 [D loss: 0.632724, acc.: 68.87%, KL div.: -0.050046] [G loss: 0.711448, KL div.: 0.710210, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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590 [D loss: 0.640073, acc.: 68.51%, KL div.: -0.047247] [G loss: 0.696533, KL div.: 0.695308, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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591 [D loss: 0.649150, acc.: 68.10%, KL div.: -0.047562] [G loss: 0.680800, KL div.: 0.679597, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
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4/4 [==============================] - 0s 903us/step
592 [D loss: 0.656613, acc.: 68.21%, KL div.: -0.049060] [G loss: 0.670137, KL div.: 0.668967, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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593 [D loss: 0.662954, acc.: 67.13%, KL div.: -0.047600] [G loss: 0.652870, KL div.: 0.651736, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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594 [D loss: 0.662501, acc.: 66.01%, KL div.: -0.044284] [G loss: 0.645877, KL div.: 0.644790, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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595 [D loss: 0.669459, acc.: 65.87%, KL div.: -0.044698] [G loss: 0.635735, KL div.: 0.634692, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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596 [D loss: 0.668042, acc.: 65.02%, KL div.: -0.041354] [G loss: 0.635175, KL div.: 0.634163, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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597 [D loss: 0.668862, acc.: 64.58%, KL div.: -0.041557] [G loss: 0.630917, KL div.: 0.629925, FID: 0.000000]
4/4 [==============================] - 0s 0s/step
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598 [D loss: 0.665507, acc.: 63.08%, KL div.: -0.035109] [G loss: 0.632284, KL div.: 0.631279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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599 [D loss: 0.663219, acc.: 62.16%, KL div.: -0.031842] [G loss: 0.631678, KL div.: 0.630702, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 1s 73ms/step
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600 [D loss: 0.662801, acc.: 62.07%, KL div.: -0.031844] [G loss: 0.629720, KL div.: 0.628742, FID: 83.609197]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 71ms/step
4/4 [==============================] - 0s 3ms/step
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601 [D loss: 0.663144, acc.: 60.90%, KL div.: -0.024079] [G loss: 0.632428, KL div.: 0.631424, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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602 [D loss: 0.651640, acc.: 58.75%, KL div.: -0.023090] [G loss: 0.632454, KL div.: 0.631379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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603 [D loss: 0.652566, acc.: 58.02%, KL div.: -0.016698] [G loss: 0.632881, KL div.: 0.631798, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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604 [D loss: 0.656788, acc.: 57.47%, KL div.: -0.011005] [G loss: 0.625670, KL div.: 0.624501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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605 [D loss: 0.660833, acc.: 57.20%, KL div.: -0.006064] [G loss: 0.624631, KL div.: 0.623445, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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606 [D loss: 0.657987, acc.: 54.85%, KL div.: -0.001372] [G loss: 0.617214, KL div.: 0.615856, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 440us/step
607 [D loss: 0.663771, acc.: 55.36%, KL div.: 0.001348] [G loss: 0.614599, KL div.: 0.613244, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 748us/step
608 [D loss: 0.664733, acc.: 54.74%, KL div.: 0.004684] [G loss: 0.609256, KL div.: 0.607859, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 530us/step
609 [D loss: 0.674190, acc.: 53.45%, KL div.: 0.007968] [G loss: 0.592600, KL div.: 0.590979, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
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610 [D loss: 0.682402, acc.: 53.90%, KL div.: 0.009004] [G loss: 0.588513, KL div.: 0.586922, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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611 [D loss: 0.690547, acc.: 54.50%, KL div.: 0.007582] [G loss: 0.582113, KL div.: 0.580463, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 258us/step
612 [D loss: 0.703370, acc.: 56.27%, KL div.: 0.003633] [G loss: 0.580791, KL div.: 0.579181, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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613 [D loss: 0.695547, acc.: 57.21%, KL div.: -0.001108] [G loss: 0.597860, KL div.: 0.596287, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
614 [D loss: 0.698135, acc.: 59.99%, KL div.: -0.007623] [G loss: 0.607166, KL div.: 0.605680, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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615 [D loss: 0.681214, acc.: 60.75%, KL div.: -0.014426] [G loss: 0.629080, KL div.: 0.627646, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
616 [D loss: 0.671171, acc.: 63.02%, KL div.: -0.021651] [G loss: 0.652555, KL div.: 0.651209, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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617 [D loss: 0.662647, acc.: 64.34%, KL div.: -0.026780] [G loss: 0.666021, KL div.: 0.664673, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
618 [D loss: 0.647540, acc.: 66.44%, KL div.: -0.034212] [G loss: 0.698976, KL div.: 0.697652, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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619 [D loss: 0.637562, acc.: 67.95%, KL div.: -0.038952] [G loss: 0.715842, KL div.: 0.714558, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
620 [D loss: 0.625174, acc.: 68.50%, KL div.: -0.043467] [G loss: 0.733186, KL div.: 0.731867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
621 [D loss: 0.619411, acc.: 69.67%, KL div.: -0.044744] [G loss: 0.754290, KL div.: 0.752977, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
622 [D loss: 0.611159, acc.: 69.64%, KL div.: -0.049372] [G loss: 0.762319, KL div.: 0.760985, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
623 [D loss: 0.608452, acc.: 70.31%, KL div.: -0.050725] [G loss: 0.771975, KL div.: 0.770602, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
624 [D loss: 0.608299, acc.: 70.15%, KL div.: -0.049803] [G loss: 0.774326, KL div.: 0.772933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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625 [D loss: 0.605317, acc.: 70.38%, KL div.: -0.050656] [G loss: 0.781994, KL div.: 0.780634, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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626 [D loss: 0.606248, acc.: 70.37%, KL div.: -0.049736] [G loss: 0.786456, KL div.: 0.785113, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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627 [D loss: 0.605177, acc.: 70.07%, KL div.: -0.050532] [G loss: 0.778102, KL div.: 0.776717, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 514us/step
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628 [D loss: 0.611701, acc.: 70.34%, KL div.: -0.051536] [G loss: 0.774337, KL div.: 0.772990, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
629 [D loss: 0.616547, acc.: 69.82%, KL div.: -0.050334] [G loss: 0.759150, KL div.: 0.757807, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
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630 [D loss: 0.622065, acc.: 69.27%, KL div.: -0.048613] [G loss: 0.744580, KL div.: 0.743258, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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631 [D loss: 0.624866, acc.: 68.86%, KL div.: -0.047864] [G loss: 0.738227, KL div.: 0.736894, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 80us/step
632 [D loss: 0.639243, acc.: 69.03%, KL div.: -0.049330] [G loss: 0.707307, KL div.: 0.706043, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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633 [D loss: 0.642208, acc.: 67.49%, KL div.: -0.043639] [G loss: 0.698517, KL div.: 0.697321, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
634 [D loss: 0.649257, acc.: 67.71%, KL div.: -0.047439] [G loss: 0.683445, KL div.: 0.682267, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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635 [D loss: 0.656465, acc.: 67.05%, KL div.: -0.046246] [G loss: 0.666861, KL div.: 0.665691, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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636 [D loss: 0.654761, acc.: 65.78%, KL div.: -0.041764] [G loss: 0.660368, KL div.: 0.659248, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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637 [D loss: 0.663826, acc.: 65.97%, KL div.: -0.043939] [G loss: 0.647407, KL div.: 0.646331, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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638 [D loss: 0.665210, acc.: 65.38%, KL div.: -0.043318] [G loss: 0.643265, KL div.: 0.642203, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
639 [D loss: 0.667360, acc.: 64.23%, KL div.: -0.038671] [G loss: 0.635025, KL div.: 0.633945, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
640 [D loss: 0.666451, acc.: 63.69%, KL div.: -0.038210] [G loss: 0.634874, KL div.: 0.633845, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 92us/step
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641 [D loss: 0.665196, acc.: 62.87%, KL div.: -0.036019] [G loss: 0.632689, KL div.: 0.631656, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
642 [D loss: 0.666187, acc.: 62.55%, KL div.: -0.034462] [G loss: 0.630509, KL div.: 0.629501, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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643 [D loss: 0.663201, acc.: 61.54%, KL div.: -0.032555] [G loss: 0.628695, KL div.: 0.627680, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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644 [D loss: 0.662993, acc.: 61.24%, KL div.: -0.030866] [G loss: 0.629348, KL div.: 0.628327, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 496us/step
645 [D loss: 0.661791, acc.: 60.10%, KL div.: -0.025894] [G loss: 0.628163, KL div.: 0.627126, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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646 [D loss: 0.660482, acc.: 59.55%, KL div.: -0.022113] [G loss: 0.627869, KL div.: 0.626826, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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647 [D loss: 0.658889, acc.: 58.79%, KL div.: -0.019809] [G loss: 0.627265, KL div.: 0.626167, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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648 [D loss: 0.661269, acc.: 58.54%, KL div.: -0.015044] [G loss: 0.626279, KL div.: 0.625176, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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649 [D loss: 0.658822, acc.: 56.90%, KL div.: -0.011308] [G loss: 0.623847, KL div.: 0.622636, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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650 [D loss: 0.659391, acc.: 56.35%, KL div.: -0.008268] [G loss: 0.618922, KL div.: 0.617664, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
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651 [D loss: 0.666320, acc.: 56.19%, KL div.: -0.005584] [G loss: 0.612459, KL div.: 0.611110, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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652 [D loss: 0.668694, acc.: 55.54%, KL div.: -0.003447] [G loss: 0.607569, KL div.: 0.606114, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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653 [D loss: 0.670289, acc.: 53.90%, KL div.: -0.000585] [G loss: 0.594592, KL div.: 0.593065, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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654 [D loss: 0.684897, acc.: 56.28%, KL div.: -0.001379] [G loss: 0.594562, KL div.: 0.593049, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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655 [D loss: 0.688419, acc.: 55.75%, KL div.: -0.001797] [G loss: 0.589580, KL div.: 0.587977, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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656 [D loss: 0.688031, acc.: 56.68%, KL div.: -0.003513] [G loss: 0.596627, KL div.: 0.595010, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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657 [D loss: 0.683424, acc.: 57.78%, KL div.: -0.006544] [G loss: 0.609635, KL div.: 0.608047, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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658 [D loss: 0.696679, acc.: 59.97%, KL div.: -0.011029] [G loss: 0.606465, KL div.: 0.604837, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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659 [D loss: 0.686232, acc.: 61.28%, KL div.: -0.015634] [G loss: 0.629362, KL div.: 0.627769, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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660 [D loss: 0.675630, acc.: 62.58%, KL div.: -0.021630] [G loss: 0.646664, KL div.: 0.645146, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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661 [D loss: 0.666634, acc.: 64.52%, KL div.: -0.026881] [G loss: 0.670745, KL div.: 0.669299, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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662 [D loss: 0.652348, acc.: 65.51%, KL div.: -0.030105] [G loss: 0.689499, KL div.: 0.688011, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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663 [D loss: 0.646315, acc.: 66.55%, KL div.: -0.034069] [G loss: 0.707510, KL div.: 0.705986, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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664 [D loss: 0.637107, acc.: 67.39%, KL div.: -0.037579] [G loss: 0.726892, KL div.: 0.725422, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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665 [D loss: 0.629957, acc.: 68.56%, KL div.: -0.038541] [G loss: 0.749205, KL div.: 0.747738, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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666 [D loss: 0.625567, acc.: 68.90%, KL div.: -0.041627] [G loss: 0.753261, KL div.: 0.751721, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 932us/step
667 [D loss: 0.620951, acc.: 69.02%, KL div.: -0.042308] [G loss: 0.770200, KL div.: 0.768657, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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668 [D loss: 0.616486, acc.: 69.39%, KL div.: -0.041104] [G loss: 0.781332, KL div.: 0.779766, FID: 0.000000]
4/4 [==============================] - 0s 368us/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
669 [D loss: 0.619025, acc.: 69.37%, KL div.: -0.042164] [G loss: 0.774263, KL div.: 0.772710, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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4/4 [==============================] - 0s 465us/step
670 [D loss: 0.619565, acc.: 69.34%, KL div.: -0.042609] [G loss: 0.770705, KL div.: 0.769166, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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671 [D loss: 0.621672, acc.: 69.74%, KL div.: -0.043208] [G loss: 0.767294, KL div.: 0.765744, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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672 [D loss: 0.625536, acc.: 69.24%, KL div.: -0.043769] [G loss: 0.754769, KL div.: 0.753282, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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673 [D loss: 0.633368, acc.: 69.35%, KL div.: -0.042895] [G loss: 0.740327, KL div.: 0.738880, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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674 [D loss: 0.633343, acc.: 67.65%, KL div.: -0.040422] [G loss: 0.721699, KL div.: 0.720262, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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675 [D loss: 0.642637, acc.: 68.02%, KL div.: -0.040713] [G loss: 0.708616, KL div.: 0.707239, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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676 [D loss: 0.645623, acc.: 67.36%, KL div.: -0.040218] [G loss: 0.694367, KL div.: 0.693047, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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677 [D loss: 0.652595, acc.: 66.60%, KL div.: -0.039350] [G loss: 0.676826, KL div.: 0.675519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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678 [D loss: 0.655781, acc.: 65.29%, KL div.: -0.036099] [G loss: 0.665704, KL div.: 0.664466, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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679 [D loss: 0.657948, acc.: 65.19%, KL div.: -0.037657] [G loss: 0.655998, KL div.: 0.654787, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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680 [D loss: 0.659379, acc.: 64.44%, KL div.: -0.035510] [G loss: 0.650086, KL div.: 0.648923, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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681 [D loss: 0.661310, acc.: 64.11%, KL div.: -0.034068] [G loss: 0.644703, KL div.: 0.643548, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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682 [D loss: 0.661462, acc.: 63.25%, KL div.: -0.033263] [G loss: 0.640391, KL div.: 0.639236, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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683 [D loss: 0.660597, acc.: 62.51%, KL div.: -0.029876] [G loss: 0.639947, KL div.: 0.638844, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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684 [D loss: 0.664804, acc.: 62.52%, KL div.: -0.030362] [G loss: 0.632465, KL div.: 0.631375, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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685 [D loss: 0.663171, acc.: 61.88%, KL div.: -0.027783] [G loss: 0.630947, KL div.: 0.629886, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
686 [D loss: 0.664119, acc.: 61.54%, KL div.: -0.028075] [G loss: 0.626067, KL div.: 0.624962, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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687 [D loss: 0.660483, acc.: 60.30%, KL div.: -0.024182] [G loss: 0.629061, KL div.: 0.627962, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 242us/step
688 [D loss: 0.660998, acc.: 59.76%, KL div.: -0.021466] [G loss: 0.622683, KL div.: 0.621577, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
689 [D loss: 0.660147, acc.: 59.15%, KL div.: -0.018947] [G loss: 0.625744, KL div.: 0.624604, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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690 [D loss: 0.660374, acc.: 58.67%, KL div.: -0.015684] [G loss: 0.623846, KL div.: 0.622679, FID: 0.000000]
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
691 [D loss: 0.665232, acc.: 58.39%, KL div.: -0.012333] [G loss: 0.617345, KL div.: 0.616125, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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692 [D loss: 0.662284, acc.: 57.60%, KL div.: -0.010787] [G loss: 0.616208, KL div.: 0.614971, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
693 [D loss: 0.664001, acc.: 57.15%, KL div.: -0.009441] [G loss: 0.611939, KL div.: 0.610645, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
694 [D loss: 0.670485, acc.: 57.07%, KL div.: -0.006631] [G loss: 0.605116, KL div.: 0.603720, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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695 [D loss: 0.672386, acc.: 57.10%, KL div.: -0.005397] [G loss: 0.607371, KL div.: 0.605997, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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696 [D loss: 0.668977, acc.: 56.44%, KL div.: -0.005265] [G loss: 0.607222, KL div.: 0.605769, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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697 [D loss: 0.678028, acc.: 57.11%, KL div.: -0.004760] [G loss: 0.601251, KL div.: 0.599768, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
698 [D loss: 0.679322, acc.: 57.70%, KL div.: -0.005402] [G loss: 0.601698, KL div.: 0.600233, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
699 [D loss: 0.680965, acc.: 58.69%, KL div.: -0.007128] [G loss: 0.605079, KL div.: 0.603578, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 72ms/step
4/4 [==============================] - 0s 21ms/step
700 [D loss: 0.680298, acc.: 59.30%, KL div.: -0.010094] [G loss: 0.609792, KL div.: 0.608303, FID: 90.765043]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 572us/step
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701 [D loss: 0.679495, acc.: 60.54%, KL div.: -0.013014] [G loss: 0.623105, KL div.: 0.621629, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
702 [D loss: 0.671579, acc.: 61.03%, KL div.: -0.017138] [G loss: 0.630012, KL div.: 0.628555, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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703 [D loss: 0.666251, acc.: 61.97%, KL div.: -0.019753] [G loss: 0.640593, KL div.: 0.639183, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 452us/step
4/4 [==============================] - 0s 3ms/step
704 [D loss: 0.664250, acc.: 63.42%, KL div.: -0.022458] [G loss: 0.651886, KL div.: 0.650476, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
705 [D loss: 0.656525, acc.: 64.02%, KL div.: -0.026500] [G loss: 0.663211, KL div.: 0.661824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
706 [D loss: 0.650011, acc.: 64.62%, KL div.: -0.029502] [G loss: 0.673949, KL div.: 0.672607, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 233us/step
707 [D loss: 0.646603, acc.: 65.69%, KL div.: -0.031906] [G loss: 0.687322, KL div.: 0.686036, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 627us/step
708 [D loss: 0.637033, acc.: 65.48%, KL div.: -0.033743] [G loss: 0.700307, KL div.: 0.698987, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
709 [D loss: 0.635326, acc.: 66.43%, KL div.: -0.036898] [G loss: 0.704321, KL div.: 0.703034, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
710 [D loss: 0.632574, acc.: 67.05%, KL div.: -0.037823] [G loss: 0.713903, KL div.: 0.712638, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
711 [D loss: 0.628855, acc.: 66.67%, KL div.: -0.040153] [G loss: 0.712985, KL div.: 0.711684, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
712 [D loss: 0.629382, acc.: 66.70%, KL div.: -0.038260] [G loss: 0.717296, KL div.: 0.716047, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
713 [D loss: 0.628789, acc.: 66.98%, KL div.: -0.039345] [G loss: 0.714378, KL div.: 0.713134, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 388us/step
714 [D loss: 0.628972, acc.: 66.84%, KL div.: -0.038934] [G loss: 0.714981, KL div.: 0.713761, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
715 [D loss: 0.631248, acc.: 66.91%, KL div.: -0.040056] [G loss: 0.708545, KL div.: 0.707306, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
716 [D loss: 0.632215, acc.: 66.74%, KL div.: -0.039250] [G loss: 0.709224, KL div.: 0.708010, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
717 [D loss: 0.634320, acc.: 66.66%, KL div.: -0.038303] [G loss: 0.705250, KL div.: 0.704041, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
718 [D loss: 0.638396, acc.: 66.14%, KL div.: -0.036916] [G loss: 0.696420, KL div.: 0.695225, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
719 [D loss: 0.643042, acc.: 66.11%, KL div.: -0.035294] [G loss: 0.689423, KL div.: 0.688253, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
720 [D loss: 0.645183, acc.: 65.76%, KL div.: -0.035187] [G loss: 0.681791, KL div.: 0.680650, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
721 [D loss: 0.646638, acc.: 64.73%, KL div.: -0.034953] [G loss: 0.671267, KL div.: 0.670150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 514us/step
4/4 [==============================] - 0s 2ms/step
722 [D loss: 0.656214, acc.: 64.92%, KL div.: -0.036134] [G loss: 0.655853, KL div.: 0.654769, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
723 [D loss: 0.657502, acc.: 64.43%, KL div.: -0.032346] [G loss: 0.650777, KL div.: 0.649696, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
724 [D loss: 0.662028, acc.: 64.42%, KL div.: -0.031218] [G loss: 0.647466, KL div.: 0.646406, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 751us/step
4/4 [==============================] - 0s 3ms/step
725 [D loss: 0.660931, acc.: 63.61%, KL div.: -0.030632] [G loss: 0.644949, KL div.: 0.643876, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
726 [D loss: 0.661668, acc.: 63.43%, KL div.: -0.029038] [G loss: 0.643233, KL div.: 0.642174, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
727 [D loss: 0.662845, acc.: 62.54%, KL div.: -0.025805] [G loss: 0.639460, KL div.: 0.638438, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
728 [D loss: 0.660350, acc.: 61.72%, KL div.: -0.025290] [G loss: 0.636798, KL div.: 0.635714, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
729 [D loss: 0.661774, acc.: 61.41%, KL div.: -0.022633] [G loss: 0.634518, KL div.: 0.633477, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
730 [D loss: 0.660406, acc.: 60.56%, KL div.: -0.018887] [G loss: 0.632163, KL div.: 0.631063, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
731 [D loss: 0.662952, acc.: 60.14%, KL div.: -0.015113] [G loss: 0.628851, KL div.: 0.627779, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
732 [D loss: 0.664057, acc.: 59.39%, KL div.: -0.011188] [G loss: 0.627171, KL div.: 0.626050, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 804us/step
733 [D loss: 0.661990, acc.: 58.22%, KL div.: -0.008919] [G loss: 0.622759, KL div.: 0.621583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
734 [D loss: 0.664644, acc.: 58.07%, KL div.: -0.005644] [G loss: 0.622251, KL div.: 0.621020, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
735 [D loss: 0.666319, acc.: 57.72%, KL div.: -0.003393] [G loss: 0.620337, KL div.: 0.619068, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
736 [D loss: 0.667475, acc.: 56.91%, KL div.: -0.001075] [G loss: 0.617226, KL div.: 0.615923, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
737 [D loss: 0.671003, acc.: 57.00%, KL div.: 0.000647] [G loss: 0.613737, KL div.: 0.612372, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
738 [D loss: 0.677456, acc.: 57.24%, KL div.: 0.002028] [G loss: 0.608105, KL div.: 0.606711, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
739 [D loss: 0.678110, acc.: 57.25%, KL div.: 0.002739] [G loss: 0.609191, KL div.: 0.607769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 829us/step
740 [D loss: 0.675765, acc.: 57.15%, KL div.: 0.000971] [G loss: 0.610881, KL div.: 0.609459, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
741 [D loss: 0.684346, acc.: 58.53%, KL div.: -0.000489] [G loss: 0.608547, KL div.: 0.607101, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
742 [D loss: 0.681655, acc.: 58.49%, KL div.: -0.001547] [G loss: 0.616049, KL div.: 0.614607, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
743 [D loss: 0.676523, acc.: 58.71%, KL div.: -0.004155] [G loss: 0.618767, KL div.: 0.617317, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
744 [D loss: 0.678703, acc.: 59.93%, KL div.: -0.006864] [G loss: 0.626050, KL div.: 0.624603, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
745 [D loss: 0.673654, acc.: 61.19%, KL div.: -0.011297] [G loss: 0.639526, KL div.: 0.638164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
746 [D loss: 0.667794, acc.: 62.44%, KL div.: -0.014587] [G loss: 0.652667, KL div.: 0.651334, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
747 [D loss: 0.666104, acc.: 63.19%, KL div.: -0.017612] [G loss: 0.658250, KL div.: 0.656966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
748 [D loss: 0.657096, acc.: 63.75%, KL div.: -0.020391] [G loss: 0.675639, KL div.: 0.674384, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
749 [D loss: 0.651065, acc.: 64.20%, KL div.: -0.023099] [G loss: 0.685652, KL div.: 0.684389, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 654us/step
750 [D loss: 0.648421, acc.: 65.04%, KL div.: -0.025185] [G loss: 0.692675, KL div.: 0.691455, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
751 [D loss: 0.640473, acc.: 65.22%, KL div.: -0.025895] [G loss: 0.705444, KL div.: 0.704213, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
752 [D loss: 0.641146, acc.: 65.76%, KL div.: -0.028890] [G loss: 0.706900, KL div.: 0.705664, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
753 [D loss: 0.641247, acc.: 66.17%, KL div.: -0.029779] [G loss: 0.708152, KL div.: 0.706895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
754 [D loss: 0.641239, acc.: 66.09%, KL div.: -0.027119] [G loss: 0.713274, KL div.: 0.712040, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
755 [D loss: 0.638109, acc.: 65.86%, KL div.: -0.027729] [G loss: 0.716160, KL div.: 0.714929, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
756 [D loss: 0.639302, acc.: 66.10%, KL div.: -0.029430] [G loss: 0.710689, KL div.: 0.709428, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
757 [D loss: 0.640783, acc.: 66.26%, KL div.: -0.031278] [G loss: 0.707487, KL div.: 0.706256, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
758 [D loss: 0.642026, acc.: 65.47%, KL div.: -0.028427] [G loss: 0.703842, KL div.: 0.702650, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
759 [D loss: 0.650441, acc.: 65.87%, KL div.: -0.028873] [G loss: 0.687954, KL div.: 0.686733, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
760 [D loss: 0.654976, acc.: 65.44%, KL div.: -0.025867] [G loss: 0.682159, KL div.: 0.680992, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
761 [D loss: 0.657455, acc.: 65.31%, KL div.: -0.027332] [G loss: 0.673264, KL div.: 0.672111, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
762 [D loss: 0.660160, acc.: 64.80%, KL div.: -0.025848] [G loss: 0.665820, KL div.: 0.664678, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
763 [D loss: 0.663018, acc.: 64.26%, KL div.: -0.024938] [G loss: 0.657170, KL div.: 0.656042, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
764 [D loss: 0.663595, acc.: 64.24%, KL div.: -0.025301] [G loss: 0.654254, KL div.: 0.653173, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
765 [D loss: 0.666923, acc.: 63.67%, KL div.: -0.023354] [G loss: 0.646660, KL div.: 0.645577, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
766 [D loss: 0.669879, acc.: 62.84%, KL div.: -0.022706] [G loss: 0.633717, KL div.: 0.632653, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
767 [D loss: 0.670263, acc.: 62.57%, KL div.: -0.021094] [G loss: 0.634942, KL div.: 0.633933, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
768 [D loss: 0.670748, acc.: 62.00%, KL div.: -0.018996] [G loss: 0.629815, KL div.: 0.628778, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
769 [D loss: 0.673133, acc.: 61.02%, KL div.: -0.016892] [G loss: 0.621931, KL div.: 0.620915, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
770 [D loss: 0.675775, acc.: 60.84%, KL div.: -0.014311] [G loss: 0.622994, KL div.: 0.621993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 125us/step
771 [D loss: 0.671497, acc.: 60.17%, KL div.: -0.012362] [G loss: 0.624989, KL div.: 0.623966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
772 [D loss: 0.675429, acc.: 59.81%, KL div.: -0.010613] [G loss: 0.619143, KL div.: 0.618127, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 723us/step
4/4 [==============================] - 0s 2ms/step
773 [D loss: 0.673103, acc.: 59.07%, KL div.: -0.008708] [G loss: 0.617320, KL div.: 0.616265, FID: 0.000000]
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
774 [D loss: 0.676353, acc.: 58.69%, KL div.: -0.005521] [G loss: 0.612374, KL div.: 0.611306, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 663us/step
775 [D loss: 0.673467, acc.: 58.14%, KL div.: -0.003093] [G loss: 0.614306, KL div.: 0.613184, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
776 [D loss: 0.675187, acc.: 57.67%, KL div.: -0.001351] [G loss: 0.610923, KL div.: 0.609764, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
777 [D loss: 0.678183, acc.: 57.70%, KL div.: 0.000763] [G loss: 0.609425, KL div.: 0.608230, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
778 [D loss: 0.681446, acc.: 56.90%, KL div.: 0.002919] [G loss: 0.602825, KL div.: 0.601575, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 424us/step
779 [D loss: 0.682516, acc.: 56.95%, KL div.: 0.004814] [G loss: 0.606613, KL div.: 0.605344, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
780 [D loss: 0.688771, acc.: 56.82%, KL div.: 0.005488] [G loss: 0.597939, KL div.: 0.596606, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 365us/step
781 [D loss: 0.684622, acc.: 57.13%, KL div.: 0.005625] [G loss: 0.609007, KL div.: 0.607648, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
782 [D loss: 0.687441, acc.: 57.57%, KL div.: 0.003891] [G loss: 0.607754, KL div.: 0.606413, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
783 [D loss: 0.689829, acc.: 58.34%, KL div.: 0.002627] [G loss: 0.610318, KL div.: 0.609005, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
784 [D loss: 0.689280, acc.: 59.09%, KL div.: 0.000639] [G loss: 0.617929, KL div.: 0.616603, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
785 [D loss: 0.684507, acc.: 60.16%, KL div.: -0.003374] [G loss: 0.627279, KL div.: 0.625981, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 4ms/step
786 [D loss: 0.682078, acc.: 61.24%, KL div.: -0.006142] [G loss: 0.635316, KL div.: 0.634012, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 688us/step
4/4 [==============================] - 0s 0s/step
787 [D loss: 0.673783, acc.: 61.39%, KL div.: -0.009148] [G loss: 0.644459, KL div.: 0.643162, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
788 [D loss: 0.672781, acc.: 62.60%, KL div.: -0.011821] [G loss: 0.651777, KL div.: 0.650529, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
789 [D loss: 0.667051, acc.: 62.72%, KL div.: -0.014089] [G loss: 0.662921, KL div.: 0.661676, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
790 [D loss: 0.664655, acc.: 63.77%, KL div.: -0.016173] [G loss: 0.672953, KL div.: 0.671687, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 668us/step
4/4 [==============================] - 0s 2ms/step
791 [D loss: 0.656861, acc.: 63.74%, KL div.: -0.018329] [G loss: 0.681370, KL div.: 0.680164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
792 [D loss: 0.655945, acc.: 64.36%, KL div.: -0.019654] [G loss: 0.685527, KL div.: 0.684283, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
793 [D loss: 0.655912, acc.: 64.85%, KL div.: -0.019859] [G loss: 0.691659, KL div.: 0.690469, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 308us/step
794 [D loss: 0.654531, acc.: 65.35%, KL div.: -0.021402] [G loss: 0.697333, KL div.: 0.696105, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 9ms/step
795 [D loss: 0.657117, acc.: 65.60%, KL div.: -0.020908] [G loss: 0.696382, KL div.: 0.695179, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
796 [D loss: 0.654530, acc.: 65.29%, KL div.: -0.020725] [G loss: 0.697519, KL div.: 0.696283, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
797 [D loss: 0.653885, acc.: 65.26%, KL div.: -0.019735] [G loss: 0.696812, KL div.: 0.695607, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
798 [D loss: 0.660149, acc.: 65.31%, KL div.: -0.019464] [G loss: 0.684657, KL div.: 0.683509, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
799 [D loss: 0.660438, acc.: 64.73%, KL div.: -0.019616] [G loss: 0.680206, KL div.: 0.679047, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 56ms/step
4/4 [==============================] - 0s 25ms/step
800 [D loss: 0.662304, acc.: 65.03%, KL div.: -0.018387] [G loss: 0.677901, KL div.: 0.676763, FID: 64.746399]
1/1 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 69ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
801 [D loss: 0.664247, acc.: 64.18%, KL div.: -0.016845] [G loss: 0.669857, KL div.: 0.668738, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
802 [D loss: 0.661880, acc.: 63.67%, KL div.: -0.015835] [G loss: 0.669068, KL div.: 0.667961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
803 [D loss: 0.669889, acc.: 63.89%, KL div.: -0.015348] [G loss: 0.659859, KL div.: 0.658712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
804 [D loss: 0.669358, acc.: 63.35%, KL div.: -0.012550] [G loss: 0.656809, KL div.: 0.655596, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
805 [D loss: 0.672484, acc.: 63.27%, KL div.: -0.010671] [G loss: 0.655040, KL div.: 0.653824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
806 [D loss: 0.671835, acc.: 62.45%, KL div.: -0.010299] [G loss: 0.649589, KL div.: 0.648399, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
807 [D loss: 0.674624, acc.: 62.30%, KL div.: -0.008374] [G loss: 0.643815, KL div.: 0.642616, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
808 [D loss: 0.675140, acc.: 61.66%, KL div.: -0.006248] [G loss: 0.640700, KL div.: 0.639531, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
809 [D loss: 0.675101, acc.: 61.04%, KL div.: -0.005544] [G loss: 0.635035, KL div.: 0.633802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
810 [D loss: 0.676010, acc.: 60.20%, KL div.: -0.003406] [G loss: 0.631386, KL div.: 0.630170, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
811 [D loss: 0.678700, acc.: 60.28%, KL div.: -0.001410] [G loss: 0.627435, KL div.: 0.626252, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 171us/step
812 [D loss: 0.678651, acc.: 59.91%, KL div.: -0.000446] [G loss: 0.626563, KL div.: 0.625405, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
813 [D loss: 0.676466, acc.: 59.66%, KL div.: 0.000525] [G loss: 0.629056, KL div.: 0.627854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
814 [D loss: 0.681049, acc.: 59.16%, KL div.: 0.001730] [G loss: 0.620697, KL div.: 0.619457, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
815 [D loss: 0.680558, acc.: 59.48%, KL div.: 0.002725] [G loss: 0.622516, KL div.: 0.621298, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
816 [D loss: 0.684104, acc.: 58.69%, KL div.: 0.003792] [G loss: 0.616306, KL div.: 0.615026, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
817 [D loss: 0.682578, acc.: 58.51%, KL div.: 0.003512] [G loss: 0.616798, KL div.: 0.615529, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
818 [D loss: 0.684567, acc.: 58.84%, KL div.: 0.004273] [G loss: 0.616143, KL div.: 0.614862, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
819 [D loss: 0.682634, acc.: 58.74%, KL div.: 0.004064] [G loss: 0.619390, KL div.: 0.618139, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
820 [D loss: 0.688220, acc.: 59.36%, KL div.: 0.003479] [G loss: 0.618528, KL div.: 0.617197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
821 [D loss: 0.685666, acc.: 59.52%, KL div.: 0.002358] [G loss: 0.619128, KL div.: 0.617828, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
822 [D loss: 0.686780, acc.: 60.38%, KL div.: 0.000474] [G loss: 0.627154, KL div.: 0.625845, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
823 [D loss: 0.682290, acc.: 60.53%, KL div.: -0.001046] [G loss: 0.634227, KL div.: 0.632923, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
824 [D loss: 0.680961, acc.: 61.25%, KL div.: -0.003431] [G loss: 0.633895, KL div.: 0.632630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
825 [D loss: 0.679024, acc.: 62.06%, KL div.: -0.004598] [G loss: 0.642266, KL div.: 0.641087, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
826 [D loss: 0.676754, acc.: 62.17%, KL div.: -0.005939] [G loss: 0.648269, KL div.: 0.647009, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
827 [D loss: 0.674931, acc.: 62.83%, KL div.: -0.008050] [G loss: 0.652698, KL div.: 0.651483, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
828 [D loss: 0.674750, acc.: 63.23%, KL div.: -0.009182] [G loss: 0.655362, KL div.: 0.654092, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
829 [D loss: 0.675368, acc.: 63.82%, KL div.: -0.009553] [G loss: 0.659164, KL div.: 0.657895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
830 [D loss: 0.669795, acc.: 63.27%, KL div.: -0.010110] [G loss: 0.663595, KL div.: 0.662298, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
831 [D loss: 0.672512, acc.: 63.88%, KL div.: -0.009999] [G loss: 0.666569, KL div.: 0.665260, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
832 [D loss: 0.673569, acc.: 64.22%, KL div.: -0.010047] [G loss: 0.664084, KL div.: 0.662768, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
833 [D loss: 0.673999, acc.: 64.22%, KL div.: -0.009619] [G loss: 0.662687, KL div.: 0.661335, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
834 [D loss: 0.673634, acc.: 64.38%, KL div.: -0.009915] [G loss: 0.665209, KL div.: 0.663912, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
835 [D loss: 0.672988, acc.: 64.10%, KL div.: -0.010654] [G loss: 0.660591, KL div.: 0.659258, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 248us/step
836 [D loss: 0.674860, acc.: 64.22%, KL div.: -0.010241] [G loss: 0.662015, KL div.: 0.660727, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
837 [D loss: 0.676263, acc.: 64.25%, KL div.: -0.010287] [G loss: 0.657877, KL div.: 0.656638, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
838 [D loss: 0.673136, acc.: 63.54%, KL div.: -0.010734] [G loss: 0.656248, KL div.: 0.655049, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
839 [D loss: 0.673982, acc.: 63.44%, KL div.: -0.010841] [G loss: 0.650507, KL div.: 0.649252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
840 [D loss: 0.671333, acc.: 63.15%, KL div.: -0.011078] [G loss: 0.655855, KL div.: 0.654659, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
841 [D loss: 0.674463, acc.: 63.38%, KL div.: -0.011286] [G loss: 0.650125, KL div.: 0.648914, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
842 [D loss: 0.672746, acc.: 63.19%, KL div.: -0.010402] [G loss: 0.653101, KL div.: 0.651892, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 656us/step
843 [D loss: 0.672052, acc.: 62.88%, KL div.: -0.011134] [G loss: 0.648186, KL div.: 0.647025, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
844 [D loss: 0.672464, acc.: 62.65%, KL div.: -0.010732] [G loss: 0.646828, KL div.: 0.645684, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
845 [D loss: 0.673864, acc.: 62.83%, KL div.: -0.010542] [G loss: 0.644852, KL div.: 0.643713, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
846 [D loss: 0.672534, acc.: 62.58%, KL div.: -0.010381] [G loss: 0.644369, KL div.: 0.643254, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
847 [D loss: 0.675362, acc.: 62.70%, KL div.: -0.008857] [G loss: 0.645020, KL div.: 0.643901, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 343us/step
848 [D loss: 0.675437, acc.: 62.37%, KL div.: -0.008762] [G loss: 0.642608, KL div.: 0.641518, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
849 [D loss: 0.672224, acc.: 61.79%, KL div.: -0.008201] [G loss: 0.640396, KL div.: 0.639293, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
850 [D loss: 0.675340, acc.: 61.87%, KL div.: -0.008432] [G loss: 0.639216, KL div.: 0.638107, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 306us/step
851 [D loss: 0.674187, acc.: 61.10%, KL div.: -0.007425] [G loss: 0.634557, KL div.: 0.633456, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 740us/step
4/4 [==============================] - 0s 3ms/step
852 [D loss: 0.674436, acc.: 61.31%, KL div.: -0.006975] [G loss: 0.634515, KL div.: 0.633397, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
853 [D loss: 0.673069, acc.: 61.25%, KL div.: -0.007373] [G loss: 0.638033, KL div.: 0.636929, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
854 [D loss: 0.673326, acc.: 61.21%, KL div.: -0.007434] [G loss: 0.635754, KL div.: 0.634652, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
855 [D loss: 0.673894, acc.: 61.42%, KL div.: -0.007469] [G loss: 0.636776, KL div.: 0.635683, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
856 [D loss: 0.674490, acc.: 61.33%, KL div.: -0.008023] [G loss: 0.633827, KL div.: 0.632728, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
857 [D loss: 0.674024, acc.: 61.52%, KL div.: -0.007938] [G loss: 0.635722, KL div.: 0.634643, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
858 [D loss: 0.674812, acc.: 61.94%, KL div.: -0.008539] [G loss: 0.640807, KL div.: 0.639759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
859 [D loss: 0.670928, acc.: 61.53%, KL div.: -0.009674] [G loss: 0.642595, KL div.: 0.641534, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
860 [D loss: 0.674186, acc.: 62.27%, KL div.: -0.009227] [G loss: 0.643906, KL div.: 0.642815, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
861 [D loss: 0.668964, acc.: 61.75%, KL div.: -0.009823] [G loss: 0.644013, KL div.: 0.642946, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
862 [D loss: 0.671767, acc.: 62.13%, KL div.: -0.010722] [G loss: 0.642364, KL div.: 0.641312, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
863 [D loss: 0.671329, acc.: 62.29%, KL div.: -0.010808] [G loss: 0.644078, KL div.: 0.643010, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
864 [D loss: 0.670706, acc.: 62.23%, KL div.: -0.011183] [G loss: 0.648804, KL div.: 0.647723, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
865 [D loss: 0.669541, acc.: 62.19%, KL div.: -0.011831] [G loss: 0.645916, KL div.: 0.644834, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
866 [D loss: 0.668403, acc.: 62.32%, KL div.: -0.013044] [G loss: 0.651641, KL div.: 0.650548, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
867 [D loss: 0.668637, acc.: 62.54%, KL div.: -0.012821] [G loss: 0.652205, KL div.: 0.651142, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
868 [D loss: 0.668522, acc.: 62.77%, KL div.: -0.013129] [G loss: 0.650748, KL div.: 0.649694, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
869 [D loss: 0.667583, acc.: 62.67%, KL div.: -0.013747] [G loss: 0.649081, KL div.: 0.648032, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
870 [D loss: 0.669353, acc.: 62.83%, KL div.: -0.014033] [G loss: 0.650379, KL div.: 0.649339, FID: 0.000000]
4/4 [==============================] - 0s 86us/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
871 [D loss: 0.669000, acc.: 62.73%, KL div.: -0.013515] [G loss: 0.649116, KL div.: 0.648089, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
872 [D loss: 0.669141, acc.: 62.64%, KL div.: -0.013170] [G loss: 0.648047, KL div.: 0.647029, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 716us/step
873 [D loss: 0.667514, acc.: 62.42%, KL div.: -0.013390] [G loss: 0.647088, KL div.: 0.646061, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
874 [D loss: 0.671548, acc.: 62.41%, KL div.: -0.012867] [G loss: 0.645942, KL div.: 0.644910, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
875 [D loss: 0.669359, acc.: 62.24%, KL div.: -0.013617] [G loss: 0.646161, KL div.: 0.645143, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 827us/step
4/4 [==============================] - 0s 4ms/step
876 [D loss: 0.672747, acc.: 62.79%, KL div.: -0.013463] [G loss: 0.645350, KL div.: 0.644300, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
877 [D loss: 0.671869, acc.: 62.34%, KL div.: -0.012729] [G loss: 0.643242, KL div.: 0.642217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
878 [D loss: 0.672881, acc.: 62.61%, KL div.: -0.012281] [G loss: 0.644355, KL div.: 0.643280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
879 [D loss: 0.673236, acc.: 62.48%, KL div.: -0.012521] [G loss: 0.643589, KL div.: 0.642589, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
880 [D loss: 0.671949, acc.: 62.46%, KL div.: -0.013010] [G loss: 0.643287, KL div.: 0.642296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 987us/step
881 [D loss: 0.671236, acc.: 62.19%, KL div.: -0.013279] [G loss: 0.642209, KL div.: 0.641226, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
882 [D loss: 0.672979, acc.: 62.04%, KL div.: -0.013212] [G loss: 0.634273, KL div.: 0.633249, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 262us/step
883 [D loss: 0.674244, acc.: 62.43%, KL div.: -0.013178] [G loss: 0.636718, KL div.: 0.635711, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
884 [D loss: 0.673449, acc.: 62.27%, KL div.: -0.013690] [G loss: 0.637194, KL div.: 0.636209, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
885 [D loss: 0.671415, acc.: 61.84%, KL div.: -0.013790] [G loss: 0.638402, KL div.: 0.637414, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
886 [D loss: 0.672840, acc.: 61.80%, KL div.: -0.013388] [G loss: 0.634109, KL div.: 0.633136, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
887 [D loss: 0.673756, acc.: 61.78%, KL div.: -0.013094] [G loss: 0.636468, KL div.: 0.635506, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
888 [D loss: 0.673317, acc.: 61.73%, KL div.: -0.012146] [G loss: 0.634916, KL div.: 0.633970, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 994us/step
889 [D loss: 0.671511, acc.: 61.75%, KL div.: -0.013433] [G loss: 0.636656, KL div.: 0.635703, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 621us/step
890 [D loss: 0.674375, acc.: 61.71%, KL div.: -0.013143] [G loss: 0.633076, KL div.: 0.632117, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 282us/step
891 [D loss: 0.674615, acc.: 61.68%, KL div.: -0.012528] [G loss: 0.632238, KL div.: 0.631263, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
892 [D loss: 0.675463, acc.: 61.85%, KL div.: -0.013074] [G loss: 0.632496, KL div.: 0.631527, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
893 [D loss: 0.673273, acc.: 61.48%, KL div.: -0.012873] [G loss: 0.633222, KL div.: 0.632269, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
894 [D loss: 0.673173, acc.: 61.78%, KL div.: -0.013412] [G loss: 0.632561, KL div.: 0.631596, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
895 [D loss: 0.672579, acc.: 61.58%, KL div.: -0.014567] [G loss: 0.634256, KL div.: 0.633327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 804us/step
896 [D loss: 0.673941, acc.: 61.62%, KL div.: -0.013613] [G loss: 0.630486, KL div.: 0.629539, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
897 [D loss: 0.671775, acc.: 61.44%, KL div.: -0.013690] [G loss: 0.632471, KL div.: 0.631514, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
898 [D loss: 0.674370, acc.: 61.82%, KL div.: -0.013909] [G loss: 0.632353, KL div.: 0.631409, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
899 [D loss: 0.671731, acc.: 61.83%, KL div.: -0.014676] [G loss: 0.634714, KL div.: 0.633762, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 71ms/step
4/4 [==============================] - 0s 22ms/step
900 [D loss: 0.670359, acc.: 61.57%, KL div.: -0.016126] [G loss: 0.630547, KL div.: 0.629606, FID: 70.392159]
1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 56ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
901 [D loss: 0.670114, acc.: 61.92%, KL div.: -0.015769] [G loss: 0.636680, KL div.: 0.635747, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
902 [D loss: 0.671302, acc.: 62.05%, KL div.: -0.016138] [G loss: 0.635694, KL div.: 0.634753, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
903 [D loss: 0.669981, acc.: 62.24%, KL div.: -0.015748] [G loss: 0.640504, KL div.: 0.639564, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 407us/step
904 [D loss: 0.668541, acc.: 62.15%, KL div.: -0.015925] [G loss: 0.643106, KL div.: 0.642173, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
905 [D loss: 0.668443, acc.: 62.35%, KL div.: -0.017108] [G loss: 0.643312, KL div.: 0.642407, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
906 [D loss: 0.667003, acc.: 62.52%, KL div.: -0.017985] [G loss: 0.646137, KL div.: 0.645238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
907 [D loss: 0.666441, acc.: 62.32%, KL div.: -0.018627] [G loss: 0.642527, KL div.: 0.641600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
908 [D loss: 0.665748, acc.: 62.39%, KL div.: -0.018211] [G loss: 0.645607, KL div.: 0.644684, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
909 [D loss: 0.665156, acc.: 61.97%, KL div.: -0.017948] [G loss: 0.642770, KL div.: 0.641873, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
910 [D loss: 0.666222, acc.: 61.94%, KL div.: -0.018326] [G loss: 0.640829, KL div.: 0.639928, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
911 [D loss: 0.666212, acc.: 61.92%, KL div.: -0.017754] [G loss: 0.639802, KL div.: 0.638914, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
912 [D loss: 0.667329, acc.: 61.83%, KL div.: -0.016973] [G loss: 0.637326, KL div.: 0.636471, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
913 [D loss: 0.668118, acc.: 61.76%, KL div.: -0.017337] [G loss: 0.635490, KL div.: 0.634625, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
914 [D loss: 0.666441, acc.: 61.55%, KL div.: -0.017685] [G loss: 0.637548, KL div.: 0.636668, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
915 [D loss: 0.664954, acc.: 61.06%, KL div.: -0.016211] [G loss: 0.635813, KL div.: 0.634934, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
916 [D loss: 0.668934, acc.: 61.54%, KL div.: -0.014722] [G loss: 0.634146, KL div.: 0.633264, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
917 [D loss: 0.667517, acc.: 60.98%, KL div.: -0.013235] [G loss: 0.636013, KL div.: 0.635083, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
918 [D loss: 0.669023, acc.: 61.23%, KL div.: -0.013511] [G loss: 0.634104, KL div.: 0.633208, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
919 [D loss: 0.668108, acc.: 60.94%, KL div.: -0.013732] [G loss: 0.633636, KL div.: 0.632734, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
920 [D loss: 0.670374, acc.: 60.94%, KL div.: -0.012345] [G loss: 0.631465, KL div.: 0.630532, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
921 [D loss: 0.670735, acc.: 60.76%, KL div.: -0.011685] [G loss: 0.630428, KL div.: 0.629490, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
922 [D loss: 0.673644, acc.: 60.57%, KL div.: -0.010260] [G loss: 0.626613, KL div.: 0.625642, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
923 [D loss: 0.674545, acc.: 60.67%, KL div.: -0.010295] [G loss: 0.628071, KL div.: 0.627115, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 137us/step
924 [D loss: 0.675666, acc.: 60.89%, KL div.: -0.010489] [G loss: 0.628544, KL div.: 0.627594, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
925 [D loss: 0.673831, acc.: 60.76%, KL div.: -0.010961] [G loss: 0.626488, KL div.: 0.625505, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 224us/step
926 [D loss: 0.670793, acc.: 60.76%, KL div.: -0.011436] [G loss: 0.633596, KL div.: 0.632634, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
927 [D loss: 0.672483, acc.: 61.15%, KL div.: -0.011539] [G loss: 0.631926, KL div.: 0.630951, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
928 [D loss: 0.673390, acc.: 61.46%, KL div.: -0.011922] [G loss: 0.634234, KL div.: 0.633275, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
929 [D loss: 0.672436, acc.: 61.44%, KL div.: -0.012830] [G loss: 0.635809, KL div.: 0.634822, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 613us/step
930 [D loss: 0.670576, acc.: 61.85%, KL div.: -0.013203] [G loss: 0.641642, KL div.: 0.640670, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
931 [D loss: 0.671113, acc.: 61.69%, KL div.: -0.013562] [G loss: 0.637046, KL div.: 0.636059, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
932 [D loss: 0.672132, acc.: 61.99%, KL div.: -0.013198] [G loss: 0.640559, KL div.: 0.639567, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
933 [D loss: 0.670509, acc.: 62.00%, KL div.: -0.014772] [G loss: 0.638609, KL div.: 0.637621, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
934 [D loss: 0.668694, acc.: 61.95%, KL div.: -0.014941] [G loss: 0.640708, KL div.: 0.639735, FID: 0.000000]
4/4 [==============================] - 0s 669us/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
935 [D loss: 0.669560, acc.: 62.31%, KL div.: -0.015468] [G loss: 0.640779, KL div.: 0.639790, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
936 [D loss: 0.668287, acc.: 61.99%, KL div.: -0.015241] [G loss: 0.641657, KL div.: 0.640671, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
937 [D loss: 0.669756, acc.: 62.26%, KL div.: -0.015452] [G loss: 0.641110, KL div.: 0.640122, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
938 [D loss: 0.670398, acc.: 62.19%, KL div.: -0.015568] [G loss: 0.637538, KL div.: 0.636591, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
939 [D loss: 0.668672, acc.: 61.78%, KL div.: -0.014576] [G loss: 0.636413, KL div.: 0.635414, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
940 [D loss: 0.670178, acc.: 62.25%, KL div.: -0.015717] [G loss: 0.639422, KL div.: 0.638445, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
941 [D loss: 0.671018, acc.: 61.85%, KL div.: -0.016287] [G loss: 0.636058, KL div.: 0.635074, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
942 [D loss: 0.672106, acc.: 62.18%, KL div.: -0.015681] [G loss: 0.633133, KL div.: 0.632175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
943 [D loss: 0.670644, acc.: 62.26%, KL div.: -0.016995] [G loss: 0.635082, KL div.: 0.634130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
944 [D loss: 0.669797, acc.: 61.59%, KL div.: -0.016344] [G loss: 0.630029, KL div.: 0.629057, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
945 [D loss: 0.672198, acc.: 61.77%, KL div.: -0.015494] [G loss: 0.629373, KL div.: 0.628404, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
946 [D loss: 0.671315, acc.: 61.51%, KL div.: -0.015072] [G loss: 0.629253, KL div.: 0.628285, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
947 [D loss: 0.670444, acc.: 61.37%, KL div.: -0.014120] [G loss: 0.628942, KL div.: 0.627980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
948 [D loss: 0.670696, acc.: 61.47%, KL div.: -0.014239] [G loss: 0.630576, KL div.: 0.629595, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
949 [D loss: 0.669272, acc.: 61.16%, KL div.: -0.014526] [G loss: 0.632399, KL div.: 0.631416, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
950 [D loss: 0.670327, acc.: 61.26%, KL div.: -0.013916] [G loss: 0.632174, KL div.: 0.631189, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
951 [D loss: 0.670476, acc.: 61.36%, KL div.: -0.014216] [G loss: 0.631910, KL div.: 0.630902, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
952 [D loss: 0.668330, acc.: 61.02%, KL div.: -0.014370] [G loss: 0.629789, KL div.: 0.628777, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
953 [D loss: 0.672605, acc.: 61.40%, KL div.: -0.013204] [G loss: 0.629979, KL div.: 0.628965, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 679us/step
4/4 [==============================] - 0s 2ms/step
954 [D loss: 0.670286, acc.: 60.93%, KL div.: -0.012788] [G loss: 0.629857, KL div.: 0.628870, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
955 [D loss: 0.670833, acc.: 60.91%, KL div.: -0.012591] [G loss: 0.627635, KL div.: 0.626635, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
956 [D loss: 0.670091, acc.: 60.87%, KL div.: -0.013261] [G loss: 0.626888, KL div.: 0.625849, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
957 [D loss: 0.669043, acc.: 60.80%, KL div.: -0.012952] [G loss: 0.631338, KL div.: 0.630297, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
958 [D loss: 0.668361, acc.: 60.77%, KL div.: -0.012527] [G loss: 0.632192, KL div.: 0.631164, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
959 [D loss: 0.670125, acc.: 61.00%, KL div.: -0.013070] [G loss: 0.629308, KL div.: 0.628263, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 172us/step
4/4 [==============================] - 0s 2ms/step
960 [D loss: 0.668276, acc.: 60.91%, KL div.: -0.012844] [G loss: 0.634971, KL div.: 0.633892, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
961 [D loss: 0.669845, acc.: 61.24%, KL div.: -0.013058] [G loss: 0.634173, KL div.: 0.633123, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
962 [D loss: 0.669122, acc.: 61.11%, KL div.: -0.013706] [G loss: 0.630666, KL div.: 0.629582, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
963 [D loss: 0.670915, acc.: 60.84%, KL div.: -0.012872] [G loss: 0.631513, KL div.: 0.630409, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
964 [D loss: 0.668667, acc.: 60.78%, KL div.: -0.013065] [G loss: 0.631856, KL div.: 0.630781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
965 [D loss: 0.669402, acc.: 60.96%, KL div.: -0.013014] [G loss: 0.630656, KL div.: 0.629605, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
966 [D loss: 0.670313, acc.: 61.48%, KL div.: -0.014549] [G loss: 0.632402, KL div.: 0.631335, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 951us/step
967 [D loss: 0.668449, acc.: 61.35%, KL div.: -0.014171] [G loss: 0.635351, KL div.: 0.634289, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
968 [D loss: 0.667354, acc.: 61.58%, KL div.: -0.015535] [G loss: 0.637100, KL div.: 0.636033, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
969 [D loss: 0.667806, acc.: 61.58%, KL div.: -0.015881] [G loss: 0.637354, KL div.: 0.636304, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
970 [D loss: 0.668717, acc.: 61.68%, KL div.: -0.017273] [G loss: 0.633257, KL div.: 0.632226, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
971 [D loss: 0.669334, acc.: 62.09%, KL div.: -0.016269] [G loss: 0.639803, KL div.: 0.638746, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
972 [D loss: 0.667864, acc.: 62.06%, KL div.: -0.018132] [G loss: 0.636067, KL div.: 0.634999, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
973 [D loss: 0.667345, acc.: 62.30%, KL div.: -0.018397] [G loss: 0.640764, KL div.: 0.639729, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
974 [D loss: 0.666320, acc.: 62.13%, KL div.: -0.019058] [G loss: 0.637675, KL div.: 0.636622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
975 [D loss: 0.667587, acc.: 62.11%, KL div.: -0.019523] [G loss: 0.635516, KL div.: 0.634500, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
976 [D loss: 0.667345, acc.: 61.83%, KL div.: -0.018797] [G loss: 0.637125, KL div.: 0.636079, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
977 [D loss: 0.667722, acc.: 62.07%, KL div.: -0.018859] [G loss: 0.635553, KL div.: 0.634528, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
978 [D loss: 0.669408, acc.: 62.16%, KL div.: -0.018792] [G loss: 0.635823, KL div.: 0.634799, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
979 [D loss: 0.668272, acc.: 62.01%, KL div.: -0.019457] [G loss: 0.634429, KL div.: 0.633445, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
980 [D loss: 0.671956, acc.: 62.04%, KL div.: -0.018727] [G loss: 0.628153, KL div.: 0.627140, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
981 [D loss: 0.672318, acc.: 61.82%, KL div.: -0.018252] [G loss: 0.625542, KL div.: 0.624530, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
982 [D loss: 0.670749, acc.: 61.74%, KL div.: -0.018048] [G loss: 0.628679, KL div.: 0.627690, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
983 [D loss: 0.672503, acc.: 61.55%, KL div.: -0.017960] [G loss: 0.624635, KL div.: 0.623636, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
984 [D loss: 0.670494, acc.: 61.33%, KL div.: -0.018487] [G loss: 0.625317, KL div.: 0.624311, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
985 [D loss: 0.671132, acc.: 61.55%, KL div.: -0.018390] [G loss: 0.627613, KL div.: 0.626630, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
986 [D loss: 0.671532, acc.: 61.15%, KL div.: -0.017867] [G loss: 0.625161, KL div.: 0.624185, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
987 [D loss: 0.672629, acc.: 61.28%, KL div.: -0.017915] [G loss: 0.623011, KL div.: 0.621978, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
988 [D loss: 0.672703, acc.: 61.23%, KL div.: -0.017845] [G loss: 0.624646, KL div.: 0.623611, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
989 [D loss: 0.672228, acc.: 61.00%, KL div.: -0.017266] [G loss: 0.622531, KL div.: 0.621497, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
990 [D loss: 0.670960, acc.: 60.79%, KL div.: -0.017430] [G loss: 0.622539, KL div.: 0.621496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
991 [D loss: 0.671617, acc.: 60.86%, KL div.: -0.017073] [G loss: 0.623791, KL div.: 0.622754, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
992 [D loss: 0.673007, acc.: 60.87%, KL div.: -0.016496] [G loss: 0.619605, KL div.: 0.618552, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
993 [D loss: 0.672538, acc.: 60.93%, KL div.: -0.017237] [G loss: 0.622358, KL div.: 0.621344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
994 [D loss: 0.674284, acc.: 60.62%, KL div.: -0.016475] [G loss: 0.617896, KL div.: 0.616812, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
995 [D loss: 0.672907, acc.: 60.80%, KL div.: -0.016250] [G loss: 0.621680, KL div.: 0.620571, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 123us/step
4/4 [==============================] - 0s 2ms/step
996 [D loss: 0.673973, acc.: 60.88%, KL div.: -0.015556] [G loss: 0.621812, KL div.: 0.620704, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
997 [D loss: 0.669135, acc.: 60.43%, KL div.: -0.015888] [G loss: 0.625580, KL div.: 0.624458, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
998 [D loss: 0.673562, acc.: 60.97%, KL div.: -0.015920] [G loss: 0.623484, KL div.: 0.622367, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
999 [D loss: 0.672080, acc.: 61.11%, KL div.: -0.016176] [G loss: 0.625082, KL div.: 0.623946, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 71ms/step
4/4 [==============================] - 0s 26ms/step
1000 [D loss: 0.671118, acc.: 61.12%, KL div.: -0.017035] [G loss: 0.625981, KL div.: 0.624870, FID: 59.851090]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 70ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1001 [D loss: 0.670588, acc.: 61.25%, KL div.: -0.017343] [G loss: 0.628310, KL div.: 0.627208, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1002 [D loss: 0.671453, acc.: 61.31%, KL div.: -0.018286] [G loss: 0.626521, KL div.: 0.625407, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1003 [D loss: 0.669688, acc.: 61.13%, KL div.: -0.018082] [G loss: 0.629784, KL div.: 0.628693, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1004 [D loss: 0.666867, acc.: 61.00%, KL div.: -0.018721] [G loss: 0.630253, KL div.: 0.629148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1005 [D loss: 0.667620, acc.: 61.18%, KL div.: -0.019270] [G loss: 0.629355, KL div.: 0.628260, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1006 [D loss: 0.668984, acc.: 61.09%, KL div.: -0.018338] [G loss: 0.627897, KL div.: 0.626802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1007 [D loss: 0.668246, acc.: 61.18%, KL div.: -0.018169] [G loss: 0.628489, KL div.: 0.627406, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1008 [D loss: 0.666459, acc.: 61.34%, KL div.: -0.019482] [G loss: 0.631084, KL div.: 0.630015, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1009 [D loss: 0.665928, acc.: 61.47%, KL div.: -0.020116] [G loss: 0.630700, KL div.: 0.629617, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1010 [D loss: 0.665775, acc.: 61.50%, KL div.: -0.020884] [G loss: 0.631216, KL div.: 0.630145, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1011 [D loss: 0.669244, acc.: 61.89%, KL div.: -0.021067] [G loss: 0.629916, KL div.: 0.628873, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1012 [D loss: 0.664212, acc.: 61.12%, KL div.: -0.020379] [G loss: 0.629652, KL div.: 0.628630, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1013 [D loss: 0.666779, acc.: 61.23%, KL div.: -0.021023] [G loss: 0.624646, KL div.: 0.623642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1014 [D loss: 0.668128, acc.: 61.76%, KL div.: -0.021918] [G loss: 0.626476, KL div.: 0.625442, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1015 [D loss: 0.667650, acc.: 61.30%, KL div.: -0.021748] [G loss: 0.622927, KL div.: 0.621930, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1016 [D loss: 0.668582, acc.: 61.28%, KL div.: -0.021543] [G loss: 0.622291, KL div.: 0.621289, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1017 [D loss: 0.669632, acc.: 61.09%, KL div.: -0.020867] [G loss: 0.618831, KL div.: 0.617790, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1018 [D loss: 0.672111, acc.: 61.43%, KL div.: -0.020520] [G loss: 0.615215, KL div.: 0.614214, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 619us/step
1019 [D loss: 0.668549, acc.: 60.60%, KL div.: -0.019611] [G loss: 0.616467, KL div.: 0.615490, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1020 [D loss: 0.667067, acc.: 60.13%, KL div.: -0.020718] [G loss: 0.614984, KL div.: 0.613992, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1021 [D loss: 0.671029, acc.: 60.68%, KL div.: -0.019953] [G loss: 0.613166, KL div.: 0.612197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1022 [D loss: 0.671988, acc.: 60.58%, KL div.: -0.020003] [G loss: 0.608978, KL div.: 0.608031, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
1023 [D loss: 0.668655, acc.: 60.25%, KL div.: -0.020933] [G loss: 0.611846, KL div.: 0.610888, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1024 [D loss: 0.672685, acc.: 60.54%, KL div.: -0.020579] [G loss: 0.608621, KL div.: 0.607664, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1025 [D loss: 0.670468, acc.: 60.14%, KL div.: -0.020594] [G loss: 0.606244, KL div.: 0.605284, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1026 [D loss: 0.671070, acc.: 60.51%, KL div.: -0.020744] [G loss: 0.607582, KL div.: 0.606639, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1027 [D loss: 0.671112, acc.: 60.31%, KL div.: -0.021334] [G loss: 0.606119, KL div.: 0.605176, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1028 [D loss: 0.671019, acc.: 60.20%, KL div.: -0.021461] [G loss: 0.605495, KL div.: 0.604553, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1029 [D loss: 0.667905, acc.: 59.97%, KL div.: -0.021371] [G loss: 0.608869, KL div.: 0.607930, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1030 [D loss: 0.665929, acc.: 60.09%, KL div.: -0.022351] [G loss: 0.611986, KL div.: 0.611051, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1031 [D loss: 0.668144, acc.: 60.16%, KL div.: -0.022707] [G loss: 0.607513, KL div.: 0.606569, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1032 [D loss: 0.666123, acc.: 60.50%, KL div.: -0.023654] [G loss: 0.613647, KL div.: 0.612738, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1033 [D loss: 0.665094, acc.: 60.39%, KL div.: -0.024996] [G loss: 0.610313, KL div.: 0.609413, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1034 [D loss: 0.662689, acc.: 60.07%, KL div.: -0.024360] [G loss: 0.609517, KL div.: 0.608607, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 925us/step
1035 [D loss: 0.661218, acc.: 60.41%, KL div.: -0.024943] [G loss: 0.616346, KL div.: 0.615463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1036 [D loss: 0.659954, acc.: 60.53%, KL div.: -0.026490] [G loss: 0.613499, KL div.: 0.612611, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1037 [D loss: 0.659200, acc.: 60.41%, KL div.: -0.027353] [G loss: 0.616262, KL div.: 0.615368, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 616us/step
1038 [D loss: 0.658222, acc.: 60.47%, KL div.: -0.027958] [G loss: 0.616430, KL div.: 0.615560, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1039 [D loss: 0.657678, acc.: 60.40%, KL div.: -0.027584] [G loss: 0.617316, KL div.: 0.616432, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1040 [D loss: 0.655484, acc.: 60.66%, KL div.: -0.029170] [G loss: 0.620158, KL div.: 0.619275, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1041 [D loss: 0.655742, acc.: 60.42%, KL div.: -0.028817] [G loss: 0.618874, KL div.: 0.618003, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1042 [D loss: 0.656872, acc.: 60.61%, KL div.: -0.028622] [G loss: 0.617710, KL div.: 0.616842, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
1043 [D loss: 0.657214, acc.: 60.68%, KL div.: -0.028113] [G loss: 0.618175, KL div.: 0.617310, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1044 [D loss: 0.655873, acc.: 60.22%, KL div.: -0.027884] [G loss: 0.618166, KL div.: 0.617285, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 899us/step
4/4 [==============================] - 0s 3ms/step
1045 [D loss: 0.655650, acc.: 60.17%, KL div.: -0.028587] [G loss: 0.617180, KL div.: 0.616341, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1046 [D loss: 0.657635, acc.: 60.10%, KL div.: -0.027505] [G loss: 0.617158, KL div.: 0.616299, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1047 [D loss: 0.659358, acc.: 60.25%, KL div.: -0.027048] [G loss: 0.613250, KL div.: 0.612383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1048 [D loss: 0.659954, acc.: 60.19%, KL div.: -0.027699] [G loss: 0.613146, KL div.: 0.612289, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1049 [D loss: 0.659251, acc.: 60.21%, KL div.: -0.026932] [G loss: 0.612991, KL div.: 0.612164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1050 [D loss: 0.661354, acc.: 60.03%, KL div.: -0.026819] [G loss: 0.610172, KL div.: 0.609340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1051 [D loss: 0.658933, acc.: 59.63%, KL div.: -0.027948] [G loss: 0.609776, KL div.: 0.608950, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1052 [D loss: 0.662894, acc.: 59.92%, KL div.: -0.027252] [G loss: 0.605158, KL div.: 0.604319, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 875us/step
1053 [D loss: 0.663718, acc.: 59.64%, KL div.: -0.026929] [G loss: 0.604990, KL div.: 0.604170, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1054 [D loss: 0.663805, acc.: 59.45%, KL div.: -0.026871] [G loss: 0.603021, KL div.: 0.602186, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1055 [D loss: 0.664069, acc.: 59.39%, KL div.: -0.026016] [G loss: 0.603085, KL div.: 0.602260, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1056 [D loss: 0.664261, acc.: 59.43%, KL div.: -0.026601] [G loss: 0.602566, KL div.: 0.601721, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1057 [D loss: 0.664538, acc.: 59.38%, KL div.: -0.027528] [G loss: 0.602160, KL div.: 0.601336, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1058 [D loss: 0.665885, acc.: 59.49%, KL div.: -0.026727] [G loss: 0.601693, KL div.: 0.600843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1059 [D loss: 0.664579, acc.: 59.50%, KL div.: -0.028012] [G loss: 0.601035, KL div.: 0.600193, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 369us/step
4/4 [==============================] - 0s 0s/step
1060 [D loss: 0.664510, acc.: 59.52%, KL div.: -0.028069] [G loss: 0.600718, KL div.: 0.599856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1061 [D loss: 0.667303, acc.: 60.02%, KL div.: -0.027780] [G loss: 0.602605, KL div.: 0.601755, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1062 [D loss: 0.664013, acc.: 59.91%, KL div.: -0.029740] [G loss: 0.604985, KL div.: 0.604131, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1063 [D loss: 0.662713, acc.: 59.74%, KL div.: -0.029880] [G loss: 0.605902, KL div.: 0.605077, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 660us/step
4/4 [==============================] - 0s 3ms/step
1064 [D loss: 0.662034, acc.: 59.91%, KL div.: -0.030983] [G loss: 0.605272, KL div.: 0.604431, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
1065 [D loss: 0.661733, acc.: 60.15%, KL div.: -0.031970] [G loss: 0.605788, KL div.: 0.604958, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 122us/step
1066 [D loss: 0.661822, acc.: 60.06%, KL div.: -0.031379] [G loss: 0.605803, KL div.: 0.604971, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 750us/step
1067 [D loss: 0.661274, acc.: 60.29%, KL div.: -0.031873] [G loss: 0.609120, KL div.: 0.608276, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1068 [D loss: 0.659550, acc.: 60.42%, KL div.: -0.032918] [G loss: 0.612694, KL div.: 0.611884, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1069 [D loss: 0.660143, acc.: 60.54%, KL div.: -0.033109] [G loss: 0.611724, KL div.: 0.610907, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1070 [D loss: 0.659295, acc.: 60.92%, KL div.: -0.033668] [G loss: 0.614664, KL div.: 0.613859, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1071 [D loss: 0.656223, acc.: 60.44%, KL div.: -0.034893] [G loss: 0.614756, KL div.: 0.613942, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 591us/step
1072 [D loss: 0.656480, acc.: 60.61%, KL div.: -0.034702] [G loss: 0.616086, KL div.: 0.615295, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1073 [D loss: 0.655174, acc.: 60.45%, KL div.: -0.034304] [G loss: 0.617957, KL div.: 0.617174, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1074 [D loss: 0.656005, acc.: 60.33%, KL div.: -0.033057] [G loss: 0.616437, KL div.: 0.615659, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
1075 [D loss: 0.658025, acc.: 60.88%, KL div.: -0.034229] [G loss: 0.615565, KL div.: 0.614789, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1076 [D loss: 0.655041, acc.: 60.27%, KL div.: -0.033768] [G loss: 0.615276, KL div.: 0.614494, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1077 [D loss: 0.656652, acc.: 60.52%, KL div.: -0.033498] [G loss: 0.616469, KL div.: 0.615710, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1078 [D loss: 0.655139, acc.: 60.18%, KL div.: -0.033240] [G loss: 0.616883, KL div.: 0.616114, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1079 [D loss: 0.654586, acc.: 60.14%, KL div.: -0.033846] [G loss: 0.614498, KL div.: 0.613718, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 972us/step
1080 [D loss: 0.654978, acc.: 59.93%, KL div.: -0.032552] [G loss: 0.614762, KL div.: 0.613990, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1081 [D loss: 0.654178, acc.: 59.79%, KL div.: -0.031959] [G loss: 0.613575, KL div.: 0.612789, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1082 [D loss: 0.656066, acc.: 59.86%, KL div.: -0.032215] [G loss: 0.612732, KL div.: 0.611942, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1083 [D loss: 0.656054, acc.: 59.75%, KL div.: -0.031203] [G loss: 0.612437, KL div.: 0.611660, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1084 [D loss: 0.657234, acc.: 59.89%, KL div.: -0.030829] [G loss: 0.613328, KL div.: 0.612528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1085 [D loss: 0.656367, acc.: 59.75%, KL div.: -0.032410] [G loss: 0.609054, KL div.: 0.608279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1086 [D loss: 0.656367, acc.: 59.71%, KL div.: -0.031431] [G loss: 0.609766, KL div.: 0.608954, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1087 [D loss: 0.657584, acc.: 59.48%, KL div.: -0.031668] [G loss: 0.605042, KL div.: 0.604226, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1088 [D loss: 0.658659, acc.: 59.36%, KL div.: -0.030796] [G loss: 0.603819, KL div.: 0.602993, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1089 [D loss: 0.659208, acc.: 59.46%, KL div.: -0.030763] [G loss: 0.602239, KL div.: 0.601419, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1090 [D loss: 0.657948, acc.: 59.61%, KL div.: -0.031341] [G loss: 0.604333, KL div.: 0.603518, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1091 [D loss: 0.657656, acc.: 59.57%, KL div.: -0.031890] [G loss: 0.605292, KL div.: 0.604484, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1092 [D loss: 0.658319, acc.: 59.54%, KL div.: -0.031695] [G loss: 0.602786, KL div.: 0.601939, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1093 [D loss: 0.657618, acc.: 59.41%, KL div.: -0.032649] [G loss: 0.602601, KL div.: 0.601780, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1094 [D loss: 0.657011, acc.: 59.56%, KL div.: -0.032669] [G loss: 0.605674, KL div.: 0.604855, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1095 [D loss: 0.655977, acc.: 59.45%, KL div.: -0.033551] [G loss: 0.604185, KL div.: 0.603351, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1096 [D loss: 0.656566, acc.: 59.38%, KL div.: -0.033971] [G loss: 0.601695, KL div.: 0.600847, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1097 [D loss: 0.658147, acc.: 59.89%, KL div.: -0.034881] [G loss: 0.601329, KL div.: 0.600488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 974us/step
1098 [D loss: 0.654374, acc.: 59.31%, KL div.: -0.034573] [G loss: 0.605701, KL div.: 0.604852, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1099 [D loss: 0.655061, acc.: 59.41%, KL div.: -0.035544] [G loss: 0.601717, KL div.: 0.600845, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 1s 50ms/step
4/4 [==============================] - 0s 34ms/step
1100 [D loss: 0.654846, acc.: 59.78%, KL div.: -0.036257] [G loss: 0.602503, KL div.: 0.601646, FID: 60.776968]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1101 [D loss: 0.652840, acc.: 59.61%, KL div.: -0.037039] [G loss: 0.602300, KL div.: 0.601451, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1102 [D loss: 0.652252, acc.: 59.57%, KL div.: -0.036510] [G loss: 0.603778, KL div.: 0.602924, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1103 [D loss: 0.652569, acc.: 59.88%, KL div.: -0.036770] [G loss: 0.603603, KL div.: 0.602732, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 158us/step
1104 [D loss: 0.650955, acc.: 59.66%, KL div.: -0.037815] [G loss: 0.603482, KL div.: 0.602634, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
1105 [D loss: 0.650760, acc.: 59.72%, KL div.: -0.036957] [G loss: 0.605020, KL div.: 0.604195, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1106 [D loss: 0.648856, acc.: 59.78%, KL div.: -0.037084] [G loss: 0.608159, KL div.: 0.607313, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1107 [D loss: 0.645999, acc.: 59.62%, KL div.: -0.038401] [G loss: 0.609577, KL div.: 0.608753, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1108 [D loss: 0.645824, acc.: 59.71%, KL div.: -0.039521] [G loss: 0.609744, KL div.: 0.608883, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1109 [D loss: 0.644140, acc.: 59.69%, KL div.: -0.040124] [G loss: 0.611338, KL div.: 0.610496, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1110 [D loss: 0.642533, acc.: 59.58%, KL div.: -0.039407] [G loss: 0.613502, KL div.: 0.612660, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1111 [D loss: 0.644499, acc.: 59.72%, KL div.: -0.040612] [G loss: 0.610361, KL div.: 0.609532, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1112 [D loss: 0.642502, acc.: 59.52%, KL div.: -0.040217] [G loss: 0.611733, KL div.: 0.610882, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1113 [D loss: 0.644521, acc.: 59.53%, KL div.: -0.039272] [G loss: 0.610965, KL div.: 0.610116, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 215us/step
1114 [D loss: 0.645951, acc.: 59.55%, KL div.: -0.038535] [G loss: 0.609687, KL div.: 0.608819, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1115 [D loss: 0.645030, acc.: 59.33%, KL div.: -0.037510] [G loss: 0.610418, KL div.: 0.609578, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1116 [D loss: 0.646313, acc.: 59.25%, KL div.: -0.037819] [G loss: 0.609839, KL div.: 0.608983, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1117 [D loss: 0.645548, acc.: 59.05%, KL div.: -0.037564] [G loss: 0.609542, KL div.: 0.608661, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1118 [D loss: 0.648953, acc.: 59.32%, KL div.: -0.036445] [G loss: 0.607463, KL div.: 0.606608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1119 [D loss: 0.648276, acc.: 58.82%, KL div.: -0.036885] [G loss: 0.603252, KL div.: 0.602399, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1120 [D loss: 0.648317, acc.: 58.71%, KL div.: -0.036176] [G loss: 0.603011, KL div.: 0.602131, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1121 [D loss: 0.649868, acc.: 58.58%, KL div.: -0.035596] [G loss: 0.602221, KL div.: 0.601334, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1122 [D loss: 0.651614, acc.: 58.77%, KL div.: -0.034615] [G loss: 0.601440, KL div.: 0.600534, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1123 [D loss: 0.653185, acc.: 58.52%, KL div.: -0.034222] [G loss: 0.597726, KL div.: 0.596801, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1124 [D loss: 0.652601, acc.: 58.72%, KL div.: -0.035231] [G loss: 0.599926, KL div.: 0.598997, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1125 [D loss: 0.650836, acc.: 58.45%, KL div.: -0.035592] [G loss: 0.599711, KL div.: 0.598782, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1126 [D loss: 0.653408, acc.: 58.63%, KL div.: -0.037035] [G loss: 0.596694, KL div.: 0.595742, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 771us/step
1127 [D loss: 0.651900, acc.: 58.68%, KL div.: -0.037435] [G loss: 0.599075, KL div.: 0.598113, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1128 [D loss: 0.654323, acc.: 58.82%, KL div.: -0.035824] [G loss: 0.596420, KL div.: 0.595463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1129 [D loss: 0.654296, acc.: 58.96%, KL div.: -0.037445] [G loss: 0.599958, KL div.: 0.598979, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1130 [D loss: 0.655979, acc.: 59.29%, KL div.: -0.038605] [G loss: 0.597072, KL div.: 0.596116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1131 [D loss: 0.653083, acc.: 59.36%, KL div.: -0.038835] [G loss: 0.601700, KL div.: 0.600742, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
1132 [D loss: 0.654069, acc.: 59.62%, KL div.: -0.040158] [G loss: 0.601113, KL div.: 0.600150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
1133 [D loss: 0.651464, acc.: 59.82%, KL div.: -0.042397] [G loss: 0.604986, KL div.: 0.604044, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
1134 [D loss: 0.650282, acc.: 59.67%, KL div.: -0.041371] [G loss: 0.606786, KL div.: 0.605869, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1135 [D loss: 0.650843, acc.: 60.15%, KL div.: -0.044135] [G loss: 0.606511, KL div.: 0.605614, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1136 [D loss: 0.648771, acc.: 60.17%, KL div.: -0.043567] [G loss: 0.610263, KL div.: 0.609354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1137 [D loss: 0.650507, acc.: 60.67%, KL div.: -0.045340] [G loss: 0.609376, KL div.: 0.608479, FID: 0.000000]
4/4 [==============================] - 0s 260us/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 808us/step
1138 [D loss: 0.648950, acc.: 60.62%, KL div.: -0.044848] [G loss: 0.614008, KL div.: 0.613126, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1139 [D loss: 0.646393, acc.: 60.83%, KL div.: -0.046908] [G loss: 0.617337, KL div.: 0.616473, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1140 [D loss: 0.644705, acc.: 60.48%, KL div.: -0.047099] [G loss: 0.615972, KL div.: 0.615135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1141 [D loss: 0.646735, acc.: 60.99%, KL div.: -0.049487] [G loss: 0.613824, KL div.: 0.612992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1142 [D loss: 0.647449, acc.: 60.96%, KL div.: -0.050477] [G loss: 0.612177, KL div.: 0.611343, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1143 [D loss: 0.645159, acc.: 60.56%, KL div.: -0.048238] [G loss: 0.614995, KL div.: 0.614195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1144 [D loss: 0.643451, acc.: 60.35%, KL div.: -0.049605] [G loss: 0.612078, KL div.: 0.611265, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1145 [D loss: 0.645199, acc.: 60.08%, KL div.: -0.047225] [G loss: 0.611390, KL div.: 0.610596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1146 [D loss: 0.645196, acc.: 59.83%, KL div.: -0.046770] [G loss: 0.609156, KL div.: 0.608380, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1147 [D loss: 0.643354, acc.: 59.95%, KL div.: -0.048368] [G loss: 0.610519, KL div.: 0.609694, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1148 [D loss: 0.644042, acc.: 59.70%, KL div.: -0.046347] [G loss: 0.611645, KL div.: 0.610841, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1149 [D loss: 0.644896, acc.: 59.54%, KL div.: -0.044716] [G loss: 0.610604, KL div.: 0.609792, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1150 [D loss: 0.644468, acc.: 59.33%, KL div.: -0.043328] [G loss: 0.610680, KL div.: 0.609865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1151 [D loss: 0.642900, acc.: 58.91%, KL div.: -0.043215] [G loss: 0.608330, KL div.: 0.607480, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1152 [D loss: 0.644657, acc.: 58.99%, KL div.: -0.043083] [G loss: 0.606121, KL div.: 0.605265, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1153 [D loss: 0.644217, acc.: 58.66%, KL div.: -0.042444] [G loss: 0.604837, KL div.: 0.603955, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1154 [D loss: 0.645100, acc.: 58.49%, KL div.: -0.041442] [G loss: 0.603401, KL div.: 0.602498, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1155 [D loss: 0.645490, acc.: 58.31%, KL div.: -0.040651] [G loss: 0.601218, KL div.: 0.600291, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1156 [D loss: 0.646313, acc.: 58.08%, KL div.: -0.039475] [G loss: 0.597102, KL div.: 0.596147, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1157 [D loss: 0.647851, acc.: 58.32%, KL div.: -0.039621] [G loss: 0.594844, KL div.: 0.593870, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1158 [D loss: 0.648809, acc.: 58.18%, KL div.: -0.039550] [G loss: 0.596049, KL div.: 0.595136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1159 [D loss: 0.647101, acc.: 58.40%, KL div.: -0.040328] [G loss: 0.596061, KL div.: 0.595074, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1160 [D loss: 0.647055, acc.: 58.32%, KL div.: -0.040561] [G loss: 0.593047, KL div.: 0.592064, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1161 [D loss: 0.645900, acc.: 58.64%, KL div.: -0.040948] [G loss: 0.597834, KL div.: 0.596841, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1162 [D loss: 0.647037, acc.: 58.61%, KL div.: -0.041949] [G loss: 0.596213, KL div.: 0.595226, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1163 [D loss: 0.644567, acc.: 58.92%, KL div.: -0.043573] [G loss: 0.598761, KL div.: 0.597761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1164 [D loss: 0.640779, acc.: 59.17%, KL div.: -0.044863] [G loss: 0.600847, KL div.: 0.599835, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1165 [D loss: 0.639761, acc.: 59.18%, KL div.: -0.046923] [G loss: 0.600453, KL div.: 0.599439, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1166 [D loss: 0.638904, acc.: 59.64%, KL div.: -0.047677] [G loss: 0.605349, KL div.: 0.604374, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1167 [D loss: 0.636137, acc.: 59.89%, KL div.: -0.049051] [G loss: 0.607948, KL div.: 0.606984, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1168 [D loss: 0.637033, acc.: 60.39%, KL div.: -0.049761] [G loss: 0.608778, KL div.: 0.607842, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1169 [D loss: 0.633609, acc.: 60.47%, KL div.: -0.053271] [G loss: 0.609975, KL div.: 0.609046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1170 [D loss: 0.633690, acc.: 60.48%, KL div.: -0.053559] [G loss: 0.613580, KL div.: 0.612705, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1171 [D loss: 0.631279, acc.: 60.30%, KL div.: -0.053382] [G loss: 0.612017, KL div.: 0.611159, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1172 [D loss: 0.633329, acc.: 60.64%, KL div.: -0.054731] [G loss: 0.610652, KL div.: 0.609810, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1173 [D loss: 0.631586, acc.: 60.70%, KL div.: -0.055765] [G loss: 0.611079, KL div.: 0.610248, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1174 [D loss: 0.635348, acc.: 60.38%, KL div.: -0.055409] [G loss: 0.607849, KL div.: 0.607051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1175 [D loss: 0.633079, acc.: 60.43%, KL div.: -0.055630] [G loss: 0.609648, KL div.: 0.608859, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1176 [D loss: 0.636865, acc.: 60.87%, KL div.: -0.057998] [G loss: 0.606271, KL div.: 0.605496, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1177 [D loss: 0.637445, acc.: 60.41%, KL div.: -0.056050] [G loss: 0.604764, KL div.: 0.603996, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1178 [D loss: 0.635481, acc.: 60.51%, KL div.: -0.057130] [G loss: 0.607456, KL div.: 0.606708, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1179 [D loss: 0.638910, acc.: 60.41%, KL div.: -0.057857] [G loss: 0.604406, KL div.: 0.603668, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1180 [D loss: 0.637663, acc.: 60.04%, KL div.: -0.056909] [G loss: 0.604511, KL div.: 0.603802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1181 [D loss: 0.636770, acc.: 59.38%, KL div.: -0.052341] [G loss: 0.600872, KL div.: 0.600168, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1182 [D loss: 0.637424, acc.: 59.52%, KL div.: -0.053362] [G loss: 0.601458, KL div.: 0.600751, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1183 [D loss: 0.635875, acc.: 59.10%, KL div.: -0.052704] [G loss: 0.602915, KL div.: 0.602196, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1184 [D loss: 0.636828, acc.: 58.94%, KL div.: -0.050377] [G loss: 0.603828, KL div.: 0.603130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1185 [D loss: 0.635775, acc.: 58.66%, KL div.: -0.049231] [G loss: 0.602900, KL div.: 0.602173, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1186 [D loss: 0.635598, acc.: 58.30%, KL div.: -0.047907] [G loss: 0.602614, KL div.: 0.601880, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1187 [D loss: 0.636249, acc.: 58.18%, KL div.: -0.046340] [G loss: 0.602608, KL div.: 0.601856, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1188 [D loss: 0.635218, acc.: 57.78%, KL div.: -0.045251] [G loss: 0.599937, KL div.: 0.599173, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1189 [D loss: 0.633186, acc.: 57.28%, KL div.: -0.044440] [G loss: 0.600121, KL div.: 0.599341, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1190 [D loss: 0.638078, acc.: 57.55%, KL div.: -0.042113] [G loss: 0.598662, KL div.: 0.597862, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1191 [D loss: 0.640571, acc.: 57.39%, KL div.: -0.040507] [G loss: 0.593490, KL div.: 0.592634, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1192 [D loss: 0.641331, acc.: 56.81%, KL div.: -0.039698] [G loss: 0.592121, KL div.: 0.591231, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1193 [D loss: 0.644501, acc.: 57.25%, KL div.: -0.039022] [G loss: 0.588652, KL div.: 0.587749, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1194 [D loss: 0.649215, acc.: 57.55%, KL div.: -0.038010] [G loss: 0.584170, KL div.: 0.583234, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1195 [D loss: 0.647118, acc.: 57.68%, KL div.: -0.039884] [G loss: 0.587630, KL div.: 0.586699, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1196 [D loss: 0.643979, acc.: 57.90%, KL div.: -0.042860] [G loss: 0.589600, KL div.: 0.588662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1197 [D loss: 0.644132, acc.: 58.16%, KL div.: -0.042823] [G loss: 0.592634, KL div.: 0.591737, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1198 [D loss: 0.640538, acc.: 58.95%, KL div.: -0.045804] [G loss: 0.599027, KL div.: 0.598135, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1199 [D loss: 0.636048, acc.: 59.35%, KL div.: -0.049250] [G loss: 0.607208, KL div.: 0.606339, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 56ms/step
4/4 [==============================] - 0s 34ms/step
1200 [D loss: 0.632455, acc.: 59.78%, KL div.: -0.051244] [G loss: 0.610730, KL div.: 0.609862, FID: 66.335949]
1/1 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1201 [D loss: 0.628443, acc.: 60.08%, KL div.: -0.054207] [G loss: 0.615981, KL div.: 0.615113, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1202 [D loss: 0.624219, acc.: 60.56%, KL div.: -0.056164] [G loss: 0.623375, KL div.: 0.622526, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1203 [D loss: 0.622790, acc.: 61.10%, KL div.: -0.057721] [G loss: 0.628629, KL div.: 0.627798, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1204 [D loss: 0.621824, acc.: 61.04%, KL div.: -0.059084] [G loss: 0.629524, KL div.: 0.628721, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1205 [D loss: 0.622130, acc.: 61.51%, KL div.: -0.061189] [G loss: 0.631552, KL div.: 0.630722, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
1206 [D loss: 0.623845, acc.: 61.44%, KL div.: -0.061655] [G loss: 0.628798, KL div.: 0.627987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1207 [D loss: 0.626464, acc.: 61.77%, KL div.: -0.060805] [G loss: 0.630100, KL div.: 0.629301, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1208 [D loss: 0.631959, acc.: 61.95%, KL div.: -0.061271] [G loss: 0.623893, KL div.: 0.623106, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1209 [D loss: 0.632382, acc.: 62.15%, KL div.: -0.063106] [G loss: 0.623690, KL div.: 0.622905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1210 [D loss: 0.635987, acc.: 61.96%, KL div.: -0.063225] [G loss: 0.617143, KL div.: 0.616394, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1211 [D loss: 0.636140, acc.: 61.70%, KL div.: -0.062610] [G loss: 0.616527, KL div.: 0.615798, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1212 [D loss: 0.640598, acc.: 61.70%, KL div.: -0.061333] [G loss: 0.613154, KL div.: 0.612434, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1213 [D loss: 0.642288, acc.: 61.89%, KL div.: -0.061344] [G loss: 0.611458, KL div.: 0.610747, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1214 [D loss: 0.642649, acc.: 61.20%, KL div.: -0.060910] [G loss: 0.607282, KL div.: 0.606587, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1215 [D loss: 0.645756, acc.: 61.19%, KL div.: -0.059827] [G loss: 0.606297, KL div.: 0.605638, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1216 [D loss: 0.644174, acc.: 61.19%, KL div.: -0.060901] [G loss: 0.606220, KL div.: 0.605540, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 293us/step
4/4 [==============================] - 0s 3ms/step
1217 [D loss: 0.644561, acc.: 60.79%, KL div.: -0.058786] [G loss: 0.607235, KL div.: 0.606577, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1218 [D loss: 0.642005, acc.: 60.10%, KL div.: -0.055656] [G loss: 0.607690, KL div.: 0.607042, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1219 [D loss: 0.643033, acc.: 60.05%, KL div.: -0.054625] [G loss: 0.608233, KL div.: 0.607580, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1220 [D loss: 0.641063, acc.: 59.50%, KL div.: -0.053067] [G loss: 0.607220, KL div.: 0.606558, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1221 [D loss: 0.639000, acc.: 59.23%, KL div.: -0.051331] [G loss: 0.610666, KL div.: 0.609986, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1222 [D loss: 0.637352, acc.: 58.81%, KL div.: -0.048557] [G loss: 0.611341, KL div.: 0.610612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1223 [D loss: 0.637083, acc.: 58.16%, KL div.: -0.047631] [G loss: 0.607497, KL div.: 0.606730, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1224 [D loss: 0.638727, acc.: 57.75%, KL div.: -0.044678] [G loss: 0.602359, KL div.: 0.601553, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1225 [D loss: 0.637840, acc.: 57.14%, KL div.: -0.042836] [G loss: 0.601931, KL div.: 0.601058, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 590us/step
1226 [D loss: 0.638977, acc.: 56.78%, KL div.: -0.041167] [G loss: 0.599118, KL div.: 0.598197, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1227 [D loss: 0.645705, acc.: 56.98%, KL div.: -0.038889] [G loss: 0.593277, KL div.: 0.592327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1228 [D loss: 0.646865, acc.: 56.82%, KL div.: -0.037990] [G loss: 0.591379, KL div.: 0.590374, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
1229 [D loss: 0.648640, acc.: 56.55%, KL div.: -0.038200] [G loss: 0.586310, KL div.: 0.585214, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1230 [D loss: 0.648098, acc.: 56.85%, KL div.: -0.038781] [G loss: 0.588478, KL div.: 0.587404, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1231 [D loss: 0.648902, acc.: 57.26%, KL div.: -0.040421] [G loss: 0.588175, KL div.: 0.587076, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1232 [D loss: 0.649496, acc.: 58.13%, KL div.: -0.042396] [G loss: 0.590392, KL div.: 0.589322, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1233 [D loss: 0.641233, acc.: 58.59%, KL div.: -0.045914] [G loss: 0.599949, KL div.: 0.598881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1234 [D loss: 0.637950, acc.: 59.41%, KL div.: -0.047578] [G loss: 0.606990, KL div.: 0.605930, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1235 [D loss: 0.628615, acc.: 59.95%, KL div.: -0.050394] [G loss: 0.622065, KL div.: 0.621030, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1236 [D loss: 0.620401, acc.: 60.55%, KL div.: -0.052250] [G loss: 0.637291, KL div.: 0.636262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1237 [D loss: 0.611708, acc.: 60.61%, KL div.: -0.054689] [G loss: 0.648474, KL div.: 0.647396, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1238 [D loss: 0.609201, acc.: 61.66%, KL div.: -0.058219] [G loss: 0.659802, KL div.: 0.658751, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1239 [D loss: 0.608842, acc.: 62.17%, KL div.: -0.057244] [G loss: 0.665824, KL div.: 0.664714, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1240 [D loss: 0.608684, acc.: 62.43%, KL div.: -0.056445] [G loss: 0.671278, KL div.: 0.670157, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1241 [D loss: 0.611934, acc.: 62.85%, KL div.: -0.057303] [G loss: 0.668406, KL div.: 0.667307, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1242 [D loss: 0.620742, acc.: 63.15%, KL div.: -0.057537] [G loss: 0.657328, KL div.: 0.656314, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1243 [D loss: 0.630025, acc.: 63.47%, KL div.: -0.058572] [G loss: 0.644729, KL div.: 0.643745, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 576us/step
1244 [D loss: 0.631509, acc.: 62.92%, KL div.: -0.057316] [G loss: 0.637632, KL div.: 0.636704, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1245 [D loss: 0.635292, acc.: 62.44%, KL div.: -0.056396] [G loss: 0.630009, KL div.: 0.629133, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1246 [D loss: 0.644890, acc.: 62.63%, KL div.: -0.057708] [G loss: 0.616065, KL div.: 0.615253, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1247 [D loss: 0.645947, acc.: 62.03%, KL div.: -0.056388] [G loss: 0.608203, KL div.: 0.607408, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1248 [D loss: 0.649322, acc.: 61.93%, KL div.: -0.056686] [G loss: 0.602888, KL div.: 0.602145, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1249 [D loss: 0.647474, acc.: 61.50%, KL div.: -0.057482] [G loss: 0.604357, KL div.: 0.603612, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1250 [D loss: 0.644985, acc.: 60.95%, KL div.: -0.057652] [G loss: 0.602807, KL div.: 0.602083, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1251 [D loss: 0.647535, acc.: 60.73%, KL div.: -0.055848] [G loss: 0.599950, KL div.: 0.599271, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1252 [D loss: 0.646532, acc.: 60.58%, KL div.: -0.055731] [G loss: 0.600894, KL div.: 0.600218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1253 [D loss: 0.642996, acc.: 59.77%, KL div.: -0.054939] [G loss: 0.601303, KL div.: 0.600626, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1254 [D loss: 0.639309, acc.: 59.31%, KL div.: -0.054726] [G loss: 0.603513, KL div.: 0.602820, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1255 [D loss: 0.639024, acc.: 58.89%, KL div.: -0.050986] [G loss: 0.600583, KL div.: 0.599890, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1256 [D loss: 0.638048, acc.: 58.60%, KL div.: -0.048789] [G loss: 0.602006, KL div.: 0.601290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1257 [D loss: 0.636050, acc.: 58.00%, KL div.: -0.046704] [G loss: 0.602811, KL div.: 0.602030, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1258 [D loss: 0.638787, acc.: 58.03%, KL div.: -0.044999] [G loss: 0.600829, KL div.: 0.600039, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1259 [D loss: 0.638626, acc.: 57.64%, KL div.: -0.042204] [G loss: 0.600584, KL div.: 0.599761, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1260 [D loss: 0.642105, acc.: 57.50%, KL div.: -0.040559] [G loss: 0.594118, KL div.: 0.593243, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1261 [D loss: 0.645063, acc.: 57.17%, KL div.: -0.039593] [G loss: 0.586684, KL div.: 0.585756, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1262 [D loss: 0.643568, acc.: 56.81%, KL div.: -0.038227] [G loss: 0.587035, KL div.: 0.586093, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1263 [D loss: 0.650993, acc.: 57.40%, KL div.: -0.038672] [G loss: 0.577101, KL div.: 0.576133, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1264 [D loss: 0.648038, acc.: 57.74%, KL div.: -0.039671] [G loss: 0.584434, KL div.: 0.583464, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1265 [D loss: 0.646453, acc.: 57.71%, KL div.: -0.041032] [G loss: 0.586129, KL div.: 0.585149, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1266 [D loss: 0.643837, acc.: 58.03%, KL div.: -0.043437] [G loss: 0.585891, KL div.: 0.584903, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1267 [D loss: 0.640161, acc.: 58.87%, KL div.: -0.044734] [G loss: 0.595722, KL div.: 0.594770, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1268 [D loss: 0.631304, acc.: 59.15%, KL div.: -0.048496] [G loss: 0.604578, KL div.: 0.603631, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1269 [D loss: 0.625671, acc.: 59.73%, KL div.: -0.050697] [G loss: 0.614982, KL div.: 0.614065, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1270 [D loss: 0.620031, acc.: 60.10%, KL div.: -0.053411] [G loss: 0.623338, KL div.: 0.622433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1271 [D loss: 0.610721, acc.: 60.46%, KL div.: -0.056010] [G loss: 0.634667, KL div.: 0.633764, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1272 [D loss: 0.604983, acc.: 60.61%, KL div.: -0.056876] [G loss: 0.643337, KL div.: 0.642433, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1273 [D loss: 0.602945, acc.: 61.07%, KL div.: -0.058527] [G loss: 0.649115, KL div.: 0.648213, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 901us/step
4/4 [==============================] - 0s 2ms/step
1274 [D loss: 0.599668, acc.: 61.49%, KL div.: -0.060813] [G loss: 0.655983, KL div.: 0.655079, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1275 [D loss: 0.601988, acc.: 61.52%, KL div.: -0.060046] [G loss: 0.656212, KL div.: 0.655303, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1276 [D loss: 0.603495, acc.: 61.91%, KL div.: -0.061515] [G loss: 0.657845, KL div.: 0.656953, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 379us/step
4/4 [==============================] - 0s 2ms/step
1277 [D loss: 0.607912, acc.: 62.06%, KL div.: -0.061088] [G loss: 0.653606, KL div.: 0.652752, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1278 [D loss: 0.613939, acc.: 61.99%, KL div.: -0.060218] [G loss: 0.644642, KL div.: 0.643807, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1279 [D loss: 0.616843, acc.: 62.23%, KL div.: -0.062534] [G loss: 0.641930, KL div.: 0.641119, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1280 [D loss: 0.624107, acc.: 62.48%, KL div.: -0.064498] [G loss: 0.630206, KL div.: 0.629442, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1281 [D loss: 0.628686, acc.: 62.22%, KL div.: -0.060792] [G loss: 0.626932, KL div.: 0.626195, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1282 [D loss: 0.629174, acc.: 62.03%, KL div.: -0.061789] [G loss: 0.623204, KL div.: 0.622474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 6ms/step
1283 [D loss: 0.635117, acc.: 62.18%, KL div.: -0.061698] [G loss: 0.618570, KL div.: 0.617864, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
1284 [D loss: 0.634121, acc.: 61.69%, KL div.: -0.060956] [G loss: 0.618399, KL div.: 0.617714, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1285 [D loss: 0.639086, acc.: 61.65%, KL div.: -0.058958] [G loss: 0.613316, KL div.: 0.612652, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1286 [D loss: 0.638754, acc.: 61.28%, KL div.: -0.058925] [G loss: 0.611192, KL div.: 0.610525, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1287 [D loss: 0.641481, acc.: 61.42%, KL div.: -0.057316] [G loss: 0.610213, KL div.: 0.609559, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1288 [D loss: 0.638023, acc.: 60.60%, KL div.: -0.055915] [G loss: 0.611257, KL div.: 0.610600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 891us/step
1289 [D loss: 0.639286, acc.: 60.45%, KL div.: -0.053989] [G loss: 0.610854, KL div.: 0.610200, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1290 [D loss: 0.638236, acc.: 60.15%, KL div.: -0.052913] [G loss: 0.611066, KL div.: 0.610410, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1291 [D loss: 0.640734, acc.: 60.09%, KL div.: -0.051697] [G loss: 0.607576, KL div.: 0.606887, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 841us/step
1292 [D loss: 0.640433, acc.: 59.90%, KL div.: -0.051146] [G loss: 0.608515, KL div.: 0.607839, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1293 [D loss: 0.639516, acc.: 59.39%, KL div.: -0.049156] [G loss: 0.606210, KL div.: 0.605486, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1294 [D loss: 0.640447, acc.: 59.13%, KL div.: -0.047659] [G loss: 0.604656, KL div.: 0.603929, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1295 [D loss: 0.641108, acc.: 58.95%, KL div.: -0.045739] [G loss: 0.604158, KL div.: 0.603415, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1296 [D loss: 0.645795, acc.: 59.11%, KL div.: -0.043136] [G loss: 0.600545, KL div.: 0.599773, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1297 [D loss: 0.646821, acc.: 58.84%, KL div.: -0.042506] [G loss: 0.600674, KL div.: 0.599873, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1298 [D loss: 0.649526, acc.: 58.96%, KL div.: -0.042446] [G loss: 0.594981, KL div.: 0.594167, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1299 [D loss: 0.651876, acc.: 59.11%, KL div.: -0.042798] [G loss: 0.593822, KL div.: 0.593005, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 76ms/step
4/4 [==============================] - 0s 23ms/step
1300 [D loss: 0.650165, acc.: 59.12%, KL div.: -0.043360] [G loss: 0.596829, KL div.: 0.595986, FID: 50.207920]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 57ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
1301 [D loss: 0.651074, acc.: 59.37%, KL div.: -0.044113] [G loss: 0.595235, KL div.: 0.594374, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1302 [D loss: 0.650554, acc.: 59.83%, KL div.: -0.045609] [G loss: 0.597906, KL div.: 0.597048, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1303 [D loss: 0.648143, acc.: 60.44%, KL div.: -0.046757] [G loss: 0.603799, KL div.: 0.602975, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1304 [D loss: 0.642460, acc.: 60.65%, KL div.: -0.049626] [G loss: 0.610006, KL div.: 0.609183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 295us/step
1305 [D loss: 0.638907, acc.: 60.90%, KL div.: -0.050451] [G loss: 0.615963, KL div.: 0.615141, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
1306 [D loss: 0.635983, acc.: 61.70%, KL div.: -0.051608] [G loss: 0.625731, KL div.: 0.624942, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1307 [D loss: 0.630743, acc.: 62.13%, KL div.: -0.054655] [G loss: 0.634619, KL div.: 0.633850, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1308 [D loss: 0.624951, acc.: 62.37%, KL div.: -0.057224] [G loss: 0.644293, KL div.: 0.643519, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1309 [D loss: 0.621096, acc.: 62.67%, KL div.: -0.057397] [G loss: 0.652540, KL div.: 0.651769, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
1310 [D loss: 0.618284, acc.: 63.03%, KL div.: -0.057794] [G loss: 0.659902, KL div.: 0.659135, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1311 [D loss: 0.617857, acc.: 63.24%, KL div.: -0.058967] [G loss: 0.661875, KL div.: 0.661067, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1312 [D loss: 0.617292, acc.: 63.33%, KL div.: -0.056712] [G loss: 0.668727, KL div.: 0.667904, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1313 [D loss: 0.620603, acc.: 63.68%, KL div.: -0.058708] [G loss: 0.667165, KL div.: 0.666360, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1314 [D loss: 0.620637, acc.: 63.57%, KL div.: -0.056530] [G loss: 0.669221, KL div.: 0.668401, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1315 [D loss: 0.625099, acc.: 63.89%, KL div.: -0.056252] [G loss: 0.666881, KL div.: 0.666084, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1316 [D loss: 0.629671, acc.: 64.29%, KL div.: -0.057718] [G loss: 0.662069, KL div.: 0.661267, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1317 [D loss: 0.635111, acc.: 64.18%, KL div.: -0.057186] [G loss: 0.650136, KL div.: 0.649374, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1318 [D loss: 0.635281, acc.: 63.97%, KL div.: -0.057207] [G loss: 0.649416, KL div.: 0.648670, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1319 [D loss: 0.636413, acc.: 63.02%, KL div.: -0.054386] [G loss: 0.641847, KL div.: 0.641136, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1320 [D loss: 0.640886, acc.: 62.91%, KL div.: -0.054683] [G loss: 0.631487, KL div.: 0.630799, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1321 [D loss: 0.640183, acc.: 62.55%, KL div.: -0.054360] [G loss: 0.630134, KL div.: 0.629451, FID: 0.000000]
4/4 [==============================] - 0s 858us/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1322 [D loss: 0.643339, acc.: 62.45%, KL div.: -0.055379] [G loss: 0.622780, KL div.: 0.622115, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1323 [D loss: 0.640711, acc.: 61.56%, KL div.: -0.052985] [G loss: 0.623344, KL div.: 0.622675, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1324 [D loss: 0.639253, acc.: 60.93%, KL div.: -0.051534] [G loss: 0.623055, KL div.: 0.622378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1325 [D loss: 0.639613, acc.: 60.67%, KL div.: -0.048499] [G loss: 0.621992, KL div.: 0.621336, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 103us/step
4/4 [==============================] - 0s 2ms/step
1326 [D loss: 0.639308, acc.: 60.41%, KL div.: -0.047253] [G loss: 0.622547, KL div.: 0.621891, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1327 [D loss: 0.637796, acc.: 59.78%, KL div.: -0.046474] [G loss: 0.620333, KL div.: 0.619646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1328 [D loss: 0.638101, acc.: 59.33%, KL div.: -0.043088] [G loss: 0.619533, KL div.: 0.618847, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1329 [D loss: 0.639473, acc.: 58.92%, KL div.: -0.040782] [G loss: 0.616458, KL div.: 0.615737, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1330 [D loss: 0.638419, acc.: 58.32%, KL div.: -0.038592] [G loss: 0.615094, KL div.: 0.614333, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
1331 [D loss: 0.639626, acc.: 57.54%, KL div.: -0.035895] [G loss: 0.609518, KL div.: 0.608685, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1332 [D loss: 0.641369, acc.: 57.35%, KL div.: -0.033960] [G loss: 0.607091, KL div.: 0.606216, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1333 [D loss: 0.648996, acc.: 57.24%, KL div.: -0.031009] [G loss: 0.595226, KL div.: 0.594299, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 565us/step
1334 [D loss: 0.654350, acc.: 57.04%, KL div.: -0.030483] [G loss: 0.588731, KL div.: 0.587735, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1335 [D loss: 0.660898, acc.: 57.08%, KL div.: -0.030131] [G loss: 0.580578, KL div.: 0.579556, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1336 [D loss: 0.665816, acc.: 57.61%, KL div.: -0.031464] [G loss: 0.574111, KL div.: 0.573088, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1337 [D loss: 0.665649, acc.: 58.06%, KL div.: -0.033830] [G loss: 0.579757, KL div.: 0.578749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1338 [D loss: 0.661946, acc.: 58.37%, KL div.: -0.037035] [G loss: 0.579644, KL div.: 0.578634, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1339 [D loss: 0.658450, acc.: 59.48%, KL div.: -0.041458] [G loss: 0.588616, KL div.: 0.587689, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1340 [D loss: 0.650349, acc.: 59.85%, KL div.: -0.046002] [G loss: 0.594070, KL div.: 0.593179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1341 [D loss: 0.637148, acc.: 60.72%, KL div.: -0.049069] [G loss: 0.612271, KL div.: 0.611410, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1342 [D loss: 0.627651, acc.: 61.20%, KL div.: -0.052371] [G loss: 0.626218, KL div.: 0.625336, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1343 [D loss: 0.617537, acc.: 61.51%, KL div.: -0.056652] [G loss: 0.638798, KL div.: 0.637907, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1344 [D loss: 0.612838, acc.: 62.00%, KL div.: -0.057875] [G loss: 0.649667, KL div.: 0.648760, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1345 [D loss: 0.609997, acc.: 62.47%, KL div.: -0.058841] [G loss: 0.656927, KL div.: 0.655991, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1346 [D loss: 0.604833, acc.: 62.66%, KL div.: -0.060916] [G loss: 0.669612, KL div.: 0.668619, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1347 [D loss: 0.611240, acc.: 63.07%, KL div.: -0.060234] [G loss: 0.664122, KL div.: 0.663127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1348 [D loss: 0.614405, acc.: 62.85%, KL div.: -0.059279] [G loss: 0.658835, KL div.: 0.657847, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1349 [D loss: 0.614317, acc.: 63.36%, KL div.: -0.060041] [G loss: 0.660243, KL div.: 0.659231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1350 [D loss: 0.624430, acc.: 63.20%, KL div.: -0.061048] [G loss: 0.643379, KL div.: 0.642433, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1351 [D loss: 0.630225, acc.: 63.48%, KL div.: -0.062286] [G loss: 0.636208, KL div.: 0.635305, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1352 [D loss: 0.632570, acc.: 62.23%, KL div.: -0.058649] [G loss: 0.626754, KL div.: 0.625935, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1353 [D loss: 0.638002, acc.: 63.00%, KL div.: -0.059666] [G loss: 0.623757, KL div.: 0.622953, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1354 [D loss: 0.640332, acc.: 62.75%, KL div.: -0.060924] [G loss: 0.617452, KL div.: 0.616693, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1355 [D loss: 0.641036, acc.: 62.61%, KL div.: -0.060937] [G loss: 0.615853, KL div.: 0.615143, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1356 [D loss: 0.639669, acc.: 62.15%, KL div.: -0.061541] [G loss: 0.614915, KL div.: 0.614231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1357 [D loss: 0.640594, acc.: 61.81%, KL div.: -0.060024] [G loss: 0.613454, KL div.: 0.612798, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1358 [D loss: 0.640357, acc.: 61.52%, KL div.: -0.059939] [G loss: 0.612549, KL div.: 0.611929, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1359 [D loss: 0.637052, acc.: 61.29%, KL div.: -0.058940] [G loss: 0.614805, KL div.: 0.614189, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 837us/step
1360 [D loss: 0.636646, acc.: 60.80%, KL div.: -0.056832] [G loss: 0.615922, KL div.: 0.615325, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1361 [D loss: 0.633683, acc.: 60.33%, KL div.: -0.055947] [G loss: 0.616309, KL div.: 0.615712, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1362 [D loss: 0.632039, acc.: 59.73%, KL div.: -0.055003] [G loss: 0.615304, KL div.: 0.614703, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 844us/step
1363 [D loss: 0.629287, acc.: 59.43%, KL div.: -0.054180] [G loss: 0.617154, KL div.: 0.616511, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1364 [D loss: 0.630561, acc.: 59.27%, KL div.: -0.050104] [G loss: 0.618198, KL div.: 0.617561, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1365 [D loss: 0.630052, acc.: 58.62%, KL div.: -0.047574] [G loss: 0.616470, KL div.: 0.615816, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1366 [D loss: 0.630178, acc.: 58.23%, KL div.: -0.045814] [G loss: 0.616338, KL div.: 0.615670, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
1367 [D loss: 0.631845, acc.: 57.72%, KL div.: -0.042985] [G loss: 0.610214, KL div.: 0.609487, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1368 [D loss: 0.631849, acc.: 57.22%, KL div.: -0.040179] [G loss: 0.609817, KL div.: 0.609021, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 932us/step
4/4 [==============================] - 0s 5ms/step
1369 [D loss: 0.636168, acc.: 57.15%, KL div.: -0.038134] [G loss: 0.604269, KL div.: 0.603458, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
1370 [D loss: 0.639122, acc.: 57.10%, KL div.: -0.036306] [G loss: 0.598261, KL div.: 0.597425, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
1371 [D loss: 0.640921, acc.: 56.49%, KL div.: -0.034561] [G loss: 0.593895, KL div.: 0.592981, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 896us/step
1372 [D loss: 0.648111, acc.: 56.92%, KL div.: -0.034670] [G loss: 0.586031, KL div.: 0.585105, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1373 [D loss: 0.648196, acc.: 56.95%, KL div.: -0.036014] [G loss: 0.583289, KL div.: 0.582361, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1374 [D loss: 0.651132, acc.: 57.47%, KL div.: -0.037009] [G loss: 0.583491, KL div.: 0.582551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1375 [D loss: 0.648287, acc.: 58.08%, KL div.: -0.039327] [G loss: 0.586914, KL div.: 0.585988, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1376 [D loss: 0.644443, acc.: 58.63%, KL div.: -0.043248] [G loss: 0.591998, KL div.: 0.591109, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1377 [D loss: 0.640271, acc.: 59.20%, KL div.: -0.045549] [G loss: 0.599228, KL div.: 0.598365, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1378 [D loss: 0.634785, acc.: 60.07%, KL div.: -0.048677] [G loss: 0.606946, KL div.: 0.606103, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1379 [D loss: 0.626692, acc.: 60.58%, KL div.: -0.051779] [G loss: 0.618590, KL div.: 0.617734, FID: 0.000000]
4/4 [==============================] - 0s 564us/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1380 [D loss: 0.618560, acc.: 61.02%, KL div.: -0.056246] [G loss: 0.627001, KL div.: 0.626189, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1381 [D loss: 0.610952, acc.: 61.32%, KL div.: -0.059313] [G loss: 0.640678, KL div.: 0.639862, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1382 [D loss: 0.608670, acc.: 62.01%, KL div.: -0.059600] [G loss: 0.649759, KL div.: 0.648931, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 963us/step
1383 [D loss: 0.604503, acc.: 62.43%, KL div.: -0.062631] [G loss: 0.656718, KL div.: 0.655890, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1384 [D loss: 0.603431, acc.: 63.04%, KL div.: -0.062869] [G loss: 0.666225, KL div.: 0.665380, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1385 [D loss: 0.604767, acc.: 63.18%, KL div.: -0.064343] [G loss: 0.663178, KL div.: 0.662323, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1386 [D loss: 0.605103, acc.: 63.55%, KL div.: -0.065531] [G loss: 0.667083, KL div.: 0.666216, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1387 [D loss: 0.607706, acc.: 63.96%, KL div.: -0.066562] [G loss: 0.665756, KL div.: 0.664918, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1388 [D loss: 0.610236, acc.: 63.51%, KL div.: -0.063799] [G loss: 0.662618, KL div.: 0.661797, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1389 [D loss: 0.615275, acc.: 63.52%, KL div.: -0.062982] [G loss: 0.654602, KL div.: 0.653830, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1390 [D loss: 0.622359, acc.: 64.48%, KL div.: -0.068479] [G loss: 0.648848, KL div.: 0.648067, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1391 [D loss: 0.623180, acc.: 63.66%, KL div.: -0.062980] [G loss: 0.646206, KL div.: 0.645457, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1392 [D loss: 0.628459, acc.: 64.21%, KL div.: -0.066641] [G loss: 0.638220, KL div.: 0.637498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1393 [D loss: 0.629669, acc.: 63.55%, KL div.: -0.065899] [G loss: 0.634679, KL div.: 0.633993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1394 [D loss: 0.633064, acc.: 63.73%, KL div.: -0.067103] [G loss: 0.629382, KL div.: 0.628713, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
1395 [D loss: 0.637431, acc.: 63.42%, KL div.: -0.066481] [G loss: 0.623614, KL div.: 0.622984, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1396 [D loss: 0.637453, acc.: 63.18%, KL div.: -0.065494] [G loss: 0.624467, KL div.: 0.623865, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
1397 [D loss: 0.638567, acc.: 62.78%, KL div.: -0.064488] [G loss: 0.620479, KL div.: 0.619884, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1398 [D loss: 0.639867, acc.: 62.66%, KL div.: -0.063851] [G loss: 0.619469, KL div.: 0.618895, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1399 [D loss: 0.638678, acc.: 62.27%, KL div.: -0.065095] [G loss: 0.618033, KL div.: 0.617463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 75ms/step
4/4 [==============================] - 0s 22ms/step
1400 [D loss: 0.637441, acc.: 61.70%, KL div.: -0.061790] [G loss: 0.617658, KL div.: 0.617089, FID: 57.412387]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 691us/step
4/4 [==============================] - 0s 2ms/step
1401 [D loss: 0.637908, acc.: 61.41%, KL div.: -0.059967] [G loss: 0.617893, KL div.: 0.617334, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1402 [D loss: 0.637832, acc.: 61.22%, KL div.: -0.058050] [G loss: 0.618415, KL div.: 0.617853, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1403 [D loss: 0.635407, acc.: 60.65%, KL div.: -0.056353] [G loss: 0.618404, KL div.: 0.617859, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1404 [D loss: 0.635126, acc.: 60.11%, KL div.: -0.054572] [G loss: 0.618034, KL div.: 0.617462, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 866us/step
1405 [D loss: 0.635445, acc.: 59.95%, KL div.: -0.051680] [G loss: 0.620773, KL div.: 0.620179, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1406 [D loss: 0.635551, acc.: 59.53%, KL div.: -0.050836] [G loss: 0.614920, KL div.: 0.614299, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1407 [D loss: 0.635814, acc.: 59.32%, KL div.: -0.048190] [G loss: 0.615698, KL div.: 0.615056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1408 [D loss: 0.638789, acc.: 59.11%, KL div.: -0.045736] [G loss: 0.611353, KL div.: 0.610671, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1409 [D loss: 0.643075, acc.: 59.13%, KL div.: -0.044899] [G loss: 0.605462, KL div.: 0.604732, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
1410 [D loss: 0.642879, acc.: 58.96%, KL div.: -0.043596] [G loss: 0.604775, KL div.: 0.604029, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1411 [D loss: 0.643804, acc.: 58.60%, KL div.: -0.042677] [G loss: 0.602190, KL div.: 0.601418, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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1412 [D loss: 0.648117, acc.: 59.26%, KL div.: -0.042535] [G loss: 0.600505, KL div.: 0.599730, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1413 [D loss: 0.644508, acc.: 58.69%, KL div.: -0.043377] [G loss: 0.599569, KL div.: 0.598766, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1414 [D loss: 0.647332, acc.: 59.37%, KL div.: -0.043809] [G loss: 0.600738, KL div.: 0.599931, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1415 [D loss: 0.644797, acc.: 59.40%, KL div.: -0.045837] [G loss: 0.604134, KL div.: 0.603319, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1416 [D loss: 0.641548, acc.: 59.74%, KL div.: -0.046488] [G loss: 0.606083, KL div.: 0.605278, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1417 [D loss: 0.640980, acc.: 60.39%, KL div.: -0.047574] [G loss: 0.612052, KL div.: 0.611272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1418 [D loss: 0.636069, acc.: 60.76%, KL div.: -0.049066] [G loss: 0.620544, KL div.: 0.619773, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1419 [D loss: 0.630053, acc.: 61.09%, KL div.: -0.051524] [G loss: 0.625428, KL div.: 0.624639, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1420 [D loss: 0.629136, acc.: 61.84%, KL div.: -0.054192] [G loss: 0.633039, KL div.: 0.632254, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1421 [D loss: 0.625053, acc.: 62.39%, KL div.: -0.055422] [G loss: 0.642055, KL div.: 0.641290, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 403us/step
1422 [D loss: 0.617742, acc.: 62.44%, KL div.: -0.056884] [G loss: 0.651488, KL div.: 0.650707, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1423 [D loss: 0.612284, acc.: 62.93%, KL div.: -0.058513] [G loss: 0.661490, KL div.: 0.660704, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1424 [D loss: 0.608041, acc.: 63.00%, KL div.: -0.058440] [G loss: 0.668920, KL div.: 0.668097, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1425 [D loss: 0.606579, acc.: 63.37%, KL div.: -0.060791] [G loss: 0.674418, KL div.: 0.673593, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1426 [D loss: 0.604490, acc.: 63.84%, KL div.: -0.062511] [G loss: 0.678913, KL div.: 0.678084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1427 [D loss: 0.607390, acc.: 64.00%, KL div.: -0.062678] [G loss: 0.676663, KL div.: 0.675822, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1428 [D loss: 0.604708, acc.: 64.18%, KL div.: -0.063435] [G loss: 0.682754, KL div.: 0.681893, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 956us/step
1429 [D loss: 0.615554, acc.: 64.10%, KL div.: -0.060865] [G loss: 0.667655, KL div.: 0.666794, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1430 [D loss: 0.616285, acc.: 63.98%, KL div.: -0.062214] [G loss: 0.664697, KL div.: 0.663864, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1431 [D loss: 0.624071, acc.: 64.00%, KL div.: -0.060809] [G loss: 0.656376, KL div.: 0.655607, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1432 [D loss: 0.626543, acc.: 63.34%, KL div.: -0.057947] [G loss: 0.647344, KL div.: 0.646585, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1433 [D loss: 0.632251, acc.: 63.74%, KL div.: -0.060101] [G loss: 0.641249, KL div.: 0.640518, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1434 [D loss: 0.637181, acc.: 63.70%, KL div.: -0.061607] [G loss: 0.631923, KL div.: 0.631196, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 801us/step
1435 [D loss: 0.641464, acc.: 63.34%, KL div.: -0.059353] [G loss: 0.624473, KL div.: 0.623796, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1436 [D loss: 0.640794, acc.: 62.99%, KL div.: -0.060606] [G loss: 0.620678, KL div.: 0.620025, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1437 [D loss: 0.640829, acc.: 62.47%, KL div.: -0.059466] [G loss: 0.617359, KL div.: 0.616715, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1438 [D loss: 0.641486, acc.: 61.57%, KL div.: -0.055471] [G loss: 0.615604, KL div.: 0.614995, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 481us/step
1439 [D loss: 0.641302, acc.: 61.53%, KL div.: -0.057064] [G loss: 0.613304, KL div.: 0.612682, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1440 [D loss: 0.639670, acc.: 61.03%, KL div.: -0.056465] [G loss: 0.612510, KL div.: 0.611884, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1441 [D loss: 0.640124, acc.: 60.54%, KL div.: -0.052721] [G loss: 0.611496, KL div.: 0.610883, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1442 [D loss: 0.640455, acc.: 60.33%, KL div.: -0.052527] [G loss: 0.610957, KL div.: 0.610336, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1443 [D loss: 0.638252, acc.: 59.86%, KL div.: -0.050717] [G loss: 0.610391, KL div.: 0.609740, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1444 [D loss: 0.638767, acc.: 59.66%, KL div.: -0.048467] [G loss: 0.610535, KL div.: 0.609896, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1445 [D loss: 0.639113, acc.: 59.42%, KL div.: -0.046996] [G loss: 0.611091, KL div.: 0.610419, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1446 [D loss: 0.639865, acc.: 58.98%, KL div.: -0.045135] [G loss: 0.605806, KL div.: 0.605108, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1447 [D loss: 0.642676, acc.: 58.78%, KL div.: -0.043395] [G loss: 0.601838, KL div.: 0.601098, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 381us/step
1448 [D loss: 0.642826, acc.: 58.64%, KL div.: -0.042913] [G loss: 0.601184, KL div.: 0.600442, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1449 [D loss: 0.642327, acc.: 58.12%, KL div.: -0.041153] [G loss: 0.596867, KL div.: 0.596084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1450 [D loss: 0.646615, acc.: 58.29%, KL div.: -0.040566] [G loss: 0.594979, KL div.: 0.594174, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1451 [D loss: 0.650288, acc.: 58.39%, KL div.: -0.038767] [G loss: 0.590255, KL div.: 0.589419, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1452 [D loss: 0.651697, acc.: 58.47%, KL div.: -0.040312] [G loss: 0.587679, KL div.: 0.586838, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1453 [D loss: 0.653487, acc.: 58.71%, KL div.: -0.040922] [G loss: 0.582085, KL div.: 0.581232, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1454 [D loss: 0.651233, acc.: 59.08%, KL div.: -0.042629] [G loss: 0.587670, KL div.: 0.586832, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1455 [D loss: 0.649874, acc.: 59.46%, KL div.: -0.044684] [G loss: 0.588851, KL div.: 0.588032, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1456 [D loss: 0.644058, acc.: 59.76%, KL div.: -0.047061] [G loss: 0.597887, KL div.: 0.597092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1457 [D loss: 0.637814, acc.: 60.35%, KL div.: -0.050351] [G loss: 0.603913, KL div.: 0.603138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1458 [D loss: 0.630578, acc.: 60.55%, KL div.: -0.052570] [G loss: 0.612758, KL div.: 0.612014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1459 [D loss: 0.625776, acc.: 61.19%, KL div.: -0.054530] [G loss: 0.621542, KL div.: 0.620793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1460 [D loss: 0.618236, acc.: 61.46%, KL div.: -0.056535] [G loss: 0.631356, KL div.: 0.630626, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 973us/step
1461 [D loss: 0.612273, acc.: 61.70%, KL div.: -0.059598] [G loss: 0.637320, KL div.: 0.636606, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1462 [D loss: 0.607280, acc.: 62.01%, KL div.: -0.062039] [G loss: 0.649511, KL div.: 0.648782, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1463 [D loss: 0.607090, acc.: 62.00%, KL div.: -0.060033] [G loss: 0.650341, KL div.: 0.649607, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1464 [D loss: 0.604786, acc.: 62.02%, KL div.: -0.061716] [G loss: 0.654079, KL div.: 0.653343, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1465 [D loss: 0.604573, acc.: 62.12%, KL div.: -0.063476] [G loss: 0.652219, KL div.: 0.651479, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1466 [D loss: 0.604147, acc.: 61.83%, KL div.: -0.060520] [G loss: 0.653587, KL div.: 0.652852, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1467 [D loss: 0.607360, acc.: 62.63%, KL div.: -0.064669] [G loss: 0.654675, KL div.: 0.653940, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1468 [D loss: 0.608957, acc.: 62.11%, KL div.: -0.062491] [G loss: 0.651057, KL div.: 0.650348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1469 [D loss: 0.614049, acc.: 62.19%, KL div.: -0.061347] [G loss: 0.645351, KL div.: 0.644638, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1470 [D loss: 0.619639, acc.: 62.57%, KL div.: -0.063498] [G loss: 0.639620, KL div.: 0.638944, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1471 [D loss: 0.621500, acc.: 62.04%, KL div.: -0.060113] [G loss: 0.636049, KL div.: 0.635374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1472 [D loss: 0.622275, acc.: 62.17%, KL div.: -0.061644] [G loss: 0.633171, KL div.: 0.632503, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
1473 [D loss: 0.627174, acc.: 61.82%, KL div.: -0.060586] [G loss: 0.626983, KL div.: 0.626336, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1474 [D loss: 0.629814, acc.: 61.52%, KL div.: -0.059072] [G loss: 0.621743, KL div.: 0.621106, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1475 [D loss: 0.633257, acc.: 61.48%, KL div.: -0.058555] [G loss: 0.618545, KL div.: 0.617929, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1476 [D loss: 0.633407, acc.: 61.44%, KL div.: -0.058669] [G loss: 0.619266, KL div.: 0.618653, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1477 [D loss: 0.635192, acc.: 61.08%, KL div.: -0.057928] [G loss: 0.615923, KL div.: 0.615330, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1478 [D loss: 0.635677, acc.: 60.90%, KL div.: -0.058040] [G loss: 0.614181, KL div.: 0.613595, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1479 [D loss: 0.636895, acc.: 60.60%, KL div.: -0.054149] [G loss: 0.613705, KL div.: 0.613120, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1480 [D loss: 0.635973, acc.: 59.97%, KL div.: -0.052412] [G loss: 0.612991, KL div.: 0.612403, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1481 [D loss: 0.636492, acc.: 59.81%, KL div.: -0.050652] [G loss: 0.612347, KL div.: 0.611757, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1482 [D loss: 0.636285, acc.: 59.12%, KL div.: -0.048832] [G loss: 0.608507, KL div.: 0.607905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1483 [D loss: 0.637533, acc.: 59.06%, KL div.: -0.046091] [G loss: 0.610728, KL div.: 0.610126, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1484 [D loss: 0.636611, acc.: 58.40%, KL div.: -0.044480] [G loss: 0.607743, KL div.: 0.607084, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1485 [D loss: 0.639734, acc.: 58.65%, KL div.: -0.042081] [G loss: 0.607178, KL div.: 0.606507, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1486 [D loss: 0.639936, acc.: 58.33%, KL div.: -0.040344] [G loss: 0.605708, KL div.: 0.605012, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1487 [D loss: 0.638963, acc.: 57.46%, KL div.: -0.039911] [G loss: 0.601673, KL div.: 0.600933, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1488 [D loss: 0.644581, acc.: 57.58%, KL div.: -0.037650] [G loss: 0.595423, KL div.: 0.594659, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1489 [D loss: 0.644557, acc.: 57.38%, KL div.: -0.036480] [G loss: 0.595993, KL div.: 0.595205, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 661us/step
1490 [D loss: 0.652921, acc.: 57.79%, KL div.: -0.035961] [G loss: 0.588979, KL div.: 0.588161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1491 [D loss: 0.656354, acc.: 57.85%, KL div.: -0.036365] [G loss: 0.584917, KL div.: 0.584079, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1492 [D loss: 0.656580, acc.: 58.09%, KL div.: -0.037616] [G loss: 0.581553, KL div.: 0.580707, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1493 [D loss: 0.657609, acc.: 58.60%, KL div.: -0.039626] [G loss: 0.583649, KL div.: 0.582818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1494 [D loss: 0.656345, acc.: 59.25%, KL div.: -0.041351] [G loss: 0.589086, KL div.: 0.588293, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1495 [D loss: 0.650901, acc.: 59.43%, KL div.: -0.043880] [G loss: 0.594579, KL div.: 0.593818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1496 [D loss: 0.646272, acc.: 60.31%, KL div.: -0.047291] [G loss: 0.602698, KL div.: 0.601955, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1497 [D loss: 0.639889, acc.: 60.99%, KL div.: -0.050587] [G loss: 0.613990, KL div.: 0.613269, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
1498 [D loss: 0.632649, acc.: 61.28%, KL div.: -0.053991] [G loss: 0.622926, KL div.: 0.622225, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1499 [D loss: 0.627387, acc.: 61.94%, KL div.: -0.057027] [G loss: 0.630990, KL div.: 0.630309, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 75ms/step
4/4 [==============================] - 0s 23ms/step
1500 [D loss: 0.622059, acc.: 62.14%, KL div.: -0.058348] [G loss: 0.639589, KL div.: 0.638907, FID: 69.655921]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 46ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1501 [D loss: 0.618062, acc.: 62.52%, KL div.: -0.061737] [G loss: 0.643860, KL div.: 0.643183, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1502 [D loss: 0.615803, acc.: 62.55%, KL div.: -0.061396] [G loss: 0.648563, KL div.: 0.647913, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1503 [D loss: 0.611953, acc.: 62.77%, KL div.: -0.063616] [G loss: 0.652766, KL div.: 0.652108, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1504 [D loss: 0.613709, acc.: 63.10%, KL div.: -0.064496] [G loss: 0.654117, KL div.: 0.653474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1505 [D loss: 0.615082, acc.: 63.20%, KL div.: -0.064675] [G loss: 0.656251, KL div.: 0.655593, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1506 [D loss: 0.617120, acc.: 63.16%, KL div.: -0.063641] [G loss: 0.652151, KL div.: 0.651511, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1507 [D loss: 0.619949, acc.: 63.20%, KL div.: -0.063337] [G loss: 0.649455, KL div.: 0.648834, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1508 [D loss: 0.621294, acc.: 63.13%, KL div.: -0.064634] [G loss: 0.644098, KL div.: 0.643467, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1509 [D loss: 0.626756, acc.: 63.43%, KL div.: -0.064696] [G loss: 0.642358, KL div.: 0.641751, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1510 [D loss: 0.628574, acc.: 63.45%, KL div.: -0.064886] [G loss: 0.637579, KL div.: 0.636978, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1511 [D loss: 0.631465, acc.: 62.95%, KL div.: -0.062599] [G loss: 0.632335, KL div.: 0.631767, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1512 [D loss: 0.634771, acc.: 63.13%, KL div.: -0.065253] [G loss: 0.627098, KL div.: 0.626532, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 930us/step
1513 [D loss: 0.634953, acc.: 62.72%, KL div.: -0.064296] [G loss: 0.626143, KL div.: 0.625598, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
1514 [D loss: 0.634998, acc.: 62.43%, KL div.: -0.063193] [G loss: 0.624381, KL div.: 0.623845, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1515 [D loss: 0.637419, acc.: 62.12%, KL div.: -0.061915] [G loss: 0.620326, KL div.: 0.619818, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1516 [D loss: 0.638158, acc.: 61.90%, KL div.: -0.060804] [G loss: 0.620391, KL div.: 0.619887, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1517 [D loss: 0.639340, acc.: 61.85%, KL div.: -0.059153] [G loss: 0.621509, KL div.: 0.621026, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1518 [D loss: 0.635807, acc.: 61.09%, KL div.: -0.058146] [G loss: 0.620595, KL div.: 0.620110, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1519 [D loss: 0.636338, acc.: 60.93%, KL div.: -0.057426] [G loss: 0.620048, KL div.: 0.619549, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
1520 [D loss: 0.635757, acc.: 60.64%, KL div.: -0.053613] [G loss: 0.622005, KL div.: 0.621520, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1521 [D loss: 0.634292, acc.: 60.10%, KL div.: -0.052607] [G loss: 0.622309, KL div.: 0.621799, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1522 [D loss: 0.633147, acc.: 59.97%, KL div.: -0.051894] [G loss: 0.623508, KL div.: 0.622986, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 766us/step
4/4 [==============================] - 0s 4ms/step
1523 [D loss: 0.633262, acc.: 59.49%, KL div.: -0.048578] [G loss: 0.623752, KL div.: 0.623216, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1524 [D loss: 0.631969, acc.: 59.03%, KL div.: -0.045924] [G loss: 0.624122, KL div.: 0.623560, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
1525 [D loss: 0.633477, acc.: 58.48%, KL div.: -0.044244] [G loss: 0.617124, KL div.: 0.616511, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1526 [D loss: 0.634756, acc.: 58.36%, KL div.: -0.041887] [G loss: 0.617098, KL div.: 0.616470, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 332us/step
1527 [D loss: 0.639630, acc.: 58.32%, KL div.: -0.039333] [G loss: 0.611154, KL div.: 0.610499, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1528 [D loss: 0.639784, acc.: 57.74%, KL div.: -0.037271] [G loss: 0.606674, KL div.: 0.605970, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1529 [D loss: 0.648313, acc.: 57.67%, KL div.: -0.035520] [G loss: 0.595645, KL div.: 0.594881, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1530 [D loss: 0.647966, acc.: 57.47%, KL div.: -0.035009] [G loss: 0.595506, KL div.: 0.594741, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1531 [D loss: 0.652081, acc.: 57.88%, KL div.: -0.035045] [G loss: 0.592175, KL div.: 0.591416, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1532 [D loss: 0.654005, acc.: 58.07%, KL div.: -0.036037] [G loss: 0.589108, KL div.: 0.588311, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1533 [D loss: 0.653794, acc.: 58.58%, KL div.: -0.037354] [G loss: 0.592492, KL div.: 0.591725, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1534 [D loss: 0.654190, acc.: 59.01%, KL div.: -0.039820] [G loss: 0.591231, KL div.: 0.590446, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1535 [D loss: 0.650174, acc.: 59.12%, KL div.: -0.043975] [G loss: 0.593482, KL div.: 0.592720, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1536 [D loss: 0.642725, acc.: 59.90%, KL div.: -0.046421] [G loss: 0.604056, KL div.: 0.603325, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 973us/step
1537 [D loss: 0.636251, acc.: 60.41%, KL div.: -0.049593] [G loss: 0.610894, KL div.: 0.610202, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1538 [D loss: 0.630405, acc.: 61.00%, KL div.: -0.052662] [G loss: 0.619224, KL div.: 0.618547, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1539 [D loss: 0.625311, acc.: 61.46%, KL div.: -0.054787] [G loss: 0.627484, KL div.: 0.626793, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1540 [D loss: 0.620026, acc.: 61.74%, KL div.: -0.055068] [G loss: 0.635786, KL div.: 0.635094, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1541 [D loss: 0.614406, acc.: 61.92%, KL div.: -0.054827] [G loss: 0.645480, KL div.: 0.644783, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1542 [D loss: 0.608369, acc.: 62.19%, KL div.: -0.059041] [G loss: 0.655815, KL div.: 0.655116, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1543 [D loss: 0.607909, acc.: 62.33%, KL div.: -0.056171] [G loss: 0.663584, KL div.: 0.662861, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1544 [D loss: 0.607887, acc.: 62.83%, KL div.: -0.058714] [G loss: 0.664870, KL div.: 0.664134, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1545 [D loss: 0.609745, acc.: 63.23%, KL div.: -0.060857] [G loss: 0.665559, KL div.: 0.664816, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1546 [D loss: 0.611739, acc.: 63.26%, KL div.: -0.059406] [G loss: 0.663780, KL div.: 0.663048, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1547 [D loss: 0.616683, acc.: 63.51%, KL div.: -0.059616] [G loss: 0.657415, KL div.: 0.656698, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1548 [D loss: 0.619623, acc.: 63.53%, KL div.: -0.059907] [G loss: 0.655646, KL div.: 0.654925, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1549 [D loss: 0.621240, acc.: 63.54%, KL div.: -0.062324] [G loss: 0.649670, KL div.: 0.648985, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1550 [D loss: 0.631760, acc.: 63.75%, KL div.: -0.062394] [G loss: 0.636375, KL div.: 0.635736, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1551 [D loss: 0.633974, acc.: 63.10%, KL div.: -0.058997] [G loss: 0.629738, KL div.: 0.629117, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1552 [D loss: 0.637254, acc.: 63.30%, KL div.: -0.062363] [G loss: 0.624552, KL div.: 0.623936, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1553 [D loss: 0.639026, acc.: 63.32%, KL div.: -0.063110] [G loss: 0.622110, KL div.: 0.621531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1554 [D loss: 0.641909, acc.: 62.90%, KL div.: -0.060677] [G loss: 0.617160, KL div.: 0.616615, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1555 [D loss: 0.642795, acc.: 62.77%, KL div.: -0.061956] [G loss: 0.614865, KL div.: 0.614332, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1556 [D loss: 0.639849, acc.: 62.27%, KL div.: -0.061287] [G loss: 0.616243, KL div.: 0.615737, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1557 [D loss: 0.639237, acc.: 61.75%, KL div.: -0.059264] [G loss: 0.614709, KL div.: 0.614206, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 86us/step
1558 [D loss: 0.637802, acc.: 61.36%, KL div.: -0.057948] [G loss: 0.614321, KL div.: 0.613834, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 721us/step
1559 [D loss: 0.636784, acc.: 61.27%, KL div.: -0.059834] [G loss: 0.616179, KL div.: 0.615681, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1560 [D loss: 0.637254, acc.: 60.89%, KL div.: -0.055772] [G loss: 0.614022, KL div.: 0.613524, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1561 [D loss: 0.633942, acc.: 60.55%, KL div.: -0.055629] [G loss: 0.616987, KL div.: 0.616484, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 385us/step
1562 [D loss: 0.635284, acc.: 60.46%, KL div.: -0.052547] [G loss: 0.619760, KL div.: 0.619263, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1563 [D loss: 0.633057, acc.: 60.08%, KL div.: -0.051928] [G loss: 0.620960, KL div.: 0.620439, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 472us/step
1564 [D loss: 0.633178, acc.: 59.51%, KL div.: -0.048329] [G loss: 0.619626, KL div.: 0.619082, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1565 [D loss: 0.632988, acc.: 59.42%, KL div.: -0.046280] [G loss: 0.619832, KL div.: 0.619280, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1566 [D loss: 0.634927, acc.: 59.18%, KL div.: -0.043931] [G loss: 0.618742, KL div.: 0.618152, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1567 [D loss: 0.633726, acc.: 58.65%, KL div.: -0.042121] [G loss: 0.616693, KL div.: 0.616070, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1568 [D loss: 0.639053, acc.: 58.99%, KL div.: -0.039256] [G loss: 0.614002, KL div.: 0.613370, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1569 [D loss: 0.637928, acc.: 58.55%, KL div.: -0.038710] [G loss: 0.614127, KL div.: 0.613479, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1570 [D loss: 0.640536, acc.: 58.38%, KL div.: -0.037283] [G loss: 0.609004, KL div.: 0.608298, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1571 [D loss: 0.647425, acc.: 58.05%, KL div.: -0.035786] [G loss: 0.597156, KL div.: 0.596417, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1572 [D loss: 0.645545, acc.: 58.01%, KL div.: -0.035806] [G loss: 0.599541, KL div.: 0.598791, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1573 [D loss: 0.647284, acc.: 58.34%, KL div.: -0.036935] [G loss: 0.596748, KL div.: 0.595987, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1574 [D loss: 0.650138, acc.: 58.12%, KL div.: -0.036171] [G loss: 0.592403, KL div.: 0.591626, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1575 [D loss: 0.653397, acc.: 59.31%, KL div.: -0.038331] [G loss: 0.593382, KL div.: 0.592621, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1576 [D loss: 0.648343, acc.: 59.41%, KL div.: -0.040455] [G loss: 0.601483, KL div.: 0.600752, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1577 [D loss: 0.642519, acc.: 59.93%, KL div.: -0.043823] [G loss: 0.607412, KL div.: 0.606696, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1578 [D loss: 0.637108, acc.: 60.41%, KL div.: -0.046894] [G loss: 0.612484, KL div.: 0.611785, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1579 [D loss: 0.630817, acc.: 60.56%, KL div.: -0.049800] [G loss: 0.618244, KL div.: 0.617560, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1580 [D loss: 0.626391, acc.: 61.39%, KL div.: -0.052100] [G loss: 0.629514, KL div.: 0.628842, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1581 [D loss: 0.619778, acc.: 61.55%, KL div.: -0.054281] [G loss: 0.637551, KL div.: 0.636888, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 710us/step
1582 [D loss: 0.613625, acc.: 61.83%, KL div.: -0.058511] [G loss: 0.644989, KL div.: 0.644331, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1583 [D loss: 0.612141, acc.: 62.11%, KL div.: -0.058311] [G loss: 0.649797, KL div.: 0.649134, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1584 [D loss: 0.610549, acc.: 62.38%, KL div.: -0.060113] [G loss: 0.651663, KL div.: 0.651029, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 253us/step
4/4 [==============================] - 0s 3ms/step
1585 [D loss: 0.610782, acc.: 62.57%, KL div.: -0.059612] [G loss: 0.654375, KL div.: 0.653730, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1586 [D loss: 0.610501, acc.: 62.69%, KL div.: -0.062273] [G loss: 0.656284, KL div.: 0.655630, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1587 [D loss: 0.612950, acc.: 62.11%, KL div.: -0.058583] [G loss: 0.651073, KL div.: 0.650443, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1588 [D loss: 0.614546, acc.: 62.68%, KL div.: -0.061584] [G loss: 0.650337, KL div.: 0.649718, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 7ms/step
1589 [D loss: 0.617113, acc.: 62.67%, KL div.: -0.061035] [G loss: 0.646279, KL div.: 0.645648, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1590 [D loss: 0.622572, acc.: 62.73%, KL div.: -0.061277] [G loss: 0.640129, KL div.: 0.639504, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1591 [D loss: 0.626920, acc.: 62.69%, KL div.: -0.060663] [G loss: 0.635260, KL div.: 0.634655, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1592 [D loss: 0.629983, acc.: 62.15%, KL div.: -0.058844] [G loss: 0.627395, KL div.: 0.626790, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1593 [D loss: 0.633168, acc.: 62.34%, KL div.: -0.060490] [G loss: 0.624884, KL div.: 0.624302, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1594 [D loss: 0.634891, acc.: 62.16%, KL div.: -0.058966] [G loss: 0.622233, KL div.: 0.621669, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 424us/step
1595 [D loss: 0.641775, acc.: 62.62%, KL div.: -0.061015] [G loss: 0.614451, KL div.: 0.613909, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 225us/step
4/4 [==============================] - 0s 2ms/step
1596 [D loss: 0.640883, acc.: 62.12%, KL div.: -0.059629] [G loss: 0.614363, KL div.: 0.613834, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1597 [D loss: 0.640692, acc.: 61.93%, KL div.: -0.060673] [G loss: 0.612564, KL div.: 0.612048, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 104us/step
4/4 [==============================] - 0s 4ms/step
1598 [D loss: 0.644449, acc.: 62.02%, KL div.: -0.060701] [G loss: 0.609715, KL div.: 0.609201, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
1599 [D loss: 0.644260, acc.: 61.57%, KL div.: -0.058906] [G loss: 0.607868, KL div.: 0.607383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 0s 26ms/step
1600 [D loss: 0.642793, acc.: 61.27%, KL div.: -0.057715] [G loss: 0.608076, KL div.: 0.607599, FID: 49.679704]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 72ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1601 [D loss: 0.640971, acc.: 61.03%, KL div.: -0.058760] [G loss: 0.609764, KL div.: 0.609276, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1602 [D loss: 0.641939, acc.: 60.89%, KL div.: -0.057253] [G loss: 0.608960, KL div.: 0.608482, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1603 [D loss: 0.641278, acc.: 60.40%, KL div.: -0.055114] [G loss: 0.610361, KL div.: 0.609889, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1604 [D loss: 0.640039, acc.: 60.22%, KL div.: -0.056228] [G loss: 0.607564, KL div.: 0.607076, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1605 [D loss: 0.640540, acc.: 59.89%, KL div.: -0.051136] [G loss: 0.608261, KL div.: 0.607774, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1606 [D loss: 0.638280, acc.: 59.38%, KL div.: -0.051245] [G loss: 0.609001, KL div.: 0.608502, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1607 [D loss: 0.638067, acc.: 59.06%, KL div.: -0.049214] [G loss: 0.608412, KL div.: 0.607906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1608 [D loss: 0.640556, acc.: 59.15%, KL div.: -0.046560] [G loss: 0.608837, KL div.: 0.608315, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
1609 [D loss: 0.638133, acc.: 58.55%, KL div.: -0.045749] [G loss: 0.609649, KL div.: 0.609095, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 746us/step
1610 [D loss: 0.642080, acc.: 58.55%, KL div.: -0.042728] [G loss: 0.604325, KL div.: 0.603740, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1611 [D loss: 0.644008, acc.: 58.41%, KL div.: -0.042279] [G loss: 0.601116, KL div.: 0.600512, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1612 [D loss: 0.646275, acc.: 58.03%, KL div.: -0.041022] [G loss: 0.596889, KL div.: 0.596262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1613 [D loss: 0.651167, acc.: 58.50%, KL div.: -0.041031] [G loss: 0.592860, KL div.: 0.592224, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 556us/step
4/4 [==============================] - 0s 0s/step
1614 [D loss: 0.651052, acc.: 58.56%, KL div.: -0.040424] [G loss: 0.594224, KL div.: 0.593572, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1615 [D loss: 0.651512, acc.: 58.68%, KL div.: -0.041776] [G loss: 0.591717, KL div.: 0.591066, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 749us/step
1616 [D loss: 0.648596, acc.: 58.83%, KL div.: -0.043106] [G loss: 0.594022, KL div.: 0.593383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1617 [D loss: 0.648659, acc.: 59.21%, KL div.: -0.044616] [G loss: 0.596029, KL div.: 0.595387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1618 [D loss: 0.646828, acc.: 59.77%, KL div.: -0.045902] [G loss: 0.603336, KL div.: 0.602719, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1619 [D loss: 0.641630, acc.: 60.02%, KL div.: -0.048629] [G loss: 0.608696, KL div.: 0.608076, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 631us/step
1620 [D loss: 0.635787, acc.: 60.34%, KL div.: -0.049706] [G loss: 0.617618, KL div.: 0.617018, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1621 [D loss: 0.629830, acc.: 60.72%, KL div.: -0.052661] [G loss: 0.626516, KL div.: 0.625921, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1622 [D loss: 0.627108, acc.: 61.14%, KL div.: -0.053881] [G loss: 0.633422, KL div.: 0.632807, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1623 [D loss: 0.622869, acc.: 61.57%, KL div.: -0.054701] [G loss: 0.641798, KL div.: 0.641192, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 363us/step
4/4 [==============================] - 0s 7ms/step
1624 [D loss: 0.618135, acc.: 61.73%, KL div.: -0.055749] [G loss: 0.649420, KL div.: 0.648782, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1625 [D loss: 0.614474, acc.: 61.89%, KL div.: -0.056429] [G loss: 0.656806, KL div.: 0.656178, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1626 [D loss: 0.613466, acc.: 62.25%, KL div.: -0.057232] [G loss: 0.663145, KL div.: 0.662497, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1627 [D loss: 0.612791, acc.: 62.24%, KL div.: -0.056860] [G loss: 0.664225, KL div.: 0.663563, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1628 [D loss: 0.614046, acc.: 62.63%, KL div.: -0.056834] [G loss: 0.665219, KL div.: 0.664543, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 630us/step
1629 [D loss: 0.618139, acc.: 62.85%, KL div.: -0.057921] [G loss: 0.660910, KL div.: 0.660251, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1630 [D loss: 0.620844, acc.: 62.67%, KL div.: -0.056208] [G loss: 0.657230, KL div.: 0.656576, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
1631 [D loss: 0.626007, acc.: 63.06%, KL div.: -0.057259] [G loss: 0.649350, KL div.: 0.648687, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1632 [D loss: 0.628141, acc.: 62.34%, KL div.: -0.056072] [G loss: 0.638547, KL div.: 0.637921, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 7ms/step
1633 [D loss: 0.635787, acc.: 62.97%, KL div.: -0.057537] [G loss: 0.629752, KL div.: 0.629140, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1634 [D loss: 0.636805, acc.: 62.22%, KL div.: -0.054968] [G loss: 0.626033, KL div.: 0.625446, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1635 [D loss: 0.638691, acc.: 61.95%, KL div.: -0.055504] [G loss: 0.618932, KL div.: 0.618377, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1636 [D loss: 0.641276, acc.: 61.96%, KL div.: -0.056481] [G loss: 0.615628, KL div.: 0.615078, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1637 [D loss: 0.641044, acc.: 61.51%, KL div.: -0.055970] [G loss: 0.612520, KL div.: 0.612009, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1638 [D loss: 0.644811, acc.: 61.43%, KL div.: -0.054985] [G loss: 0.608202, KL div.: 0.607711, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1639 [D loss: 0.640982, acc.: 60.93%, KL div.: -0.053506] [G loss: 0.610767, KL div.: 0.610281, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1640 [D loss: 0.639022, acc.: 60.53%, KL div.: -0.054803] [G loss: 0.609871, KL div.: 0.609371, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1641 [D loss: 0.638789, acc.: 60.10%, KL div.: -0.053152] [G loss: 0.606237, KL div.: 0.605746, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1642 [D loss: 0.638367, acc.: 59.80%, KL div.: -0.052454] [G loss: 0.605769, KL div.: 0.605283, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1643 [D loss: 0.638968, acc.: 59.95%, KL div.: -0.051002] [G loss: 0.606732, KL div.: 0.606241, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1644 [D loss: 0.638337, acc.: 59.52%, KL div.: -0.049821] [G loss: 0.606905, KL div.: 0.606412, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1645 [D loss: 0.638801, acc.: 59.25%, KL div.: -0.048037] [G loss: 0.606025, KL div.: 0.605522, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1646 [D loss: 0.638758, acc.: 59.02%, KL div.: -0.047149] [G loss: 0.604739, KL div.: 0.604213, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1647 [D loss: 0.639990, acc.: 58.70%, KL div.: -0.045342] [G loss: 0.602075, KL div.: 0.601535, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1648 [D loss: 0.640749, acc.: 58.36%, KL div.: -0.044613] [G loss: 0.599395, KL div.: 0.598828, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1649 [D loss: 0.641992, acc.: 58.28%, KL div.: -0.043985] [G loss: 0.595485, KL div.: 0.594873, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1650 [D loss: 0.645582, acc.: 58.56%, KL div.: -0.042675] [G loss: 0.594938, KL div.: 0.594328, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1651 [D loss: 0.645344, acc.: 58.63%, KL div.: -0.042168] [G loss: 0.594275, KL div.: 0.593663, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1652 [D loss: 0.646701, acc.: 58.53%, KL div.: -0.042487] [G loss: 0.592473, KL div.: 0.591847, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1653 [D loss: 0.647805, acc.: 58.90%, KL div.: -0.043052] [G loss: 0.593966, KL div.: 0.593344, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 703us/step
1654 [D loss: 0.648194, acc.: 59.20%, KL div.: -0.044236] [G loss: 0.593001, KL div.: 0.592394, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1655 [D loss: 0.647129, acc.: 59.35%, KL div.: -0.045155] [G loss: 0.595322, KL div.: 0.594700, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1656 [D loss: 0.644907, acc.: 59.84%, KL div.: -0.047527] [G loss: 0.598258, KL div.: 0.597652, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 637us/step
1657 [D loss: 0.640143, acc.: 60.04%, KL div.: -0.048397] [G loss: 0.602471, KL div.: 0.601885, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 853us/step
1658 [D loss: 0.636089, acc.: 60.28%, KL div.: -0.050364] [G loss: 0.610059, KL div.: 0.609465, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
1659 [D loss: 0.629187, acc.: 60.32%, KL div.: -0.053273] [G loss: 0.614633, KL div.: 0.614058, FID: 0.000000]
4/4 [==============================] - 0s 248us/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1660 [D loss: 0.626623, acc.: 61.05%, KL div.: -0.053980] [G loss: 0.624952, KL div.: 0.624390, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1661 [D loss: 0.623935, acc.: 61.41%, KL div.: -0.055196] [G loss: 0.630585, KL div.: 0.630023, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1662 [D loss: 0.617590, acc.: 61.24%, KL div.: -0.056779] [G loss: 0.635085, KL div.: 0.634535, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1663 [D loss: 0.614785, acc.: 61.62%, KL div.: -0.057599] [G loss: 0.641786, KL div.: 0.641230, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1664 [D loss: 0.612514, acc.: 61.65%, KL div.: -0.057716] [G loss: 0.645504, KL div.: 0.644944, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1665 [D loss: 0.611775, acc.: 61.92%, KL div.: -0.059762] [G loss: 0.647528, KL div.: 0.646965, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1666 [D loss: 0.611820, acc.: 61.97%, KL div.: -0.059769] [G loss: 0.648938, KL div.: 0.648383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1667 [D loss: 0.612506, acc.: 62.26%, KL div.: -0.060892] [G loss: 0.649759, KL div.: 0.649188, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1668 [D loss: 0.611142, acc.: 61.88%, KL div.: -0.059690] [G loss: 0.652322, KL div.: 0.651755, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 976us/step
1669 [D loss: 0.614446, acc.: 62.48%, KL div.: -0.061711] [G loss: 0.648417, KL div.: 0.647863, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1670 [D loss: 0.616699, acc.: 61.94%, KL div.: -0.058124] [G loss: 0.644569, KL div.: 0.644014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1671 [D loss: 0.618491, acc.: 61.84%, KL div.: -0.059685] [G loss: 0.642250, KL div.: 0.641703, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1672 [D loss: 0.621208, acc.: 62.06%, KL div.: -0.058779] [G loss: 0.641423, KL div.: 0.640867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 448us/step
1673 [D loss: 0.623560, acc.: 61.96%, KL div.: -0.058884] [G loss: 0.635008, KL div.: 0.634464, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 771us/step
1674 [D loss: 0.628377, acc.: 61.68%, KL div.: -0.057740] [G loss: 0.627697, KL div.: 0.627171, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1675 [D loss: 0.629193, acc.: 61.78%, KL div.: -0.059601] [G loss: 0.625070, KL div.: 0.624566, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1676 [D loss: 0.632944, acc.: 61.96%, KL div.: -0.060746] [G loss: 0.622202, KL div.: 0.621684, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1677 [D loss: 0.631876, acc.: 61.24%, KL div.: -0.058109] [G loss: 0.620349, KL div.: 0.619853, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1678 [D loss: 0.634084, acc.: 61.32%, KL div.: -0.057926] [G loss: 0.616961, KL div.: 0.616464, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1679 [D loss: 0.633639, acc.: 60.72%, KL div.: -0.055292] [G loss: 0.614788, KL div.: 0.614296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1680 [D loss: 0.633990, acc.: 60.54%, KL div.: -0.053977] [G loss: 0.614719, KL div.: 0.614236, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1681 [D loss: 0.637266, acc.: 60.67%, KL div.: -0.054419] [G loss: 0.610798, KL div.: 0.610308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1682 [D loss: 0.636076, acc.: 60.51%, KL div.: -0.054190] [G loss: 0.613080, KL div.: 0.612593, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1683 [D loss: 0.635883, acc.: 60.29%, KL div.: -0.053654] [G loss: 0.611536, KL div.: 0.611046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 30us/step
1684 [D loss: 0.637465, acc.: 60.22%, KL div.: -0.052050] [G loss: 0.612351, KL div.: 0.611871, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1685 [D loss: 0.636425, acc.: 59.80%, KL div.: -0.051041] [G loss: 0.612027, KL div.: 0.611542, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1686 [D loss: 0.637002, acc.: 59.64%, KL div.: -0.050335] [G loss: 0.610466, KL div.: 0.609969, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1687 [D loss: 0.637091, acc.: 59.29%, KL div.: -0.048593] [G loss: 0.607902, KL div.: 0.607388, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1688 [D loss: 0.638381, acc.: 59.24%, KL div.: -0.046902] [G loss: 0.608110, KL div.: 0.607595, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1689 [D loss: 0.638316, acc.: 58.94%, KL div.: -0.046846] [G loss: 0.606528, KL div.: 0.605985, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1690 [D loss: 0.640411, acc.: 58.90%, KL div.: -0.045243] [G loss: 0.604781, KL div.: 0.604233, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
1691 [D loss: 0.640811, acc.: 58.76%, KL div.: -0.044673] [G loss: 0.603849, KL div.: 0.603282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1692 [D loss: 0.641706, acc.: 58.65%, KL div.: -0.043436] [G loss: 0.602449, KL div.: 0.601866, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 351us/step
4/4 [==============================] - 0s 4ms/step
1693 [D loss: 0.645939, acc.: 58.75%, KL div.: -0.042970] [G loss: 0.597012, KL div.: 0.596413, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1694 [D loss: 0.647101, acc.: 58.76%, KL div.: -0.042294] [G loss: 0.597112, KL div.: 0.596508, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1695 [D loss: 0.648895, acc.: 58.53%, KL div.: -0.042622] [G loss: 0.593256, KL div.: 0.592618, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1696 [D loss: 0.650689, acc.: 58.86%, KL div.: -0.043317] [G loss: 0.591737, KL div.: 0.591092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
1697 [D loss: 0.651453, acc.: 59.28%, KL div.: -0.044214] [G loss: 0.593344, KL div.: 0.592719, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1698 [D loss: 0.655248, acc.: 59.66%, KL div.: -0.044922] [G loss: 0.589180, KL div.: 0.588527, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1699 [D loss: 0.647595, acc.: 59.98%, KL div.: -0.046610] [G loss: 0.600298, KL div.: 0.599687, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 78ms/step
4/4 [==============================] - 0s 25ms/step
1700 [D loss: 0.643887, acc.: 60.19%, KL div.: -0.049263] [G loss: 0.604537, KL div.: 0.603940, FID: 66.314458]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 70ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 147us/step
1701 [D loss: 0.641905, acc.: 60.61%, KL div.: -0.050284] [G loss: 0.608727, KL div.: 0.608122, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1702 [D loss: 0.636133, acc.: 61.02%, KL div.: -0.051908] [G loss: 0.620329, KL div.: 0.619739, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1703 [D loss: 0.629665, acc.: 61.13%, KL div.: -0.054728] [G loss: 0.626139, KL div.: 0.625555, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1704 [D loss: 0.624997, acc.: 61.45%, KL div.: -0.056225] [G loss: 0.634297, KL div.: 0.633722, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1705 [D loss: 0.622758, acc.: 61.90%, KL div.: -0.057422] [G loss: 0.639907, KL div.: 0.639322, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1706 [D loss: 0.617535, acc.: 61.89%, KL div.: -0.058150] [G loss: 0.647494, KL div.: 0.646910, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1707 [D loss: 0.618315, acc.: 62.20%, KL div.: -0.059753] [G loss: 0.648737, KL div.: 0.648151, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1708 [D loss: 0.615998, acc.: 62.09%, KL div.: -0.058718] [G loss: 0.650724, KL div.: 0.650132, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1709 [D loss: 0.614619, acc.: 62.23%, KL div.: -0.057960] [G loss: 0.657882, KL div.: 0.657277, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1710 [D loss: 0.616021, acc.: 62.15%, KL div.: -0.060060] [G loss: 0.653443, KL div.: 0.652854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1711 [D loss: 0.618997, acc.: 62.02%, KL div.: -0.057637] [G loss: 0.649599, KL div.: 0.649004, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 838us/step
1712 [D loss: 0.622885, acc.: 62.31%, KL div.: -0.058948] [G loss: 0.646444, KL div.: 0.645829, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1713 [D loss: 0.626215, acc.: 62.17%, KL div.: -0.056536] [G loss: 0.641485, KL div.: 0.640895, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1714 [D loss: 0.629292, acc.: 62.16%, KL div.: -0.056638] [G loss: 0.637182, KL div.: 0.636594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1715 [D loss: 0.630804, acc.: 61.63%, KL div.: -0.054331] [G loss: 0.632834, KL div.: 0.632270, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1716 [D loss: 0.631736, acc.: 61.63%, KL div.: -0.055607] [G loss: 0.629434, KL div.: 0.628850, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1717 [D loss: 0.635172, acc.: 61.26%, KL div.: -0.052893] [G loss: 0.624116, KL div.: 0.623560, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1718 [D loss: 0.637644, acc.: 61.16%, KL div.: -0.053540] [G loss: 0.621474, KL div.: 0.620918, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1719 [D loss: 0.639852, acc.: 61.10%, KL div.: -0.053358] [G loss: 0.616443, KL div.: 0.615907, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1720 [D loss: 0.643846, acc.: 61.07%, KL div.: -0.051869] [G loss: 0.610067, KL div.: 0.609551, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1721 [D loss: 0.641193, acc.: 60.69%, KL div.: -0.052147] [G loss: 0.612572, KL div.: 0.612063, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 518us/step
1722 [D loss: 0.640766, acc.: 60.31%, KL div.: -0.051585] [G loss: 0.610287, KL div.: 0.609760, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1723 [D loss: 0.640217, acc.: 59.97%, KL div.: -0.048762] [G loss: 0.610490, KL div.: 0.609971, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1724 [D loss: 0.638993, acc.: 59.35%, KL div.: -0.048425] [G loss: 0.609123, KL div.: 0.608601, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1725 [D loss: 0.638953, acc.: 59.22%, KL div.: -0.046049] [G loss: 0.611117, KL div.: 0.610574, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1726 [D loss: 0.638487, acc.: 58.80%, KL div.: -0.044493] [G loss: 0.609886, KL div.: 0.609339, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 1ms/step
1727 [D loss: 0.637126, acc.: 58.45%, KL div.: -0.042775] [G loss: 0.609713, KL div.: 0.609138, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1728 [D loss: 0.638019, acc.: 58.14%, KL div.: -0.040668] [G loss: 0.608228, KL div.: 0.607638, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1729 [D loss: 0.639884, acc.: 57.96%, KL div.: -0.038642] [G loss: 0.607769, KL div.: 0.607149, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1730 [D loss: 0.641442, acc.: 57.38%, KL div.: -0.036111] [G loss: 0.602841, KL div.: 0.602155, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 600us/step
1731 [D loss: 0.642505, acc.: 56.81%, KL div.: -0.034006] [G loss: 0.600176, KL div.: 0.599438, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1732 [D loss: 0.649479, acc.: 57.24%, KL div.: -0.032975] [G loss: 0.594616, KL div.: 0.593854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1733 [D loss: 0.650171, acc.: 56.76%, KL div.: -0.030646] [G loss: 0.590631, KL div.: 0.589837, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1734 [D loss: 0.658416, acc.: 57.18%, KL div.: -0.030651] [G loss: 0.582845, KL div.: 0.582021, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1735 [D loss: 0.660224, acc.: 57.04%, KL div.: -0.030641] [G loss: 0.578813, KL div.: 0.577980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1736 [D loss: 0.668620, acc.: 57.17%, KL div.: -0.031661] [G loss: 0.567291, KL div.: 0.566431, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1737 [D loss: 0.664164, acc.: 57.47%, KL div.: -0.033407] [G loss: 0.574381, KL div.: 0.573550, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1738 [D loss: 0.663682, acc.: 57.84%, KL div.: -0.035902] [G loss: 0.575431, KL div.: 0.574604, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1739 [D loss: 0.665729, acc.: 59.06%, KL div.: -0.038987] [G loss: 0.578531, KL div.: 0.577726, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 679us/step
4/4 [==============================] - 0s 2ms/step
1740 [D loss: 0.657675, acc.: 59.46%, KL div.: -0.042186] [G loss: 0.587696, KL div.: 0.586941, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 736us/step
1741 [D loss: 0.649173, acc.: 60.02%, KL div.: -0.045620] [G loss: 0.599210, KL div.: 0.598485, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1742 [D loss: 0.640966, acc.: 60.49%, KL div.: -0.048656] [G loss: 0.609629, KL div.: 0.608922, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1743 [D loss: 0.631460, acc.: 60.94%, KL div.: -0.051787] [G loss: 0.621889, KL div.: 0.621194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1744 [D loss: 0.624958, acc.: 61.29%, KL div.: -0.053843] [G loss: 0.629859, KL div.: 0.629175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1745 [D loss: 0.617856, acc.: 61.58%, KL div.: -0.056225] [G loss: 0.642315, KL div.: 0.641632, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1746 [D loss: 0.614096, acc.: 61.80%, KL div.: -0.056604] [G loss: 0.647752, KL div.: 0.647045, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1747 [D loss: 0.611016, acc.: 62.09%, KL div.: -0.057789] [G loss: 0.656691, KL div.: 0.655984, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1748 [D loss: 0.610289, acc.: 61.90%, KL div.: -0.056953] [G loss: 0.655041, KL div.: 0.654334, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 797us/step
1749 [D loss: 0.610009, acc.: 62.16%, KL div.: -0.059345] [G loss: 0.657216, KL div.: 0.656504, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1750 [D loss: 0.612978, acc.: 62.54%, KL div.: -0.060203] [G loss: 0.656603, KL div.: 0.655902, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1751 [D loss: 0.616478, acc.: 62.29%, KL div.: -0.058347] [G loss: 0.649075, KL div.: 0.648392, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1752 [D loss: 0.617224, acc.: 62.06%, KL div.: -0.057935] [G loss: 0.648091, KL div.: 0.647393, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1753 [D loss: 0.625172, acc.: 62.32%, KL div.: -0.059148] [G loss: 0.635530, KL div.: 0.634856, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1754 [D loss: 0.627895, acc.: 62.43%, KL div.: -0.059997] [G loss: 0.632205, KL div.: 0.631539, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1755 [D loss: 0.630406, acc.: 61.92%, KL div.: -0.058431] [G loss: 0.627342, KL div.: 0.626714, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1756 [D loss: 0.629544, acc.: 61.76%, KL div.: -0.058829] [G loss: 0.625824, KL div.: 0.625215, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1757 [D loss: 0.634906, acc.: 61.60%, KL div.: -0.057639] [G loss: 0.617104, KL div.: 0.616504, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
1758 [D loss: 0.639367, acc.: 61.86%, KL div.: -0.058688] [G loss: 0.613250, KL div.: 0.612673, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1759 [D loss: 0.639223, acc.: 61.20%, KL div.: -0.056278] [G loss: 0.612034, KL div.: 0.611478, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1760 [D loss: 0.638150, acc.: 61.16%, KL div.: -0.057286] [G loss: 0.611962, KL div.: 0.611423, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1761 [D loss: 0.637580, acc.: 60.63%, KL div.: -0.053717] [G loss: 0.611595, KL div.: 0.611073, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 753us/step
1762 [D loss: 0.637739, acc.: 60.65%, KL div.: -0.054864] [G loss: 0.611555, KL div.: 0.611039, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
1763 [D loss: 0.638161, acc.: 60.43%, KL div.: -0.054488] [G loss: 0.611283, KL div.: 0.610765, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1764 [D loss: 0.634943, acc.: 59.96%, KL div.: -0.052673] [G loss: 0.614235, KL div.: 0.613720, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1765 [D loss: 0.634589, acc.: 59.61%, KL div.: -0.050619] [G loss: 0.615486, KL div.: 0.614947, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1766 [D loss: 0.634641, acc.: 59.31%, KL div.: -0.047598] [G loss: 0.616079, KL div.: 0.615542, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1767 [D loss: 0.633588, acc.: 58.90%, KL div.: -0.044490] [G loss: 0.618230, KL div.: 0.617697, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1768 [D loss: 0.632236, acc.: 58.18%, KL div.: -0.042351] [G loss: 0.614437, KL div.: 0.613858, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1769 [D loss: 0.630989, acc.: 57.80%, KL div.: -0.040939] [G loss: 0.616498, KL div.: 0.615889, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1770 [D loss: 0.633643, acc.: 57.68%, KL div.: -0.037578] [G loss: 0.615806, KL div.: 0.615167, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1771 [D loss: 0.634228, acc.: 57.04%, KL div.: -0.035411] [G loss: 0.611596, KL div.: 0.610919, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1772 [D loss: 0.639645, acc.: 56.87%, KL div.: -0.032983] [G loss: 0.602989, KL div.: 0.602267, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1773 [D loss: 0.639890, acc.: 56.45%, KL div.: -0.029618] [G loss: 0.603023, KL div.: 0.602266, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1774 [D loss: 0.648939, acc.: 56.62%, KL div.: -0.028517] [G loss: 0.594145, KL div.: 0.593333, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1775 [D loss: 0.654890, acc.: 56.35%, KL div.: -0.027051] [G loss: 0.585530, KL div.: 0.584701, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 399us/step
1776 [D loss: 0.664200, acc.: 56.83%, KL div.: -0.026835] [G loss: 0.577754, KL div.: 0.576902, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1777 [D loss: 0.662958, acc.: 56.57%, KL div.: -0.027285] [G loss: 0.576452, KL div.: 0.575577, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1778 [D loss: 0.668900, acc.: 57.47%, KL div.: -0.030142] [G loss: 0.573222, KL div.: 0.572352, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1779 [D loss: 0.670327, acc.: 57.82%, KL div.: -0.033013] [G loss: 0.571285, KL div.: 0.570420, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1780 [D loss: 0.666681, acc.: 58.48%, KL div.: -0.035043] [G loss: 0.576638, KL div.: 0.575808, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1781 [D loss: 0.661038, acc.: 58.87%, KL div.: -0.039882] [G loss: 0.582328, KL div.: 0.581535, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1782 [D loss: 0.652596, acc.: 59.91%, KL div.: -0.044472] [G loss: 0.596070, KL div.: 0.595322, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 701us/step
1783 [D loss: 0.641623, acc.: 60.28%, KL div.: -0.047467] [G loss: 0.610030, KL div.: 0.609305, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1784 [D loss: 0.632683, acc.: 60.84%, KL div.: -0.050214] [G loss: 0.620860, KL div.: 0.620156, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
1785 [D loss: 0.625854, acc.: 61.56%, KL div.: -0.053427] [G loss: 0.633657, KL div.: 0.632962, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1786 [D loss: 0.618844, acc.: 61.81%, KL div.: -0.056564] [G loss: 0.644418, KL div.: 0.643724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1787 [D loss: 0.612969, acc.: 61.94%, KL div.: -0.056155] [G loss: 0.655737, KL div.: 0.655018, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1788 [D loss: 0.612002, acc.: 62.20%, KL div.: -0.056131] [G loss: 0.659342, KL div.: 0.658634, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1789 [D loss: 0.608871, acc.: 62.48%, KL div.: -0.057810] [G loss: 0.668204, KL div.: 0.667481, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1790 [D loss: 0.609250, acc.: 62.70%, KL div.: -0.058591] [G loss: 0.670260, KL div.: 0.669513, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
1791 [D loss: 0.612268, acc.: 62.94%, KL div.: -0.059219] [G loss: 0.666420, KL div.: 0.665678, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1792 [D loss: 0.616273, acc.: 63.19%, KL div.: -0.059109] [G loss: 0.662590, KL div.: 0.661869, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1793 [D loss: 0.620541, acc.: 63.02%, KL div.: -0.059440] [G loss: 0.653558, KL div.: 0.652864, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1794 [D loss: 0.622695, acc.: 62.71%, KL div.: -0.057370] [G loss: 0.649493, KL div.: 0.648804, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1795 [D loss: 0.627360, acc.: 62.94%, KL div.: -0.058093] [G loss: 0.644770, KL div.: 0.644101, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1796 [D loss: 0.634305, acc.: 62.84%, KL div.: -0.057704] [G loss: 0.633515, KL div.: 0.632890, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1797 [D loss: 0.637110, acc.: 62.83%, KL div.: -0.058039] [G loss: 0.626385, KL div.: 0.625765, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1798 [D loss: 0.644053, acc.: 62.36%, KL div.: -0.057267] [G loss: 0.612606, KL div.: 0.612036, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1799 [D loss: 0.641443, acc.: 62.30%, KL div.: -0.058081] [G loss: 0.615023, KL div.: 0.614443, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 80ms/step
4/4 [==============================] - 0s 24ms/step
1800 [D loss: 0.642909, acc.: 61.76%, KL div.: -0.055986] [G loss: 0.612761, KL div.: 0.612216, FID: 57.527142]
1/1 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1801 [D loss: 0.647075, acc.: 61.83%, KL div.: -0.057265] [G loss: 0.606201, KL div.: 0.605690, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1802 [D loss: 0.646595, acc.: 61.63%, KL div.: -0.056222] [G loss: 0.606693, KL div.: 0.606187, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1803 [D loss: 0.646219, acc.: 61.23%, KL div.: -0.055971] [G loss: 0.605802, KL div.: 0.605319, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1804 [D loss: 0.644764, acc.: 61.04%, KL div.: -0.055238] [G loss: 0.607571, KL div.: 0.607077, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1805 [D loss: 0.643751, acc.: 60.85%, KL div.: -0.054654] [G loss: 0.608281, KL div.: 0.607794, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 973us/step
1806 [D loss: 0.640896, acc.: 60.15%, KL div.: -0.053806] [G loss: 0.609099, KL div.: 0.608618, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1807 [D loss: 0.639255, acc.: 59.92%, KL div.: -0.052005] [G loss: 0.611019, KL div.: 0.610532, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1808 [D loss: 0.636888, acc.: 59.61%, KL div.: -0.051547] [G loss: 0.613716, KL div.: 0.613213, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 168us/step
1809 [D loss: 0.635936, acc.: 59.32%, KL div.: -0.049260] [G loss: 0.614382, KL div.: 0.613867, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1810 [D loss: 0.636048, acc.: 58.93%, KL div.: -0.045867] [G loss: 0.615942, KL div.: 0.615419, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1811 [D loss: 0.635650, acc.: 58.56%, KL div.: -0.044169] [G loss: 0.614564, KL div.: 0.613990, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1812 [D loss: 0.636290, acc.: 58.33%, KL div.: -0.041658] [G loss: 0.614062, KL div.: 0.613477, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1813 [D loss: 0.634619, acc.: 57.73%, KL div.: -0.039406] [G loss: 0.614097, KL div.: 0.613469, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1814 [D loss: 0.640028, acc.: 57.33%, KL div.: -0.036713] [G loss: 0.605828, KL div.: 0.605144, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1815 [D loss: 0.641371, acc.: 57.43%, KL div.: -0.034540] [G loss: 0.605897, KL div.: 0.605194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1816 [D loss: 0.643840, acc.: 57.03%, KL div.: -0.032655] [G loss: 0.602131, KL div.: 0.601373, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1817 [D loss: 0.651484, acc.: 57.10%, KL div.: -0.031708] [G loss: 0.592967, KL div.: 0.592171, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1818 [D loss: 0.655097, acc.: 56.84%, KL div.: -0.030718] [G loss: 0.586907, KL div.: 0.586064, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1819 [D loss: 0.656348, acc.: 56.55%, KL div.: -0.029779] [G loss: 0.584238, KL div.: 0.583364, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
1820 [D loss: 0.661209, acc.: 57.36%, KL div.: -0.030378] [G loss: 0.581951, KL div.: 0.581095, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1821 [D loss: 0.664809, acc.: 57.53%, KL div.: -0.031729] [G loss: 0.577032, KL div.: 0.576168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1822 [D loss: 0.661361, acc.: 58.21%, KL div.: -0.033264] [G loss: 0.589060, KL div.: 0.588232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1823 [D loss: 0.663950, acc.: 58.85%, KL div.: -0.035009] [G loss: 0.588440, KL div.: 0.587616, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
1824 [D loss: 0.659259, acc.: 58.87%, KL div.: -0.037923] [G loss: 0.590177, KL div.: 0.589345, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1825 [D loss: 0.651782, acc.: 59.83%, KL div.: -0.041243] [G loss: 0.605926, KL div.: 0.605150, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1826 [D loss: 0.643802, acc.: 60.39%, KL div.: -0.044589] [G loss: 0.617061, KL div.: 0.616305, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
1827 [D loss: 0.636387, acc.: 60.96%, KL div.: -0.046561] [G loss: 0.628557, KL div.: 0.627799, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1828 [D loss: 0.628903, acc.: 61.35%, KL div.: -0.047907] [G loss: 0.641417, KL div.: 0.640650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
1829 [D loss: 0.621275, acc.: 61.76%, KL div.: -0.051057] [G loss: 0.655241, KL div.: 0.654489, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
1830 [D loss: 0.618454, acc.: 61.95%, KL div.: -0.050489] [G loss: 0.660425, KL div.: 0.659653, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1831 [D loss: 0.612112, acc.: 62.00%, KL div.: -0.051578] [G loss: 0.671219, KL div.: 0.670430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1832 [D loss: 0.612705, acc.: 62.72%, KL div.: -0.052630] [G loss: 0.676715, KL div.: 0.675905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1833 [D loss: 0.614114, acc.: 62.78%, KL div.: -0.052118] [G loss: 0.677208, KL div.: 0.676366, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
1834 [D loss: 0.614239, acc.: 62.60%, KL div.: -0.051093] [G loss: 0.678447, KL div.: 0.677618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1835 [D loss: 0.619288, acc.: 62.80%, KL div.: -0.051442] [G loss: 0.669950, KL div.: 0.669132, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
1836 [D loss: 0.622394, acc.: 62.99%, KL div.: -0.050669] [G loss: 0.667074, KL div.: 0.666250, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1837 [D loss: 0.631821, acc.: 63.34%, KL div.: -0.051118] [G loss: 0.650247, KL div.: 0.649447, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
1838 [D loss: 0.632021, acc.: 62.52%, KL div.: -0.049784] [G loss: 0.645641, KL div.: 0.644856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1839 [D loss: 0.638554, acc.: 62.57%, KL div.: -0.048720] [G loss: 0.635104, KL div.: 0.634362, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 11ms/step
1840 [D loss: 0.647048, acc.: 63.12%, KL div.: -0.051066] [G loss: 0.623311, KL div.: 0.622594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1841 [D loss: 0.648784, acc.: 63.29%, KL div.: -0.052610] [G loss: 0.619135, KL div.: 0.618443, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1842 [D loss: 0.650833, acc.: 62.60%, KL div.: -0.051368] [G loss: 0.613549, KL div.: 0.612893, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1843 [D loss: 0.652865, acc.: 62.15%, KL div.: -0.051983] [G loss: 0.604602, KL div.: 0.603989, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
1844 [D loss: 0.648128, acc.: 61.80%, KL div.: -0.053425] [G loss: 0.605786, KL div.: 0.605176, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1845 [D loss: 0.649117, acc.: 61.47%, KL div.: -0.052391] [G loss: 0.602569, KL div.: 0.601995, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
1846 [D loss: 0.647392, acc.: 61.22%, KL div.: -0.051960] [G loss: 0.604289, KL div.: 0.603745, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1847 [D loss: 0.644049, acc.: 60.62%, KL div.: -0.051885] [G loss: 0.606183, KL div.: 0.605656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1848 [D loss: 0.643661, acc.: 60.55%, KL div.: -0.051809] [G loss: 0.605378, KL div.: 0.604830, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 6ms/step
1849 [D loss: 0.643590, acc.: 60.39%, KL div.: -0.050447] [G loss: 0.606743, KL div.: 0.606218, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1850 [D loss: 0.639039, acc.: 59.74%, KL div.: -0.049712] [G loss: 0.608900, KL div.: 0.608367, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1851 [D loss: 0.639957, acc.: 59.79%, KL div.: -0.048597] [G loss: 0.609499, KL div.: 0.608953, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1852 [D loss: 0.638053, acc.: 59.34%, KL div.: -0.047119] [G loss: 0.609771, KL div.: 0.609210, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1853 [D loss: 0.638659, acc.: 59.42%, KL div.: -0.046075] [G loss: 0.610644, KL div.: 0.610058, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1854 [D loss: 0.637399, acc.: 59.11%, KL div.: -0.044963] [G loss: 0.610859, KL div.: 0.610260, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
1855 [D loss: 0.637088, acc.: 58.76%, KL div.: -0.043971] [G loss: 0.607487, KL div.: 0.606856, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
1856 [D loss: 0.639341, acc.: 58.93%, KL div.: -0.042554] [G loss: 0.609242, KL div.: 0.608618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
1857 [D loss: 0.638451, acc.: 58.39%, KL div.: -0.041414] [G loss: 0.607822, KL div.: 0.607161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1858 [D loss: 0.641066, acc.: 58.61%, KL div.: -0.040315] [G loss: 0.605496, KL div.: 0.604799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1859 [D loss: 0.642456, acc.: 58.35%, KL div.: -0.038791] [G loss: 0.603352, KL div.: 0.602619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1860 [D loss: 0.645648, acc.: 58.50%, KL div.: -0.037904] [G loss: 0.602690, KL div.: 0.601949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1861 [D loss: 0.648119, acc.: 58.76%, KL div.: -0.037645] [G loss: 0.599976, KL div.: 0.599244, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1862 [D loss: 0.649604, acc.: 58.75%, KL div.: -0.037853] [G loss: 0.595312, KL div.: 0.594535, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1863 [D loss: 0.649061, acc.: 58.77%, KL div.: -0.038560] [G loss: 0.594958, KL div.: 0.594195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1864 [D loss: 0.649077, acc.: 59.29%, KL div.: -0.039910] [G loss: 0.596610, KL div.: 0.595860, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1865 [D loss: 0.648341, acc.: 59.29%, KL div.: -0.041002] [G loss: 0.599350, KL div.: 0.598611, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1866 [D loss: 0.642627, acc.: 59.76%, KL div.: -0.043060] [G loss: 0.607653, KL div.: 0.606907, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
1867 [D loss: 0.641118, acc.: 59.77%, KL div.: -0.043462] [G loss: 0.610497, KL div.: 0.609774, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
1868 [D loss: 0.639821, acc.: 60.43%, KL div.: -0.045310] [G loss: 0.614822, KL div.: 0.614090, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1869 [D loss: 0.632828, acc.: 60.58%, KL div.: -0.046731] [G loss: 0.625315, KL div.: 0.624612, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1870 [D loss: 0.627706, acc.: 60.83%, KL div.: -0.048168] [G loss: 0.632802, KL div.: 0.632116, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
1871 [D loss: 0.623155, acc.: 61.03%, KL div.: -0.050061] [G loss: 0.639563, KL div.: 0.638864, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1872 [D loss: 0.619628, acc.: 61.55%, KL div.: -0.052232] [G loss: 0.647552, KL div.: 0.646867, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
1873 [D loss: 0.616877, acc.: 61.56%, KL div.: -0.052561] [G loss: 0.653824, KL div.: 0.653136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1874 [D loss: 0.617242, acc.: 61.85%, KL div.: -0.054045] [G loss: 0.651130, KL div.: 0.650420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1875 [D loss: 0.615541, acc.: 61.79%, KL div.: -0.053850] [G loss: 0.655716, KL div.: 0.655009, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1876 [D loss: 0.615966, acc.: 61.66%, KL div.: -0.052642] [G loss: 0.655262, KL div.: 0.654568, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1877 [D loss: 0.617386, acc.: 62.07%, KL div.: -0.052690] [G loss: 0.654926, KL div.: 0.654206, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1878 [D loss: 0.621458, acc.: 62.09%, KL div.: -0.053387] [G loss: 0.650420, KL div.: 0.649705, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1879 [D loss: 0.623593, acc.: 62.01%, KL div.: -0.052391] [G loss: 0.647936, KL div.: 0.647231, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1880 [D loss: 0.626444, acc.: 62.06%, KL div.: -0.052430] [G loss: 0.642523, KL div.: 0.641840, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1881 [D loss: 0.630682, acc.: 62.26%, KL div.: -0.052582] [G loss: 0.638286, KL div.: 0.637614, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1882 [D loss: 0.632715, acc.: 61.84%, KL div.: -0.051737] [G loss: 0.631971, KL div.: 0.631314, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1883 [D loss: 0.638728, acc.: 62.39%, KL div.: -0.053443] [G loss: 0.625718, KL div.: 0.625070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1884 [D loss: 0.638197, acc.: 62.15%, KL div.: -0.053892] [G loss: 0.623329, KL div.: 0.622704, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1885 [D loss: 0.642363, acc.: 62.01%, KL div.: -0.053342] [G loss: 0.616393, KL div.: 0.615773, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1886 [D loss: 0.646190, acc.: 61.85%, KL div.: -0.052389] [G loss: 0.611810, KL div.: 0.611238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1887 [D loss: 0.644243, acc.: 61.47%, KL div.: -0.051628] [G loss: 0.611975, KL div.: 0.611422, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1888 [D loss: 0.647391, acc.: 61.87%, KL div.: -0.053547] [G loss: 0.609183, KL div.: 0.608620, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1889 [D loss: 0.646161, acc.: 61.40%, KL div.: -0.052219] [G loss: 0.608557, KL div.: 0.608014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1890 [D loss: 0.646137, acc.: 61.17%, KL div.: -0.052543] [G loss: 0.606395, KL div.: 0.605866, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1891 [D loss: 0.646845, acc.: 61.27%, KL div.: -0.053498] [G loss: 0.607593, KL div.: 0.607066, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1892 [D loss: 0.645602, acc.: 60.89%, KL div.: -0.051465] [G loss: 0.607639, KL div.: 0.607138, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1893 [D loss: 0.645980, acc.: 60.93%, KL div.: -0.050712] [G loss: 0.607997, KL div.: 0.607486, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1894 [D loss: 0.644550, acc.: 60.78%, KL div.: -0.050889] [G loss: 0.606117, KL div.: 0.605603, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1895 [D loss: 0.643353, acc.: 60.52%, KL div.: -0.050601] [G loss: 0.607618, KL div.: 0.607104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1896 [D loss: 0.643460, acc.: 60.43%, KL div.: -0.049936] [G loss: 0.608116, KL div.: 0.607567, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1897 [D loss: 0.642494, acc.: 60.07%, KL div.: -0.048195] [G loss: 0.608926, KL div.: 0.608387, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1898 [D loss: 0.641974, acc.: 60.00%, KL div.: -0.047055] [G loss: 0.611784, KL div.: 0.611253, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1899 [D loss: 0.641167, acc.: 59.63%, KL div.: -0.045900] [G loss: 0.609255, KL div.: 0.608696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 64ms/step
4/4 [==============================] - 0s 26ms/step
1900 [D loss: 0.643421, acc.: 59.91%, KL div.: -0.044580] [G loss: 0.609993, KL div.: 0.609429, FID: 49.866255]
1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1901 [D loss: 0.643080, acc.: 59.83%, KL div.: -0.044445] [G loss: 0.612888, KL div.: 0.612307, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1902 [D loss: 0.642723, acc.: 59.28%, KL div.: -0.042870] [G loss: 0.609084, KL div.: 0.608500, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1903 [D loss: 0.642699, acc.: 59.51%, KL div.: -0.042559] [G loss: 0.611280, KL div.: 0.610678, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1904 [D loss: 0.646743, acc.: 59.53%, KL div.: -0.040715] [G loss: 0.610032, KL div.: 0.609411, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1905 [D loss: 0.644028, acc.: 59.03%, KL div.: -0.040831] [G loss: 0.609817, KL div.: 0.609187, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1906 [D loss: 0.646507, acc.: 59.32%, KL div.: -0.040421] [G loss: 0.607311, KL div.: 0.606661, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1907 [D loss: 0.647395, acc.: 59.52%, KL div.: -0.040984] [G loss: 0.608133, KL div.: 0.607481, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1908 [D loss: 0.645302, acc.: 59.59%, KL div.: -0.041305] [G loss: 0.611369, KL div.: 0.610697, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1909 [D loss: 0.646719, acc.: 59.81%, KL div.: -0.040742] [G loss: 0.612899, KL div.: 0.612224, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1910 [D loss: 0.643407, acc.: 59.81%, KL div.: -0.041457] [G loss: 0.614919, KL div.: 0.614252, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
1911 [D loss: 0.642682, acc.: 60.16%, KL div.: -0.042272] [G loss: 0.618688, KL div.: 0.618029, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 207us/step
1912 [D loss: 0.642418, acc.: 60.46%, KL div.: -0.043048] [G loss: 0.621295, KL div.: 0.620611, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1913 [D loss: 0.637673, acc.: 60.39%, KL div.: -0.043684] [G loss: 0.626567, KL div.: 0.625908, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1914 [D loss: 0.637869, acc.: 60.46%, KL div.: -0.044406] [G loss: 0.626510, KL div.: 0.625817, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1915 [D loss: 0.635780, acc.: 60.76%, KL div.: -0.044754] [G loss: 0.631850, KL div.: 0.631161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 98us/step
4/4 [==============================] - 0s 2ms/step
1916 [D loss: 0.633707, acc.: 60.80%, KL div.: -0.044816] [G loss: 0.635660, KL div.: 0.634952, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1917 [D loss: 0.633068, acc.: 61.14%, KL div.: -0.045314] [G loss: 0.639506, KL div.: 0.638807, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
1918 [D loss: 0.630687, acc.: 61.20%, KL div.: -0.045300] [G loss: 0.643930, KL div.: 0.643205, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1919 [D loss: 0.630880, acc.: 61.42%, KL div.: -0.045649] [G loss: 0.647789, KL div.: 0.647053, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1920 [D loss: 0.629977, acc.: 61.55%, KL div.: -0.046003] [G loss: 0.649168, KL div.: 0.648426, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
1921 [D loss: 0.629479, acc.: 61.29%, KL div.: -0.045687] [G loss: 0.647583, KL div.: 0.646848, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1922 [D loss: 0.630883, acc.: 61.86%, KL div.: -0.045905] [G loss: 0.650033, KL div.: 0.649270, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
1923 [D loss: 0.635426, acc.: 62.73%, KL div.: -0.046446] [G loss: 0.647794, KL div.: 0.647060, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1924 [D loss: 0.633907, acc.: 62.03%, KL div.: -0.046262] [G loss: 0.643341, KL div.: 0.642608, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
1925 [D loss: 0.636450, acc.: 62.08%, KL div.: -0.046634] [G loss: 0.640544, KL div.: 0.639833, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1926 [D loss: 0.638031, acc.: 62.23%, KL div.: -0.046820] [G loss: 0.634867, KL div.: 0.634154, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 510us/step
4/4 [==============================] - 0s 5ms/step
1927 [D loss: 0.639283, acc.: 61.99%, KL div.: -0.047177] [G loss: 0.630402, KL div.: 0.629711, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
1928 [D loss: 0.641855, acc.: 62.21%, KL div.: -0.046843] [G loss: 0.629255, KL div.: 0.628559, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1929 [D loss: 0.641837, acc.: 61.91%, KL div.: -0.047219] [G loss: 0.623721, KL div.: 0.623054, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1930 [D loss: 0.644470, acc.: 61.85%, KL div.: -0.046523] [G loss: 0.618958, KL div.: 0.618312, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 0s/step
1931 [D loss: 0.645315, acc.: 62.07%, KL div.: -0.048354] [G loss: 0.615549, KL div.: 0.614912, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
1932 [D loss: 0.646903, acc.: 61.45%, KL div.: -0.047463] [G loss: 0.609820, KL div.: 0.609210, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1933 [D loss: 0.645842, acc.: 61.49%, KL div.: -0.048796] [G loss: 0.611612, KL div.: 0.610996, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1934 [D loss: 0.648689, acc.: 61.54%, KL div.: -0.048997] [G loss: 0.605961, KL div.: 0.605378, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1935 [D loss: 0.649301, acc.: 61.48%, KL div.: -0.049616] [G loss: 0.605575, KL div.: 0.604996, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1936 [D loss: 0.645908, acc.: 61.08%, KL div.: -0.049503] [G loss: 0.605237, KL div.: 0.604670, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1937 [D loss: 0.643727, acc.: 60.54%, KL div.: -0.049291] [G loss: 0.604576, KL div.: 0.604029, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1938 [D loss: 0.644024, acc.: 60.75%, KL div.: -0.049559] [G loss: 0.605480, KL div.: 0.604922, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 4ms/step
1939 [D loss: 0.641635, acc.: 60.32%, KL div.: -0.048533] [G loss: 0.606481, KL div.: 0.605927, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1940 [D loss: 0.643052, acc.: 60.24%, KL div.: -0.048201] [G loss: 0.605259, KL div.: 0.604713, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1941 [D loss: 0.641679, acc.: 60.08%, KL div.: -0.048257] [G loss: 0.605332, KL div.: 0.604768, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1942 [D loss: 0.641974, acc.: 60.07%, KL div.: -0.047636] [G loss: 0.606726, KL div.: 0.606171, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1943 [D loss: 0.639607, acc.: 59.89%, KL div.: -0.047206] [G loss: 0.606467, KL div.: 0.605897, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1944 [D loss: 0.638702, acc.: 59.53%, KL div.: -0.047196] [G loss: 0.607515, KL div.: 0.606955, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1945 [D loss: 0.638905, acc.: 59.53%, KL div.: -0.045657] [G loss: 0.608975, KL div.: 0.608395, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1946 [D loss: 0.640525, acc.: 59.76%, KL div.: -0.045042] [G loss: 0.608931, KL div.: 0.608343, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1947 [D loss: 0.637507, acc.: 59.35%, KL div.: -0.044906] [G loss: 0.608496, KL div.: 0.607899, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1948 [D loss: 0.636793, acc.: 59.14%, KL div.: -0.044332] [G loss: 0.609703, KL div.: 0.609079, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
1949 [D loss: 0.637826, acc.: 59.47%, KL div.: -0.043602] [G loss: 0.612055, KL div.: 0.611443, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 6ms/step
1950 [D loss: 0.637940, acc.: 59.23%, KL div.: -0.043292] [G loss: 0.609987, KL div.: 0.609331, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
1951 [D loss: 0.637610, acc.: 59.20%, KL div.: -0.043201] [G loss: 0.609363, KL div.: 0.608690, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1952 [D loss: 0.638287, acc.: 59.44%, KL div.: -0.043341] [G loss: 0.612956, KL div.: 0.612305, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1953 [D loss: 0.638238, acc.: 59.48%, KL div.: -0.042702] [G loss: 0.613120, KL div.: 0.612446, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1954 [D loss: 0.639243, acc.: 59.45%, KL div.: -0.042674] [G loss: 0.610300, KL div.: 0.609618, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
1955 [D loss: 0.634743, acc.: 59.60%, KL div.: -0.043569] [G loss: 0.617160, KL div.: 0.616491, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1956 [D loss: 0.635572, acc.: 59.83%, KL div.: -0.044192] [G loss: 0.616346, KL div.: 0.615671, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1957 [D loss: 0.634780, acc.: 60.01%, KL div.: -0.044318] [G loss: 0.622723, KL div.: 0.622033, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1958 [D loss: 0.631883, acc.: 59.83%, KL div.: -0.044781] [G loss: 0.623571, KL div.: 0.622895, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1959 [D loss: 0.632892, acc.: 60.30%, KL div.: -0.044808] [G loss: 0.625793, KL div.: 0.625113, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1960 [D loss: 0.631924, acc.: 60.30%, KL div.: -0.045603] [G loss: 0.627244, KL div.: 0.626545, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
1961 [D loss: 0.630486, acc.: 60.42%, KL div.: -0.046253] [G loss: 0.629198, KL div.: 0.628501, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
1962 [D loss: 0.630016, acc.: 60.65%, KL div.: -0.045905] [G loss: 0.633666, KL div.: 0.632975, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1963 [D loss: 0.630315, acc.: 60.82%, KL div.: -0.046773] [G loss: 0.632986, KL div.: 0.632266, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1964 [D loss: 0.630021, acc.: 60.82%, KL div.: -0.046469] [G loss: 0.633937, KL div.: 0.633221, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1965 [D loss: 0.632367, acc.: 61.03%, KL div.: -0.046862] [G loss: 0.631324, KL div.: 0.630610, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1966 [D loss: 0.632029, acc.: 61.01%, KL div.: -0.047125] [G loss: 0.631467, KL div.: 0.630741, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1967 [D loss: 0.632161, acc.: 60.94%, KL div.: -0.046703] [G loss: 0.630796, KL div.: 0.630089, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1968 [D loss: 0.634920, acc.: 61.25%, KL div.: -0.046944] [G loss: 0.633474, KL div.: 0.632776, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1969 [D loss: 0.634252, acc.: 61.23%, KL div.: -0.047284] [G loss: 0.630312, KL div.: 0.629622, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1970 [D loss: 0.638001, acc.: 61.43%, KL div.: -0.048592] [G loss: 0.624713, KL div.: 0.624031, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1971 [D loss: 0.638596, acc.: 61.43%, KL div.: -0.047816] [G loss: 0.623474, KL div.: 0.622819, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1972 [D loss: 0.638427, acc.: 61.39%, KL div.: -0.048422] [G loss: 0.623868, KL div.: 0.623201, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1973 [D loss: 0.640522, acc.: 61.55%, KL div.: -0.049042] [G loss: 0.621446, KL div.: 0.620789, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1974 [D loss: 0.644220, acc.: 61.86%, KL div.: -0.049354] [G loss: 0.616641, KL div.: 0.616009, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1975 [D loss: 0.643879, acc.: 61.59%, KL div.: -0.049134] [G loss: 0.614143, KL div.: 0.613536, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1976 [D loss: 0.643992, acc.: 61.26%, KL div.: -0.049862] [G loss: 0.611521, KL div.: 0.610906, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 4ms/step
1977 [D loss: 0.644470, acc.: 61.11%, KL div.: -0.049132] [G loss: 0.611249, KL div.: 0.610675, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1978 [D loss: 0.644158, acc.: 61.15%, KL div.: -0.049275] [G loss: 0.611699, KL div.: 0.611122, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1979 [D loss: 0.645587, acc.: 61.42%, KL div.: -0.050002] [G loss: 0.611828, KL div.: 0.611264, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1980 [D loss: 0.645172, acc.: 61.09%, KL div.: -0.049468] [G loss: 0.608580, KL div.: 0.608028, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1981 [D loss: 0.645019, acc.: 61.29%, KL div.: -0.050204] [G loss: 0.610067, KL div.: 0.609517, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
1982 [D loss: 0.643340, acc.: 60.84%, KL div.: -0.049748] [G loss: 0.609720, KL div.: 0.609192, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1983 [D loss: 0.643129, acc.: 60.75%, KL div.: -0.049664] [G loss: 0.610494, KL div.: 0.609956, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1984 [D loss: 0.643890, acc.: 60.71%, KL div.: -0.048952] [G loss: 0.610084, KL div.: 0.609541, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1985 [D loss: 0.643410, acc.: 60.78%, KL div.: -0.048932] [G loss: 0.611329, KL div.: 0.610780, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1986 [D loss: 0.642793, acc.: 60.75%, KL div.: -0.049151] [G loss: 0.612343, KL div.: 0.611794, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1987 [D loss: 0.641236, acc.: 60.53%, KL div.: -0.048799] [G loss: 0.613587, KL div.: 0.613023, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1988 [D loss: 0.641070, acc.: 60.57%, KL div.: -0.047611] [G loss: 0.614827, KL div.: 0.614281, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
1989 [D loss: 0.640554, acc.: 60.34%, KL div.: -0.048176] [G loss: 0.616015, KL div.: 0.615464, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1990 [D loss: 0.640154, acc.: 60.46%, KL div.: -0.047055] [G loss: 0.617718, KL div.: 0.617164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1991 [D loss: 0.641653, acc.: 60.58%, KL div.: -0.046089] [G loss: 0.617260, KL div.: 0.616706, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
1992 [D loss: 0.640334, acc.: 60.10%, KL div.: -0.045457] [G loss: 0.616553, KL div.: 0.615981, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
1993 [D loss: 0.639751, acc.: 60.01%, KL div.: -0.044811] [G loss: 0.617315, KL div.: 0.616735, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1994 [D loss: 0.639931, acc.: 59.94%, KL div.: -0.043951] [G loss: 0.618976, KL div.: 0.618388, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1995 [D loss: 0.639074, acc.: 59.90%, KL div.: -0.044079] [G loss: 0.621333, KL div.: 0.620730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1996 [D loss: 0.639193, acc.: 59.93%, KL div.: -0.043040] [G loss: 0.619534, KL div.: 0.618927, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1997 [D loss: 0.640050, acc.: 59.98%, KL div.: -0.043375] [G loss: 0.620003, KL div.: 0.619371, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1998 [D loss: 0.639851, acc.: 59.86%, KL div.: -0.042669] [G loss: 0.620309, KL div.: 0.619666, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1999 [D loss: 0.641646, acc.: 60.00%, KL div.: -0.041728] [G loss: 0.620369, KL div.: 0.619728, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 1s 55ms/step
4/4 [==============================] - 0s 24ms/step
2000 [D loss: 0.637220, acc.: 59.78%, KL div.: -0.042334] [G loss: 0.626102, KL div.: 0.625440, FID: 48.012624]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 2ms/step
2001 [D loss: 0.639355, acc.: 60.09%, KL div.: -0.041899] [G loss: 0.625073, KL div.: 0.624407, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2002 [D loss: 0.640397, acc.: 60.42%, KL div.: -0.042220] [G loss: 0.624084, KL div.: 0.623417, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2003 [D loss: 0.639663, acc.: 60.27%, KL div.: -0.041904] [G loss: 0.625347, KL div.: 0.624662, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2004 [D loss: 0.640924, acc.: 60.52%, KL div.: -0.041561] [G loss: 0.624484, KL div.: 0.623809, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
2005 [D loss: 0.638633, acc.: 60.19%, KL div.: -0.042274] [G loss: 0.627565, KL div.: 0.626861, FID: 0.000000]
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2006 [D loss: 0.640735, acc.: 60.47%, KL div.: -0.041567] [G loss: 0.626571, KL div.: 0.625852, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2007 [D loss: 0.641874, acc.: 60.76%, KL div.: -0.041443] [G loss: 0.626394, KL div.: 0.625667, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 77us/step
2008 [D loss: 0.642681, acc.: 60.99%, KL div.: -0.041061] [G loss: 0.627918, KL div.: 0.627178, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2009 [D loss: 0.641797, acc.: 60.97%, KL div.: -0.040734] [G loss: 0.628762, KL div.: 0.628019, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2010 [D loss: 0.642269, acc.: 61.05%, KL div.: -0.041607] [G loss: 0.630040, KL div.: 0.629294, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
2011 [D loss: 0.643107, acc.: 61.17%, KL div.: -0.041939] [G loss: 0.629413, KL div.: 0.628658, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2012 [D loss: 0.641346, acc.: 60.95%, KL div.: -0.041559] [G loss: 0.629414, KL div.: 0.628650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 946us/step
2013 [D loss: 0.644075, acc.: 61.59%, KL div.: -0.041984] [G loss: 0.628814, KL div.: 0.628075, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2014 [D loss: 0.642838, acc.: 61.45%, KL div.: -0.042619] [G loss: 0.627868, KL div.: 0.627116, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 338us/step
2015 [D loss: 0.644761, acc.: 61.31%, KL div.: -0.042530] [G loss: 0.624749, KL div.: 0.623995, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2016 [D loss: 0.646929, acc.: 61.40%, KL div.: -0.042818] [G loss: 0.620949, KL div.: 0.620210, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2017 [D loss: 0.648122, acc.: 61.33%, KL div.: -0.043562] [G loss: 0.613947, KL div.: 0.613221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2018 [D loss: 0.648101, acc.: 61.49%, KL div.: -0.043411] [G loss: 0.616981, KL div.: 0.616275, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2019 [D loss: 0.646956, acc.: 61.07%, KL div.: -0.044341] [G loss: 0.612042, KL div.: 0.611322, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 968us/step
2020 [D loss: 0.646566, acc.: 61.04%, KL div.: -0.043801] [G loss: 0.611436, KL div.: 0.610736, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2021 [D loss: 0.648869, acc.: 61.13%, KL div.: -0.044598] [G loss: 0.607233, KL div.: 0.606557, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2022 [D loss: 0.649143, acc.: 61.07%, KL div.: -0.045389] [G loss: 0.607070, KL div.: 0.606388, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2023 [D loss: 0.648116, acc.: 60.79%, KL div.: -0.045166] [G loss: 0.604419, KL div.: 0.603767, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2024 [D loss: 0.646723, acc.: 60.93%, KL div.: -0.045937] [G loss: 0.608002, KL div.: 0.607347, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
2025 [D loss: 0.647051, acc.: 60.83%, KL div.: -0.046534] [G loss: 0.605754, KL div.: 0.605122, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 1ms/step
2026 [D loss: 0.645169, acc.: 60.46%, KL div.: -0.046654] [G loss: 0.604661, KL div.: 0.604039, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
2027 [D loss: 0.644475, acc.: 60.53%, KL div.: -0.046186] [G loss: 0.607448, KL div.: 0.606849, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
2028 [D loss: 0.641059, acc.: 59.92%, KL div.: -0.046464] [G loss: 0.608297, KL div.: 0.607699, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 692us/step
2029 [D loss: 0.640454, acc.: 59.86%, KL div.: -0.046832] [G loss: 0.608271, KL div.: 0.607677, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2030 [D loss: 0.638832, acc.: 59.64%, KL div.: -0.045898] [G loss: 0.607636, KL div.: 0.607033, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2031 [D loss: 0.637345, acc.: 59.55%, KL div.: -0.045715] [G loss: 0.610682, KL div.: 0.610083, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2032 [D loss: 0.637839, acc.: 59.44%, KL div.: -0.044555] [G loss: 0.611801, KL div.: 0.611203, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2033 [D loss: 0.636410, acc.: 59.41%, KL div.: -0.044967] [G loss: 0.613223, KL div.: 0.612615, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2034 [D loss: 0.637822, acc.: 59.46%, KL div.: -0.043801] [G loss: 0.610640, KL div.: 0.610035, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2035 [D loss: 0.636276, acc.: 58.91%, KL div.: -0.043214] [G loss: 0.610472, KL div.: 0.609864, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2036 [D loss: 0.635558, acc.: 58.86%, KL div.: -0.042663] [G loss: 0.611728, KL div.: 0.611089, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2037 [D loss: 0.635663, acc.: 59.08%, KL div.: -0.042777] [G loss: 0.615629, KL div.: 0.615019, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2038 [D loss: 0.636581, acc.: 58.89%, KL div.: -0.041371] [G loss: 0.611126, KL div.: 0.610495, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2039 [D loss: 0.638815, acc.: 59.09%, KL div.: -0.041520] [G loss: 0.610621, KL div.: 0.609974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2040 [D loss: 0.637172, acc.: 58.57%, KL div.: -0.040514] [G loss: 0.609213, KL div.: 0.608556, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
2041 [D loss: 0.639345, acc.: 58.97%, KL div.: -0.040661] [G loss: 0.609719, KL div.: 0.609063, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2042 [D loss: 0.639379, acc.: 58.74%, KL div.: -0.040026] [G loss: 0.607897, KL div.: 0.607247, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2043 [D loss: 0.640226, acc.: 58.68%, KL div.: -0.039660] [G loss: 0.607080, KL div.: 0.606414, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
2044 [D loss: 0.641937, acc.: 58.80%, KL div.: -0.039553] [G loss: 0.608560, KL div.: 0.607869, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
2045 [D loss: 0.644881, acc.: 59.08%, KL div.: -0.039264] [G loss: 0.605215, KL div.: 0.604531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
2046 [D loss: 0.643617, acc.: 58.94%, KL div.: -0.040260] [G loss: 0.605502, KL div.: 0.604822, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
2047 [D loss: 0.644341, acc.: 59.16%, KL div.: -0.040274] [G loss: 0.605339, KL div.: 0.604653, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2048 [D loss: 0.645027, acc.: 59.56%, KL div.: -0.041828] [G loss: 0.606435, KL div.: 0.605741, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 209us/step
2049 [D loss: 0.643312, acc.: 59.45%, KL div.: -0.042165] [G loss: 0.609197, KL div.: 0.608504, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 598us/step
2050 [D loss: 0.640964, acc.: 59.70%, KL div.: -0.042986] [G loss: 0.613079, KL div.: 0.612386, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2051 [D loss: 0.642416, acc.: 60.34%, KL div.: -0.044151] [G loss: 0.614946, KL div.: 0.614283, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
2052 [D loss: 0.639364, acc.: 60.18%, KL div.: -0.045476] [G loss: 0.614972, KL div.: 0.614301, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2053 [D loss: 0.640599, acc.: 60.27%, KL div.: -0.045413] [G loss: 0.615179, KL div.: 0.614510, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2054 [D loss: 0.639771, acc.: 60.38%, KL div.: -0.046456] [G loss: 0.616068, KL div.: 0.615405, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
2055 [D loss: 0.640812, acc.: 60.59%, KL div.: -0.046454] [G loss: 0.616341, KL div.: 0.615690, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
2056 [D loss: 0.640606, acc.: 60.86%, KL div.: -0.047988] [G loss: 0.615782, KL div.: 0.615135, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
2057 [D loss: 0.642449, acc.: 60.97%, KL div.: -0.047881] [G loss: 0.613792, KL div.: 0.613147, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
2058 [D loss: 0.640480, acc.: 60.97%, KL div.: -0.048806] [G loss: 0.614939, KL div.: 0.614292, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2059 [D loss: 0.641115, acc.: 60.65%, KL div.: -0.047657] [G loss: 0.614730, KL div.: 0.614111, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2060 [D loss: 0.642780, acc.: 61.14%, KL div.: -0.049414] [G loss: 0.613781, KL div.: 0.613180, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2061 [D loss: 0.644278, acc.: 61.12%, KL div.: -0.048690] [G loss: 0.611986, KL div.: 0.611370, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
2062 [D loss: 0.642016, acc.: 60.88%, KL div.: -0.049270] [G loss: 0.613975, KL div.: 0.613360, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 719us/step
4/4 [==============================] - 0s 5ms/step
2063 [D loss: 0.644392, acc.: 61.20%, KL div.: -0.048864] [G loss: 0.614072, KL div.: 0.613460, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2064 [D loss: 0.645185, acc.: 61.10%, KL div.: -0.048546] [G loss: 0.611033, KL div.: 0.610439, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2065 [D loss: 0.643278, acc.: 60.80%, KL div.: -0.049364] [G loss: 0.611310, KL div.: 0.610720, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
2066 [D loss: 0.644332, acc.: 60.98%, KL div.: -0.049083] [G loss: 0.608679, KL div.: 0.608104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
2067 [D loss: 0.644716, acc.: 61.12%, KL div.: -0.049133] [G loss: 0.610117, KL div.: 0.609547, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2068 [D loss: 0.644127, acc.: 60.89%, KL div.: -0.049402] [G loss: 0.610437, KL div.: 0.609891, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
2069 [D loss: 0.642812, acc.: 60.72%, KL div.: -0.049103] [G loss: 0.612760, KL div.: 0.612194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2070 [D loss: 0.642204, acc.: 60.66%, KL div.: -0.048305] [G loss: 0.612357, KL div.: 0.611801, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2071 [D loss: 0.642515, acc.: 60.70%, KL div.: -0.048465] [G loss: 0.613220, KL div.: 0.612666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2072 [D loss: 0.641749, acc.: 60.57%, KL div.: -0.047943] [G loss: 0.614216, KL div.: 0.613665, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2073 [D loss: 0.640536, acc.: 60.24%, KL div.: -0.046998] [G loss: 0.615288, KL div.: 0.614768, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2074 [D loss: 0.639183, acc.: 60.11%, KL div.: -0.047631] [G loss: 0.614922, KL div.: 0.614375, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2075 [D loss: 0.639019, acc.: 60.16%, KL div.: -0.046637] [G loss: 0.615751, KL div.: 0.615190, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2076 [D loss: 0.638104, acc.: 59.86%, KL div.: -0.045758] [G loss: 0.617330, KL div.: 0.616777, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
2077 [D loss: 0.638452, acc.: 59.64%, KL div.: -0.045301] [G loss: 0.614116, KL div.: 0.613544, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2078 [D loss: 0.638639, acc.: 59.57%, KL div.: -0.044100] [G loss: 0.616520, KL div.: 0.615941, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 844us/step
2079 [D loss: 0.638437, acc.: 59.56%, KL div.: -0.042999] [G loss: 0.618374, KL div.: 0.617793, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2080 [D loss: 0.639209, acc.: 59.52%, KL div.: -0.042685] [G loss: 0.615793, KL div.: 0.615191, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2081 [D loss: 0.639824, acc.: 59.30%, KL div.: -0.042137] [G loss: 0.614597, KL div.: 0.613970, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2082 [D loss: 0.640311, acc.: 59.57%, KL div.: -0.041630] [G loss: 0.616667, KL div.: 0.616044, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2083 [D loss: 0.638616, acc.: 59.22%, KL div.: -0.041839] [G loss: 0.616857, KL div.: 0.616242, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2084 [D loss: 0.639645, acc.: 59.36%, KL div.: -0.041094] [G loss: 0.616503, KL div.: 0.615860, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2085 [D loss: 0.641061, acc.: 59.63%, KL div.: -0.040842] [G loss: 0.617269, KL div.: 0.616648, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
2086 [D loss: 0.641708, acc.: 59.34%, KL div.: -0.041137] [G loss: 0.613153, KL div.: 0.612489, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2087 [D loss: 0.642947, acc.: 59.63%, KL div.: -0.041119] [G loss: 0.614595, KL div.: 0.613949, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2088 [D loss: 0.642131, acc.: 59.48%, KL div.: -0.040934] [G loss: 0.613070, KL div.: 0.612399, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2089 [D loss: 0.642382, acc.: 59.50%, KL div.: -0.041431] [G loss: 0.610497, KL div.: 0.609817, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2090 [D loss: 0.644289, acc.: 59.79%, KL div.: -0.041745] [G loss: 0.610721, KL div.: 0.610025, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2091 [D loss: 0.642035, acc.: 59.82%, KL div.: -0.042602] [G loss: 0.616157, KL div.: 0.615464, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
2092 [D loss: 0.642446, acc.: 59.95%, KL div.: -0.042885] [G loss: 0.613714, KL div.: 0.613010, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
2093 [D loss: 0.641477, acc.: 60.20%, KL div.: -0.043485] [G loss: 0.619498, KL div.: 0.618809, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
2094 [D loss: 0.639048, acc.: 60.41%, KL div.: -0.044859] [G loss: 0.618060, KL div.: 0.617377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
2095 [D loss: 0.639865, acc.: 60.57%, KL div.: -0.045058] [G loss: 0.620480, KL div.: 0.619775, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
2096 [D loss: 0.637648, acc.: 60.69%, KL div.: -0.045290] [G loss: 0.624821, KL div.: 0.624116, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2097 [D loss: 0.637187, acc.: 60.89%, KL div.: -0.046257] [G loss: 0.628246, KL div.: 0.627547, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2098 [D loss: 0.637077, acc.: 61.01%, KL div.: -0.046775] [G loss: 0.624652, KL div.: 0.623966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
2099 [D loss: 0.636982, acc.: 61.47%, KL div.: -0.047706] [G loss: 0.628751, KL div.: 0.628047, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 69ms/step
4/4 [==============================] - 0s 22ms/step
2100 [D loss: 0.636950, acc.: 61.24%, KL div.: -0.047088] [G loss: 0.624251, KL div.: 0.623567, FID: 61.197097]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 72ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2101 [D loss: 0.636989, acc.: 61.24%, KL div.: -0.048288] [G loss: 0.627294, KL div.: 0.626593, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2102 [D loss: 0.640179, acc.: 61.47%, KL div.: -0.047886] [G loss: 0.624363, KL div.: 0.623684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2103 [D loss: 0.638065, acc.: 61.42%, KL div.: -0.048332] [G loss: 0.621974, KL div.: 0.621303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
2104 [D loss: 0.641238, acc.: 61.49%, KL div.: -0.048604] [G loss: 0.618092, KL div.: 0.617432, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2105 [D loss: 0.640812, acc.: 61.43%, KL div.: -0.048674] [G loss: 0.618833, KL div.: 0.618184, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2106 [D loss: 0.641013, acc.: 61.10%, KL div.: -0.049545] [G loss: 0.611988, KL div.: 0.611363, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2107 [D loss: 0.640480, acc.: 61.24%, KL div.: -0.049507] [G loss: 0.614505, KL div.: 0.613887, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2108 [D loss: 0.642932, acc.: 61.11%, KL div.: -0.048700] [G loss: 0.611828, KL div.: 0.611239, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2109 [D loss: 0.642524, acc.: 60.87%, KL div.: -0.049423] [G loss: 0.607621, KL div.: 0.607042, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2110 [D loss: 0.643023, acc.: 60.73%, KL div.: -0.049798] [G loss: 0.607049, KL div.: 0.606484, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2111 [D loss: 0.640912, acc.: 60.67%, KL div.: -0.050068] [G loss: 0.608929, KL div.: 0.608353, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
2112 [D loss: 0.642709, acc.: 60.55%, KL div.: -0.049696] [G loss: 0.608078, KL div.: 0.607533, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2113 [D loss: 0.640505, acc.: 60.37%, KL div.: -0.050366] [G loss: 0.605708, KL div.: 0.605147, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2114 [D loss: 0.640122, acc.: 60.48%, KL div.: -0.049790] [G loss: 0.608901, KL div.: 0.608348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2115 [D loss: 0.637255, acc.: 60.01%, KL div.: -0.049222] [G loss: 0.611062, KL div.: 0.610509, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2116 [D loss: 0.637489, acc.: 59.85%, KL div.: -0.047898] [G loss: 0.612819, KL div.: 0.612280, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2117 [D loss: 0.635457, acc.: 59.62%, KL div.: -0.047405] [G loss: 0.612928, KL div.: 0.612374, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2118 [D loss: 0.634344, acc.: 59.36%, KL div.: -0.046908] [G loss: 0.613593, KL div.: 0.613028, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2119 [D loss: 0.632717, acc.: 59.03%, KL div.: -0.045614] [G loss: 0.614389, KL div.: 0.613820, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 956us/step
4/4 [==============================] - 0s 35us/step
2120 [D loss: 0.633956, acc.: 58.88%, KL div.: -0.044526] [G loss: 0.612506, KL div.: 0.611913, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2121 [D loss: 0.633024, acc.: 58.81%, KL div.: -0.043212] [G loss: 0.614107, KL div.: 0.613513, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2122 [D loss: 0.636578, acc.: 58.66%, KL div.: -0.041800] [G loss: 0.609535, KL div.: 0.608925, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2123 [D loss: 0.637961, acc.: 58.74%, KL div.: -0.040839] [G loss: 0.610281, KL div.: 0.609639, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2124 [D loss: 0.638480, acc.: 58.25%, KL div.: -0.039971] [G loss: 0.604917, KL div.: 0.604267, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2125 [D loss: 0.641687, acc.: 58.49%, KL div.: -0.040156] [G loss: 0.604333, KL div.: 0.603653, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2126 [D loss: 0.643604, acc.: 58.84%, KL div.: -0.039842] [G loss: 0.601886, KL div.: 0.601209, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2127 [D loss: 0.643315, acc.: 58.67%, KL div.: -0.040115] [G loss: 0.600830, KL div.: 0.600140, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2128 [D loss: 0.642629, acc.: 58.78%, KL div.: -0.041368] [G loss: 0.602188, KL div.: 0.601490, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 810us/step
2129 [D loss: 0.642493, acc.: 58.63%, KL div.: -0.041202] [G loss: 0.600648, KL div.: 0.599955, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2130 [D loss: 0.640567, acc.: 58.84%, KL div.: -0.042133] [G loss: 0.602616, KL div.: 0.601903, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2131 [D loss: 0.639732, acc.: 58.77%, KL div.: -0.043484] [G loss: 0.604323, KL div.: 0.603612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2132 [D loss: 0.639564, acc.: 59.08%, KL div.: -0.043958] [G loss: 0.605974, KL div.: 0.605273, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2133 [D loss: 0.639754, acc.: 59.84%, KL div.: -0.044902] [G loss: 0.610969, KL div.: 0.610283, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2134 [D loss: 0.636019, acc.: 59.74%, KL div.: -0.046358] [G loss: 0.615433, KL div.: 0.614734, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2135 [D loss: 0.635477, acc.: 59.97%, KL div.: -0.046916] [G loss: 0.617263, KL div.: 0.616559, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2136 [D loss: 0.633924, acc.: 60.06%, KL div.: -0.047449] [G loss: 0.619131, KL div.: 0.618430, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2137 [D loss: 0.633273, acc.: 60.16%, KL div.: -0.047324] [G loss: 0.621653, KL div.: 0.620979, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2138 [D loss: 0.635938, acc.: 60.64%, KL div.: -0.048052] [G loss: 0.621746, KL div.: 0.621066, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2139 [D loss: 0.635125, acc.: 60.66%, KL div.: -0.047539] [G loss: 0.624277, KL div.: 0.623609, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 887us/step
4/4 [==============================] - 0s 2ms/step
2140 [D loss: 0.634354, acc.: 60.67%, KL div.: -0.047817] [G loss: 0.625161, KL div.: 0.624464, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 19us/step
4/4 [==============================] - 0s 2ms/step
2141 [D loss: 0.634668, acc.: 60.91%, KL div.: -0.048745] [G loss: 0.627536, KL div.: 0.626867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2142 [D loss: 0.637036, acc.: 61.12%, KL div.: -0.049201] [G loss: 0.624842, KL div.: 0.624180, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2143 [D loss: 0.641006, acc.: 61.30%, KL div.: -0.048358] [G loss: 0.621618, KL div.: 0.620964, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2144 [D loss: 0.641566, acc.: 61.22%, KL div.: -0.049281] [G loss: 0.618360, KL div.: 0.617738, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2145 [D loss: 0.644329, acc.: 61.70%, KL div.: -0.049773] [G loss: 0.616827, KL div.: 0.616203, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2146 [D loss: 0.641347, acc.: 61.20%, KL div.: -0.048719] [G loss: 0.617019, KL div.: 0.616399, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2147 [D loss: 0.642924, acc.: 61.26%, KL div.: -0.049653] [G loss: 0.614295, KL div.: 0.613685, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
2148 [D loss: 0.644380, acc.: 61.27%, KL div.: -0.049413] [G loss: 0.613761, KL div.: 0.613179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2149 [D loss: 0.643168, acc.: 61.29%, KL div.: -0.050336] [G loss: 0.612360, KL div.: 0.611762, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2150 [D loss: 0.644672, acc.: 61.19%, KL div.: -0.049491] [G loss: 0.610415, KL div.: 0.609852, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2151 [D loss: 0.644294, acc.: 61.01%, KL div.: -0.050042] [G loss: 0.611190, KL div.: 0.610608, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2152 [D loss: 0.643313, acc.: 60.97%, KL div.: -0.049588] [G loss: 0.612667, KL div.: 0.612114, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2153 [D loss: 0.641673, acc.: 60.70%, KL div.: -0.049794] [G loss: 0.612014, KL div.: 0.611464, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2154 [D loss: 0.641643, acc.: 60.48%, KL div.: -0.049739] [G loss: 0.611716, KL div.: 0.611167, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2155 [D loss: 0.641951, acc.: 60.72%, KL div.: -0.049356] [G loss: 0.610898, KL div.: 0.610343, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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2156 [D loss: 0.641629, acc.: 60.53%, KL div.: -0.049537] [G loss: 0.612650, KL div.: 0.612096, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 600us/step
2157 [D loss: 0.639303, acc.: 60.09%, KL div.: -0.049768] [G loss: 0.612605, KL div.: 0.612034, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2158 [D loss: 0.640358, acc.: 60.34%, KL div.: -0.049045] [G loss: 0.612998, KL div.: 0.612435, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2159 [D loss: 0.638488, acc.: 60.17%, KL div.: -0.049079] [G loss: 0.614466, KL div.: 0.613891, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 816us/step
4/4 [==============================] - 0s 113us/step
2160 [D loss: 0.637716, acc.: 59.87%, KL div.: -0.048641] [G loss: 0.615371, KL div.: 0.614797, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2161 [D loss: 0.637991, acc.: 59.86%, KL div.: -0.047978] [G loss: 0.614253, KL div.: 0.613664, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2162 [D loss: 0.635163, acc.: 59.34%, KL div.: -0.047173] [G loss: 0.614157, KL div.: 0.613572, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2163 [D loss: 0.636652, acc.: 59.65%, KL div.: -0.047111] [G loss: 0.614409, KL div.: 0.613815, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2164 [D loss: 0.636427, acc.: 59.47%, KL div.: -0.046844] [G loss: 0.613398, KL div.: 0.612784, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2165 [D loss: 0.636728, acc.: 59.58%, KL div.: -0.046313] [G loss: 0.614890, KL div.: 0.614280, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 801us/step
4/4 [==============================] - 0s 2ms/step
2166 [D loss: 0.636588, acc.: 59.60%, KL div.: -0.046584] [G loss: 0.614640, KL div.: 0.614025, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2167 [D loss: 0.638687, acc.: 59.75%, KL div.: -0.046095] [G loss: 0.612232, KL div.: 0.611600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2168 [D loss: 0.636010, acc.: 59.52%, KL div.: -0.046861] [G loss: 0.614822, KL div.: 0.614202, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2169 [D loss: 0.637415, acc.: 59.77%, KL div.: -0.046132] [G loss: 0.614893, KL div.: 0.614275, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2170 [D loss: 0.638486, acc.: 59.85%, KL div.: -0.046481] [G loss: 0.611435, KL div.: 0.610786, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2171 [D loss: 0.635150, acc.: 59.54%, KL div.: -0.047215] [G loss: 0.614972, KL div.: 0.614322, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2172 [D loss: 0.637124, acc.: 60.01%, KL div.: -0.047562] [G loss: 0.614976, KL div.: 0.614328, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2173 [D loss: 0.635498, acc.: 59.82%, KL div.: -0.047742] [G loss: 0.615398, KL div.: 0.614741, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2174 [D loss: 0.635639, acc.: 60.01%, KL div.: -0.048417] [G loss: 0.615424, KL div.: 0.614767, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2175 [D loss: 0.636565, acc.: 60.50%, KL div.: -0.048594] [G loss: 0.618512, KL div.: 0.617866, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2176 [D loss: 0.635374, acc.: 60.37%, KL div.: -0.048760] [G loss: 0.616265, KL div.: 0.615621, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2177 [D loss: 0.632444, acc.: 60.26%, KL div.: -0.049602] [G loss: 0.620792, KL div.: 0.620149, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2178 [D loss: 0.632712, acc.: 60.65%, KL div.: -0.050907] [G loss: 0.621705, KL div.: 0.621070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2179 [D loss: 0.633186, acc.: 60.73%, KL div.: -0.050492] [G loss: 0.619411, KL div.: 0.618788, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2180 [D loss: 0.629968, acc.: 60.83%, KL div.: -0.051382] [G loss: 0.627738, KL div.: 0.627098, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2181 [D loss: 0.630453, acc.: 60.85%, KL div.: -0.052572] [G loss: 0.625920, KL div.: 0.625277, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2182 [D loss: 0.632286, acc.: 61.36%, KL div.: -0.052385] [G loss: 0.625859, KL div.: 0.625236, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2183 [D loss: 0.630950, acc.: 61.07%, KL div.: -0.052635] [G loss: 0.624004, KL div.: 0.623384, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2184 [D loss: 0.630993, acc.: 61.24%, KL div.: -0.051375] [G loss: 0.625946, KL div.: 0.625335, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2185 [D loss: 0.631234, acc.: 61.35%, KL div.: -0.052601] [G loss: 0.626438, KL div.: 0.625818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2186 [D loss: 0.633625, acc.: 61.74%, KL div.: -0.053317] [G loss: 0.622843, KL div.: 0.622247, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2187 [D loss: 0.631502, acc.: 61.19%, KL div.: -0.052909] [G loss: 0.623262, KL div.: 0.622655, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2188 [D loss: 0.632118, acc.: 61.53%, KL div.: -0.053455] [G loss: 0.623681, KL div.: 0.623086, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2189 [D loss: 0.633059, acc.: 61.44%, KL div.: -0.053197] [G loss: 0.621619, KL div.: 0.621029, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2190 [D loss: 0.633490, acc.: 61.53%, KL div.: -0.054562] [G loss: 0.620523, KL div.: 0.619933, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 992us/step
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2191 [D loss: 0.634355, acc.: 61.41%, KL div.: -0.054052] [G loss: 0.619833, KL div.: 0.619257, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2192 [D loss: 0.633125, acc.: 61.30%, KL div.: -0.054066] [G loss: 0.621544, KL div.: 0.620963, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2193 [D loss: 0.633915, acc.: 61.29%, KL div.: -0.054348] [G loss: 0.617355, KL div.: 0.616802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2194 [D loss: 0.634072, acc.: 61.03%, KL div.: -0.055070] [G loss: 0.616949, KL div.: 0.616412, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2195 [D loss: 0.632813, acc.: 61.11%, KL div.: -0.054588] [G loss: 0.617790, KL div.: 0.617242, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2196 [D loss: 0.633632, acc.: 60.68%, KL div.: -0.054716] [G loss: 0.613569, KL div.: 0.613035, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2197 [D loss: 0.636017, acc.: 60.85%, KL div.: -0.053966] [G loss: 0.612586, KL div.: 0.612076, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2198 [D loss: 0.632383, acc.: 60.48%, KL div.: -0.054034] [G loss: 0.614521, KL div.: 0.613996, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2199 [D loss: 0.631516, acc.: 60.06%, KL div.: -0.052869] [G loss: 0.614400, KL div.: 0.613881, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 65ms/step
4/4 [==============================] - 0s 25ms/step
2200 [D loss: 0.632229, acc.: 59.99%, KL div.: -0.051684] [G loss: 0.614233, KL div.: 0.613729, FID: 62.431244]
1/1 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2201 [D loss: 0.633363, acc.: 59.99%, KL div.: -0.051723] [G loss: 0.614897, KL div.: 0.614388, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2202 [D loss: 0.632265, acc.: 59.65%, KL div.: -0.050054] [G loss: 0.612624, KL div.: 0.612094, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2203 [D loss: 0.631773, acc.: 59.51%, KL div.: -0.049784] [G loss: 0.614914, KL div.: 0.614393, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2204 [D loss: 0.632627, acc.: 59.38%, KL div.: -0.049215] [G loss: 0.612414, KL div.: 0.611884, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2205 [D loss: 0.633969, acc.: 59.47%, KL div.: -0.048602] [G loss: 0.611470, KL div.: 0.610913, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2206 [D loss: 0.634283, acc.: 59.33%, KL div.: -0.047081] [G loss: 0.609687, KL div.: 0.609120, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2207 [D loss: 0.635418, acc.: 59.12%, KL div.: -0.046567] [G loss: 0.607191, KL div.: 0.606596, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2208 [D loss: 0.633365, acc.: 58.68%, KL div.: -0.046357] [G loss: 0.608193, KL div.: 0.607593, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2209 [D loss: 0.638245, acc.: 58.97%, KL div.: -0.045043] [G loss: 0.605941, KL div.: 0.605350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2210 [D loss: 0.639935, acc.: 59.12%, KL div.: -0.045200] [G loss: 0.601820, KL div.: 0.601212, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 566us/step
4/4 [==============================] - 0s 3ms/step
2211 [D loss: 0.638546, acc.: 59.06%, KL div.: -0.045143] [G loss: 0.604013, KL div.: 0.603409, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 887us/step
4/4 [==============================] - 0s 6ms/step
2212 [D loss: 0.640333, acc.: 59.08%, KL div.: -0.045674] [G loss: 0.602027, KL div.: 0.601413, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 945us/step
2213 [D loss: 0.638888, acc.: 59.00%, KL div.: -0.046512] [G loss: 0.601706, KL div.: 0.601092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
2214 [D loss: 0.639834, acc.: 59.05%, KL div.: -0.046113] [G loss: 0.602702, KL div.: 0.602083, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2215 [D loss: 0.641237, acc.: 59.64%, KL div.: -0.047213] [G loss: 0.605085, KL div.: 0.604473, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2216 [D loss: 0.638546, acc.: 59.56%, KL div.: -0.048372] [G loss: 0.606863, KL div.: 0.606245, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 532us/step
4/4 [==============================] - 0s 2ms/step
2217 [D loss: 0.639056, acc.: 59.86%, KL div.: -0.048793] [G loss: 0.607241, KL div.: 0.606617, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2218 [D loss: 0.638028, acc.: 60.24%, KL div.: -0.049014] [G loss: 0.612630, KL div.: 0.612006, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2219 [D loss: 0.635883, acc.: 60.20%, KL div.: -0.050843] [G loss: 0.614218, KL div.: 0.613612, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2220 [D loss: 0.635672, acc.: 60.55%, KL div.: -0.051125] [G loss: 0.616199, KL div.: 0.615594, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2221 [D loss: 0.633960, acc.: 60.94%, KL div.: -0.051733] [G loss: 0.622783, KL div.: 0.622166, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2222 [D loss: 0.632541, acc.: 60.86%, KL div.: -0.051786] [G loss: 0.625917, KL div.: 0.625291, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 264us/step
2223 [D loss: 0.630989, acc.: 60.90%, KL div.: -0.052415] [G loss: 0.626515, KL div.: 0.625896, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2224 [D loss: 0.631996, acc.: 61.06%, KL div.: -0.051888] [G loss: 0.629827, KL div.: 0.629217, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2225 [D loss: 0.631841, acc.: 61.32%, KL div.: -0.052437] [G loss: 0.628835, KL div.: 0.628207, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 174us/step
2226 [D loss: 0.634419, acc.: 61.45%, KL div.: -0.052499] [G loss: 0.627839, KL div.: 0.627245, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2227 [D loss: 0.634889, acc.: 61.43%, KL div.: -0.052681] [G loss: 0.625954, KL div.: 0.625347, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
2228 [D loss: 0.634599, acc.: 61.31%, KL div.: -0.051469] [G loss: 0.628133, KL div.: 0.627536, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2229 [D loss: 0.634577, acc.: 61.13%, KL div.: -0.051758] [G loss: 0.625547, KL div.: 0.624949, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2230 [D loss: 0.637630, acc.: 61.20%, KL div.: -0.050157] [G loss: 0.623158, KL div.: 0.622566, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2231 [D loss: 0.639622, acc.: 61.38%, KL div.: -0.051239] [G loss: 0.622104, KL div.: 0.621509, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
2232 [D loss: 0.639990, acc.: 61.32%, KL div.: -0.051452] [G loss: 0.621005, KL div.: 0.620416, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 798us/step
2233 [D loss: 0.637039, acc.: 61.17%, KL div.: -0.051320] [G loss: 0.621318, KL div.: 0.620728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 811us/step
4/4 [==============================] - 0s 2ms/step
2234 [D loss: 0.638252, acc.: 60.84%, KL div.: -0.051055] [G loss: 0.619464, KL div.: 0.618910, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2235 [D loss: 0.639486, acc.: 60.78%, KL div.: -0.051045] [G loss: 0.616224, KL div.: 0.615654, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2236 [D loss: 0.639101, acc.: 60.72%, KL div.: -0.049832] [G loss: 0.616145, KL div.: 0.615588, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2237 [D loss: 0.640961, acc.: 60.73%, KL div.: -0.049855] [G loss: 0.615101, KL div.: 0.614544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2238 [D loss: 0.639973, acc.: 60.37%, KL div.: -0.050328] [G loss: 0.613013, KL div.: 0.612463, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2239 [D loss: 0.640049, acc.: 60.04%, KL div.: -0.049195] [G loss: 0.610437, KL div.: 0.609895, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2240 [D loss: 0.639333, acc.: 59.97%, KL div.: -0.048006] [G loss: 0.612730, KL div.: 0.612202, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2241 [D loss: 0.638028, acc.: 59.85%, KL div.: -0.048439] [G loss: 0.610292, KL div.: 0.609737, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 4ms/step
2242 [D loss: 0.638011, acc.: 59.51%, KL div.: -0.048059] [G loss: 0.608506, KL div.: 0.607943, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2243 [D loss: 0.634727, acc.: 58.96%, KL div.: -0.047901] [G loss: 0.610159, KL div.: 0.609592, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2244 [D loss: 0.635571, acc.: 59.16%, KL div.: -0.047340] [G loss: 0.610949, KL div.: 0.610386, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 482us/step
2245 [D loss: 0.635409, acc.: 58.96%, KL div.: -0.046504] [G loss: 0.608956, KL div.: 0.608354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2246 [D loss: 0.639313, acc.: 59.09%, KL div.: -0.045566] [G loss: 0.605817, KL div.: 0.605205, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2247 [D loss: 0.634774, acc.: 58.47%, KL div.: -0.044994] [G loss: 0.608532, KL div.: 0.607920, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2248 [D loss: 0.639399, acc.: 58.70%, KL div.: -0.044453] [G loss: 0.603399, KL div.: 0.602764, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2249 [D loss: 0.643497, acc.: 59.27%, KL div.: -0.044564] [G loss: 0.603253, KL div.: 0.602614, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2250 [D loss: 0.641593, acc.: 58.92%, KL div.: -0.044361] [G loss: 0.600484, KL div.: 0.599832, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2251 [D loss: 0.642789, acc.: 58.99%, KL div.: -0.045154] [G loss: 0.599512, KL div.: 0.598863, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 181us/step
4/4 [==============================] - 0s 2ms/step
2252 [D loss: 0.642310, acc.: 59.11%, KL div.: -0.045290] [G loss: 0.601082, KL div.: 0.600432, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2253 [D loss: 0.642072, acc.: 59.47%, KL div.: -0.045766] [G loss: 0.602939, KL div.: 0.602282, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 684us/step
4/4 [==============================] - 0s 3ms/step
2254 [D loss: 0.640617, acc.: 59.14%, KL div.: -0.046311] [G loss: 0.601994, KL div.: 0.601330, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2255 [D loss: 0.642544, acc.: 59.63%, KL div.: -0.046553] [G loss: 0.601647, KL div.: 0.600984, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2256 [D loss: 0.640485, acc.: 59.66%, KL div.: -0.047494] [G loss: 0.604636, KL div.: 0.603992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2257 [D loss: 0.637910, acc.: 60.00%, KL div.: -0.047937] [G loss: 0.610399, KL div.: 0.609744, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2258 [D loss: 0.635839, acc.: 60.32%, KL div.: -0.049151] [G loss: 0.613963, KL div.: 0.613306, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2259 [D loss: 0.633310, acc.: 60.52%, KL div.: -0.049438] [G loss: 0.619297, KL div.: 0.618653, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 180us/step
2260 [D loss: 0.631957, acc.: 60.72%, KL div.: -0.050203] [G loss: 0.621432, KL div.: 0.620804, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2261 [D loss: 0.630386, acc.: 60.79%, KL div.: -0.050810] [G loss: 0.624279, KL div.: 0.623641, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2262 [D loss: 0.629504, acc.: 60.89%, KL div.: -0.051450] [G loss: 0.625364, KL div.: 0.624713, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2263 [D loss: 0.627395, acc.: 60.95%, KL div.: -0.050720] [G loss: 0.628642, KL div.: 0.628000, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2264 [D loss: 0.626551, acc.: 61.00%, KL div.: -0.051373] [G loss: 0.631282, KL div.: 0.630644, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2265 [D loss: 0.628965, acc.: 61.43%, KL div.: -0.051940] [G loss: 0.630568, KL div.: 0.629951, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2266 [D loss: 0.627786, acc.: 61.28%, KL div.: -0.052018] [G loss: 0.632375, KL div.: 0.631738, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2267 [D loss: 0.629643, acc.: 61.54%, KL div.: -0.052080] [G loss: 0.631576, KL div.: 0.630946, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2268 [D loss: 0.629621, acc.: 61.09%, KL div.: -0.051587] [G loss: 0.627887, KL div.: 0.627282, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2269 [D loss: 0.633930, acc.: 61.67%, KL div.: -0.052171] [G loss: 0.626113, KL div.: 0.625535, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2270 [D loss: 0.635276, acc.: 61.41%, KL div.: -0.051197] [G loss: 0.622686, KL div.: 0.622111, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2271 [D loss: 0.634491, acc.: 61.35%, KL div.: -0.051501] [G loss: 0.621559, KL div.: 0.620986, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 682us/step
4/4 [==============================] - 0s 2ms/step
2272 [D loss: 0.634420, acc.: 61.06%, KL div.: -0.051734] [G loss: 0.619153, KL div.: 0.618598, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2273 [D loss: 0.635865, acc.: 61.11%, KL div.: -0.051154] [G loss: 0.617786, KL div.: 0.617247, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2274 [D loss: 0.635626, acc.: 60.76%, KL div.: -0.050627] [G loss: 0.614883, KL div.: 0.614353, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 863us/step
4/4 [==============================] - 0s 3ms/step
2275 [D loss: 0.636358, acc.: 60.75%, KL div.: -0.051182] [G loss: 0.616630, KL div.: 0.616110, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2276 [D loss: 0.635036, acc.: 60.45%, KL div.: -0.049684] [G loss: 0.616836, KL div.: 0.616316, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2277 [D loss: 0.635369, acc.: 60.49%, KL div.: -0.049630] [G loss: 0.617238, KL div.: 0.616720, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2278 [D loss: 0.635356, acc.: 60.06%, KL div.: -0.048916] [G loss: 0.614315, KL div.: 0.613799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2279 [D loss: 0.633688, acc.: 60.03%, KL div.: -0.048513] [G loss: 0.617023, KL div.: 0.616499, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2280 [D loss: 0.633968, acc.: 59.72%, KL div.: -0.047764] [G loss: 0.616013, KL div.: 0.615483, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
2281 [D loss: 0.632904, acc.: 59.49%, KL div.: -0.046561] [G loss: 0.615058, KL div.: 0.614524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
2282 [D loss: 0.634264, acc.: 59.31%, KL div.: -0.045144] [G loss: 0.614506, KL div.: 0.613959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2283 [D loss: 0.633766, acc.: 58.74%, KL div.: -0.044584] [G loss: 0.612481, KL div.: 0.611900, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2284 [D loss: 0.635622, acc.: 58.85%, KL div.: -0.043636] [G loss: 0.609050, KL div.: 0.608450, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2285 [D loss: 0.636981, acc.: 58.69%, KL div.: -0.042273] [G loss: 0.608285, KL div.: 0.607677, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2286 [D loss: 0.638677, acc.: 58.85%, KL div.: -0.041758] [G loss: 0.607343, KL div.: 0.606728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2287 [D loss: 0.643398, acc.: 58.87%, KL div.: -0.041679] [G loss: 0.601417, KL div.: 0.600776, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2288 [D loss: 0.644890, acc.: 58.47%, KL div.: -0.039972] [G loss: 0.596922, KL div.: 0.596260, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 590us/step
2289 [D loss: 0.645516, acc.: 58.71%, KL div.: -0.041225] [G loss: 0.598833, KL div.: 0.598175, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2290 [D loss: 0.647688, acc.: 59.18%, KL div.: -0.041809] [G loss: 0.597835, KL div.: 0.597176, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2291 [D loss: 0.646625, acc.: 59.46%, KL div.: -0.042314] [G loss: 0.602804, KL div.: 0.602147, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2292 [D loss: 0.647073, acc.: 59.66%, KL div.: -0.043116] [G loss: 0.601481, KL div.: 0.600804, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2293 [D loss: 0.646349, acc.: 59.67%, KL div.: -0.044719] [G loss: 0.602204, KL div.: 0.601547, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2294 [D loss: 0.646136, acc.: 60.31%, KL div.: -0.046386] [G loss: 0.605736, KL div.: 0.605092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2295 [D loss: 0.641563, acc.: 60.40%, KL div.: -0.047571] [G loss: 0.612832, KL div.: 0.612200, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2296 [D loss: 0.637559, acc.: 60.80%, KL div.: -0.048778] [G loss: 0.619011, KL div.: 0.618394, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2297 [D loss: 0.637023, acc.: 60.98%, KL div.: -0.049230] [G loss: 0.623537, KL div.: 0.622931, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 440us/step
4/4 [==============================] - 0s 3ms/step
2298 [D loss: 0.633588, acc.: 61.35%, KL div.: -0.051158] [G loss: 0.630263, KL div.: 0.629642, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 803us/step
2299 [D loss: 0.630749, acc.: 61.54%, KL div.: -0.051880] [G loss: 0.638271, KL div.: 0.637654, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 59ms/step
4/4 [==============================] - 0s 32ms/step
2300 [D loss: 0.631012, acc.: 61.99%, KL div.: -0.052753] [G loss: 0.638499, KL div.: 0.637882, FID: 54.570215]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 55ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2301 [D loss: 0.631639, acc.: 62.32%, KL div.: -0.052347] [G loss: 0.639552, KL div.: 0.638943, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2302 [D loss: 0.630027, acc.: 61.93%, KL div.: -0.051191] [G loss: 0.642556, KL div.: 0.641943, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2303 [D loss: 0.629700, acc.: 62.25%, KL div.: -0.052881] [G loss: 0.645781, KL div.: 0.645149, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2304 [D loss: 0.630601, acc.: 62.31%, KL div.: -0.051145] [G loss: 0.646237, KL div.: 0.645628, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 114us/step
4/4 [==============================] - 0s 1ms/step
2305 [D loss: 0.630870, acc.: 62.22%, KL div.: -0.051578] [G loss: 0.642590, KL div.: 0.641975, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2306 [D loss: 0.635371, acc.: 62.23%, KL div.: -0.051342] [G loss: 0.637762, KL div.: 0.637173, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2307 [D loss: 0.638381, acc.: 62.53%, KL div.: -0.051868] [G loss: 0.633066, KL div.: 0.632486, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
2308 [D loss: 0.641198, acc.: 62.35%, KL div.: -0.051738] [G loss: 0.629186, KL div.: 0.628618, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2309 [D loss: 0.639939, acc.: 61.97%, KL div.: -0.050415] [G loss: 0.628926, KL div.: 0.628359, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 643us/step
2310 [D loss: 0.640723, acc.: 61.65%, KL div.: -0.050129] [G loss: 0.625080, KL div.: 0.624543, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2311 [D loss: 0.640359, acc.: 61.19%, KL div.: -0.049677] [G loss: 0.620968, KL div.: 0.620438, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2312 [D loss: 0.642271, acc.: 61.30%, KL div.: -0.050744] [G loss: 0.617831, KL div.: 0.617306, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
2313 [D loss: 0.643749, acc.: 61.02%, KL div.: -0.049946] [G loss: 0.615494, KL div.: 0.614981, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 633us/step
2314 [D loss: 0.641060, acc.: 60.74%, KL div.: -0.049267] [G loss: 0.615947, KL div.: 0.615426, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 584us/step
2315 [D loss: 0.640610, acc.: 60.32%, KL div.: -0.048272] [G loss: 0.615018, KL div.: 0.614504, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2316 [D loss: 0.639913, acc.: 60.04%, KL div.: -0.048626] [G loss: 0.615626, KL div.: 0.615108, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2317 [D loss: 0.638292, acc.: 59.84%, KL div.: -0.047210] [G loss: 0.616447, KL div.: 0.615918, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2318 [D loss: 0.638525, acc.: 59.63%, KL div.: -0.046306] [G loss: 0.615319, KL div.: 0.614793, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 161us/step
2319 [D loss: 0.636437, acc.: 59.31%, KL div.: -0.046070] [G loss: 0.615434, KL div.: 0.614903, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2320 [D loss: 0.637647, acc.: 59.07%, KL div.: -0.045107] [G loss: 0.613869, KL div.: 0.613320, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 455us/step
4/4 [==============================] - 0s 3ms/step
2321 [D loss: 0.635327, acc.: 58.65%, KL div.: -0.044379] [G loss: 0.613902, KL div.: 0.613325, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2322 [D loss: 0.636909, acc.: 58.58%, KL div.: -0.043258] [G loss: 0.612370, KL div.: 0.611768, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2323 [D loss: 0.638734, acc.: 58.62%, KL div.: -0.042838] [G loss: 0.608478, KL div.: 0.607853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2324 [D loss: 0.636223, acc.: 57.96%, KL div.: -0.041640] [G loss: 0.607996, KL div.: 0.607358, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2325 [D loss: 0.641862, acc.: 58.23%, KL div.: -0.040616] [G loss: 0.601350, KL div.: 0.600681, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2326 [D loss: 0.642272, acc.: 57.83%, KL div.: -0.039663] [G loss: 0.599555, KL div.: 0.598862, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2327 [D loss: 0.646786, acc.: 58.36%, KL div.: -0.040661] [G loss: 0.595210, KL div.: 0.594501, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2328 [D loss: 0.649042, acc.: 58.14%, KL div.: -0.039646] [G loss: 0.591335, KL div.: 0.590602, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2329 [D loss: 0.649100, acc.: 58.42%, KL div.: -0.040874] [G loss: 0.591092, KL div.: 0.590342, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2330 [D loss: 0.653836, acc.: 58.84%, KL div.: -0.041513] [G loss: 0.584500, KL div.: 0.583755, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2331 [D loss: 0.647827, acc.: 58.59%, KL div.: -0.042968] [G loss: 0.592348, KL div.: 0.591625, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2332 [D loss: 0.649770, acc.: 59.20%, KL div.: -0.043830] [G loss: 0.592379, KL div.: 0.591652, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2333 [D loss: 0.646436, acc.: 59.23%, KL div.: -0.045272] [G loss: 0.597044, KL div.: 0.596319, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2334 [D loss: 0.645333, acc.: 59.85%, KL div.: -0.046168] [G loss: 0.599711, KL div.: 0.599003, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2335 [D loss: 0.639341, acc.: 59.85%, KL div.: -0.046971] [G loss: 0.608891, KL div.: 0.608196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2336 [D loss: 0.635940, acc.: 60.36%, KL div.: -0.048821] [G loss: 0.615937, KL div.: 0.615252, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2337 [D loss: 0.631836, acc.: 60.70%, KL div.: -0.049217] [G loss: 0.621826, KL div.: 0.621143, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2338 [D loss: 0.631331, acc.: 60.98%, KL div.: -0.049093] [G loss: 0.627220, KL div.: 0.626537, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2339 [D loss: 0.627523, acc.: 61.15%, KL div.: -0.049932] [G loss: 0.633671, KL div.: 0.632984, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2340 [D loss: 0.625445, acc.: 61.15%, KL div.: -0.049187] [G loss: 0.637301, KL div.: 0.636632, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2341 [D loss: 0.624082, acc.: 61.42%, KL div.: -0.050469] [G loss: 0.640338, KL div.: 0.639668, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2342 [D loss: 0.623159, acc.: 61.82%, KL div.: -0.051567] [G loss: 0.645838, KL div.: 0.645167, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2343 [D loss: 0.626156, acc.: 61.59%, KL div.: -0.050616] [G loss: 0.641417, KL div.: 0.640762, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2344 [D loss: 0.627646, acc.: 61.47%, KL div.: -0.049087] [G loss: 0.637471, KL div.: 0.636819, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2345 [D loss: 0.627897, acc.: 61.66%, KL div.: -0.049961] [G loss: 0.639490, KL div.: 0.638840, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2346 [D loss: 0.631056, acc.: 61.73%, KL div.: -0.050131] [G loss: 0.636682, KL div.: 0.636042, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2347 [D loss: 0.633377, acc.: 61.48%, KL div.: -0.049186] [G loss: 0.629391, KL div.: 0.628783, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2348 [D loss: 0.634856, acc.: 61.84%, KL div.: -0.050055] [G loss: 0.630542, KL div.: 0.629936, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2349 [D loss: 0.637273, acc.: 61.37%, KL div.: -0.050141] [G loss: 0.620838, KL div.: 0.620262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2350 [D loss: 0.639922, acc.: 61.40%, KL div.: -0.050030] [G loss: 0.617344, KL div.: 0.616782, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2351 [D loss: 0.642653, acc.: 61.68%, KL div.: -0.049704] [G loss: 0.616613, KL div.: 0.616053, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2352 [D loss: 0.640820, acc.: 61.21%, KL div.: -0.050131] [G loss: 0.613582, KL div.: 0.613059, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2353 [D loss: 0.640936, acc.: 60.93%, KL div.: -0.050298] [G loss: 0.613162, KL div.: 0.612635, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2354 [D loss: 0.638285, acc.: 60.48%, KL div.: -0.050229] [G loss: 0.613237, KL div.: 0.612733, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2355 [D loss: 0.640651, acc.: 60.43%, KL div.: -0.049655] [G loss: 0.611582, KL div.: 0.611089, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2356 [D loss: 0.638706, acc.: 60.21%, KL div.: -0.050037] [G loss: 0.610230, KL div.: 0.609729, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2357 [D loss: 0.637831, acc.: 59.75%, KL div.: -0.048786] [G loss: 0.611523, KL div.: 0.611039, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 836us/step
4/4 [==============================] - 0s 3ms/step
2358 [D loss: 0.639005, acc.: 59.79%, KL div.: -0.048427] [G loss: 0.608746, KL div.: 0.608238, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 621us/step
2359 [D loss: 0.637389, acc.: 59.57%, KL div.: -0.047643] [G loss: 0.610098, KL div.: 0.609593, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2360 [D loss: 0.637077, acc.: 59.32%, KL div.: -0.047042] [G loss: 0.610583, KL div.: 0.610076, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2361 [D loss: 0.637395, acc.: 59.03%, KL div.: -0.045183] [G loss: 0.610322, KL div.: 0.609799, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2362 [D loss: 0.636662, acc.: 58.85%, KL div.: -0.044304] [G loss: 0.610556, KL div.: 0.610027, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2363 [D loss: 0.639364, acc.: 58.78%, KL div.: -0.043554] [G loss: 0.605790, KL div.: 0.605232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2364 [D loss: 0.641265, acc.: 58.91%, KL div.: -0.043462] [G loss: 0.603799, KL div.: 0.603228, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
2365 [D loss: 0.646246, acc.: 59.21%, KL div.: -0.042026] [G loss: 0.600621, KL div.: 0.600040, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2366 [D loss: 0.642923, acc.: 58.37%, KL div.: -0.041442] [G loss: 0.599110, KL div.: 0.598504, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2367 [D loss: 0.646633, acc.: 58.71%, KL div.: -0.040866] [G loss: 0.597776, KL div.: 0.597178, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2368 [D loss: 0.645817, acc.: 58.66%, KL div.: -0.041558] [G loss: 0.596711, KL div.: 0.596086, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2369 [D loss: 0.646480, acc.: 58.54%, KL div.: -0.040847] [G loss: 0.597033, KL div.: 0.596406, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2370 [D loss: 0.648060, acc.: 59.16%, KL div.: -0.041431] [G loss: 0.600381, KL div.: 0.599762, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2371 [D loss: 0.649534, acc.: 59.47%, KL div.: -0.042815] [G loss: 0.599674, KL div.: 0.599056, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2372 [D loss: 0.648086, acc.: 59.27%, KL div.: -0.043387] [G loss: 0.598885, KL div.: 0.598268, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2373 [D loss: 0.644669, acc.: 59.90%, KL div.: -0.044792] [G loss: 0.606819, KL div.: 0.606229, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2374 [D loss: 0.641729, acc.: 60.19%, KL div.: -0.045599] [G loss: 0.611909, KL div.: 0.611327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2375 [D loss: 0.638789, acc.: 60.17%, KL div.: -0.047004] [G loss: 0.616774, KL div.: 0.616183, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2376 [D loss: 0.635753, acc.: 60.34%, KL div.: -0.047859] [G loss: 0.619692, KL div.: 0.619095, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2377 [D loss: 0.633888, acc.: 60.61%, KL div.: -0.048929] [G loss: 0.626072, KL div.: 0.625484, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2378 [D loss: 0.631947, acc.: 60.87%, KL div.: -0.049326] [G loss: 0.629949, KL div.: 0.629356, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2379 [D loss: 0.630745, acc.: 60.99%, KL div.: -0.049097] [G loss: 0.635015, KL div.: 0.634403, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2380 [D loss: 0.630600, acc.: 61.50%, KL div.: -0.049373] [G loss: 0.640959, KL div.: 0.640344, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2381 [D loss: 0.629976, acc.: 61.53%, KL div.: -0.049561] [G loss: 0.641609, KL div.: 0.641001, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2382 [D loss: 0.630815, acc.: 61.62%, KL div.: -0.048642] [G loss: 0.639831, KL div.: 0.639220, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2383 [D loss: 0.631683, acc.: 61.67%, KL div.: -0.048981] [G loss: 0.641852, KL div.: 0.641241, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2384 [D loss: 0.634761, acc.: 61.72%, KL div.: -0.047841] [G loss: 0.639218, KL div.: 0.638620, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2385 [D loss: 0.637515, acc.: 62.19%, KL div.: -0.048511] [G loss: 0.635442, KL div.: 0.634847, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2386 [D loss: 0.639174, acc.: 62.23%, KL div.: -0.048746] [G loss: 0.630288, KL div.: 0.629709, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2387 [D loss: 0.640165, acc.: 61.95%, KL div.: -0.047826] [G loss: 0.627493, KL div.: 0.626925, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2388 [D loss: 0.641586, acc.: 61.64%, KL div.: -0.047735] [G loss: 0.624758, KL div.: 0.624193, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2389 [D loss: 0.644292, acc.: 61.68%, KL div.: -0.046975] [G loss: 0.621374, KL div.: 0.620827, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2390 [D loss: 0.643479, acc.: 61.36%, KL div.: -0.047144] [G loss: 0.618447, KL div.: 0.617907, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2391 [D loss: 0.642967, acc.: 61.19%, KL div.: -0.048040] [G loss: 0.618615, KL div.: 0.618091, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2392 [D loss: 0.643646, acc.: 61.22%, KL div.: -0.048134] [G loss: 0.616382, KL div.: 0.615860, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2393 [D loss: 0.644362, acc.: 61.20%, KL div.: -0.047328] [G loss: 0.616068, KL div.: 0.615567, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2394 [D loss: 0.643130, acc.: 60.90%, KL div.: -0.047450] [G loss: 0.614455, KL div.: 0.613953, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2395 [D loss: 0.644142, acc.: 60.88%, KL div.: -0.047581] [G loss: 0.612167, KL div.: 0.611671, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2396 [D loss: 0.641722, acc.: 60.65%, KL div.: -0.047880] [G loss: 0.613505, KL div.: 0.613001, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2397 [D loss: 0.640082, acc.: 60.52%, KL div.: -0.047902] [G loss: 0.613072, KL div.: 0.612579, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2398 [D loss: 0.638818, acc.: 60.27%, KL div.: -0.047700] [G loss: 0.614032, KL div.: 0.613536, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2399 [D loss: 0.639136, acc.: 60.12%, KL div.: -0.046529] [G loss: 0.613187, KL div.: 0.612689, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 25ms/step
4/4 [==============================] - 0s 21ms/step
2400 [D loss: 0.640225, acc.: 60.05%, KL div.: -0.046765] [G loss: 0.613185, KL div.: 0.612655, FID: 51.221391]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2401 [D loss: 0.636115, acc.: 59.51%, KL div.: -0.046385] [G loss: 0.614666, KL div.: 0.614128, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2402 [D loss: 0.637753, acc.: 59.84%, KL div.: -0.046122] [G loss: 0.615518, KL div.: 0.614988, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2403 [D loss: 0.638047, acc.: 59.60%, KL div.: -0.045987] [G loss: 0.610280, KL div.: 0.609732, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2404 [D loss: 0.638625, acc.: 59.74%, KL div.: -0.045928] [G loss: 0.612489, KL div.: 0.611934, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2405 [D loss: 0.636504, acc.: 59.41%, KL div.: -0.045395] [G loss: 0.612902, KL div.: 0.612333, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2406 [D loss: 0.637712, acc.: 59.45%, KL div.: -0.044872] [G loss: 0.611047, KL div.: 0.610462, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2407 [D loss: 0.638394, acc.: 59.40%, KL div.: -0.044728] [G loss: 0.609338, KL div.: 0.608749, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2408 [D loss: 0.638539, acc.: 59.28%, KL div.: -0.044528] [G loss: 0.607906, KL div.: 0.607295, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2409 [D loss: 0.641739, acc.: 59.80%, KL div.: -0.044492] [G loss: 0.606704, KL div.: 0.606092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2410 [D loss: 0.639633, acc.: 59.83%, KL div.: -0.045089] [G loss: 0.611301, KL div.: 0.610690, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2411 [D loss: 0.638582, acc.: 59.99%, KL div.: -0.045762] [G loss: 0.612914, KL div.: 0.612291, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2412 [D loss: 0.637921, acc.: 60.07%, KL div.: -0.046040] [G loss: 0.613651, KL div.: 0.613037, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2413 [D loss: 0.635658, acc.: 60.24%, KL div.: -0.046963] [G loss: 0.617724, KL div.: 0.617112, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2414 [D loss: 0.634069, acc.: 60.58%, KL div.: -0.047438] [G loss: 0.620918, KL div.: 0.620318, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2415 [D loss: 0.632287, acc.: 60.51%, KL div.: -0.048034] [G loss: 0.623270, KL div.: 0.622656, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2416 [D loss: 0.633671, acc.: 60.73%, KL div.: -0.047645] [G loss: 0.624299, KL div.: 0.623690, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2417 [D loss: 0.633963, acc.: 61.02%, KL div.: -0.048623] [G loss: 0.623976, KL div.: 0.623357, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2418 [D loss: 0.632899, acc.: 61.23%, KL div.: -0.048648] [G loss: 0.627681, KL div.: 0.627055, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2419 [D loss: 0.632083, acc.: 61.18%, KL div.: -0.049137] [G loss: 0.629892, KL div.: 0.629258, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2420 [D loss: 0.633183, acc.: 61.62%, KL div.: -0.049158] [G loss: 0.634314, KL div.: 0.633695, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2421 [D loss: 0.631961, acc.: 61.36%, KL div.: -0.048861] [G loss: 0.632978, KL div.: 0.632365, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2422 [D loss: 0.631969, acc.: 61.53%, KL div.: -0.048658] [G loss: 0.633628, KL div.: 0.633004, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2423 [D loss: 0.632182, acc.: 61.57%, KL div.: -0.048518] [G loss: 0.635878, KL div.: 0.635262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2424 [D loss: 0.632792, acc.: 61.74%, KL div.: -0.048714] [G loss: 0.635458, KL div.: 0.634855, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2425 [D loss: 0.634988, acc.: 61.92%, KL div.: -0.050039] [G loss: 0.632446, KL div.: 0.631853, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2426 [D loss: 0.638728, acc.: 62.39%, KL div.: -0.051442] [G loss: 0.627391, KL div.: 0.626819, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2427 [D loss: 0.637817, acc.: 61.80%, KL div.: -0.049905] [G loss: 0.625126, KL div.: 0.624561, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2428 [D loss: 0.641883, acc.: 62.02%, KL div.: -0.051048] [G loss: 0.619297, KL div.: 0.618745, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
2429 [D loss: 0.639167, acc.: 61.38%, KL div.: -0.049807] [G loss: 0.620849, KL div.: 0.620330, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2430 [D loss: 0.641384, acc.: 61.74%, KL div.: -0.051313] [G loss: 0.617065, KL div.: 0.616548, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2431 [D loss: 0.640088, acc.: 61.35%, KL div.: -0.050649] [G loss: 0.616147, KL div.: 0.615649, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2432 [D loss: 0.642208, acc.: 61.35%, KL div.: -0.051714] [G loss: 0.613098, KL div.: 0.612615, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2433 [D loss: 0.642081, acc.: 61.23%, KL div.: -0.050402] [G loss: 0.613705, KL div.: 0.613235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2434 [D loss: 0.641265, acc.: 61.03%, KL div.: -0.051822] [G loss: 0.612238, KL div.: 0.611770, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2435 [D loss: 0.640193, acc.: 60.77%, KL div.: -0.052030] [G loss: 0.611479, KL div.: 0.611007, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2436 [D loss: 0.640600, acc.: 60.69%, KL div.: -0.050787] [G loss: 0.611451, KL div.: 0.610999, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2437 [D loss: 0.638272, acc.: 60.27%, KL div.: -0.050091] [G loss: 0.612817, KL div.: 0.612364, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2438 [D loss: 0.638765, acc.: 60.16%, KL div.: -0.050657] [G loss: 0.611757, KL div.: 0.611296, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2439 [D loss: 0.636834, acc.: 59.99%, KL div.: -0.049974] [G loss: 0.616216, KL div.: 0.615750, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2440 [D loss: 0.636416, acc.: 59.82%, KL div.: -0.049022] [G loss: 0.613883, KL div.: 0.613411, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2441 [D loss: 0.637077, acc.: 59.73%, KL div.: -0.047539] [G loss: 0.613065, KL div.: 0.612588, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2442 [D loss: 0.635497, acc.: 59.49%, KL div.: -0.047651] [G loss: 0.613600, KL div.: 0.613118, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2443 [D loss: 0.635714, acc.: 59.40%, KL div.: -0.046403] [G loss: 0.616096, KL div.: 0.615610, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2444 [D loss: 0.634646, acc.: 59.03%, KL div.: -0.045797] [G loss: 0.612907, KL div.: 0.612400, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2445 [D loss: 0.636739, acc.: 59.04%, KL div.: -0.044547] [G loss: 0.612766, KL div.: 0.612256, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 551us/step
4/4 [==============================] - 0s 3ms/step
2446 [D loss: 0.638806, acc.: 59.20%, KL div.: -0.043514] [G loss: 0.612521, KL div.: 0.611989, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2447 [D loss: 0.638922, acc.: 59.07%, KL div.: -0.043760] [G loss: 0.610550, KL div.: 0.610009, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2448 [D loss: 0.641085, acc.: 59.09%, KL div.: -0.042856] [G loss: 0.607455, KL div.: 0.606916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2449 [D loss: 0.640076, acc.: 58.83%, KL div.: -0.042586] [G loss: 0.609337, KL div.: 0.608781, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2450 [D loss: 0.640985, acc.: 58.96%, KL div.: -0.042235] [G loss: 0.606636, KL div.: 0.606082, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2451 [D loss: 0.644433, acc.: 59.45%, KL div.: -0.042753] [G loss: 0.606914, KL div.: 0.606339, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2452 [D loss: 0.643995, acc.: 59.19%, KL div.: -0.042239] [G loss: 0.604136, KL div.: 0.603555, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
2453 [D loss: 0.644501, acc.: 59.33%, KL div.: -0.042526] [G loss: 0.603286, KL div.: 0.602695, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 971us/step
4/4 [==============================] - 0s 2ms/step
2454 [D loss: 0.644895, acc.: 59.45%, KL div.: -0.043405] [G loss: 0.603443, KL div.: 0.602849, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
2455 [D loss: 0.645124, acc.: 60.02%, KL div.: -0.043516] [G loss: 0.605848, KL div.: 0.605267, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2456 [D loss: 0.643830, acc.: 60.01%, KL div.: -0.044927] [G loss: 0.608658, KL div.: 0.608058, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2457 [D loss: 0.642446, acc.: 60.08%, KL div.: -0.045735] [G loss: 0.612123, KL div.: 0.611524, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
2458 [D loss: 0.640628, acc.: 60.28%, KL div.: -0.045475] [G loss: 0.615170, KL div.: 0.614589, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2459 [D loss: 0.639140, acc.: 60.55%, KL div.: -0.046343] [G loss: 0.618993, KL div.: 0.618399, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 610us/step
2460 [D loss: 0.639078, acc.: 60.97%, KL div.: -0.046871] [G loss: 0.619521, KL div.: 0.618937, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2461 [D loss: 0.638438, acc.: 61.16%, KL div.: -0.047136] [G loss: 0.622910, KL div.: 0.622326, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2462 [D loss: 0.636863, acc.: 61.23%, KL div.: -0.047522] [G loss: 0.625894, KL div.: 0.625310, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2463 [D loss: 0.636814, acc.: 61.24%, KL div.: -0.048252] [G loss: 0.628608, KL div.: 0.628025, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2464 [D loss: 0.637096, acc.: 61.65%, KL div.: -0.048487] [G loss: 0.630371, KL div.: 0.629791, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2465 [D loss: 0.638889, acc.: 61.66%, KL div.: -0.048457] [G loss: 0.626057, KL div.: 0.625490, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2466 [D loss: 0.639296, acc.: 61.60%, KL div.: -0.048198] [G loss: 0.624378, KL div.: 0.623825, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 694us/step
4/4 [==============================] - 0s 2ms/step
2467 [D loss: 0.642071, acc.: 61.96%, KL div.: -0.048850] [G loss: 0.622944, KL div.: 0.622404, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 660us/step
4/4 [==============================] - 0s 2ms/step
2468 [D loss: 0.641022, acc.: 62.01%, KL div.: -0.049586] [G loss: 0.621212, KL div.: 0.620673, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2469 [D loss: 0.641743, acc.: 61.64%, KL div.: -0.048785] [G loss: 0.619659, KL div.: 0.619144, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2470 [D loss: 0.641410, acc.: 61.85%, KL div.: -0.050048] [G loss: 0.622362, KL div.: 0.621848, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2471 [D loss: 0.640161, acc.: 61.51%, KL div.: -0.049926] [G loss: 0.618227, KL div.: 0.617731, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2472 [D loss: 0.638968, acc.: 61.35%, KL div.: -0.051063] [G loss: 0.618631, KL div.: 0.618150, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2473 [D loss: 0.639130, acc.: 61.31%, KL div.: -0.051135] [G loss: 0.617310, KL div.: 0.616844, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2474 [D loss: 0.637265, acc.: 61.10%, KL div.: -0.051324] [G loss: 0.618638, KL div.: 0.618187, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2475 [D loss: 0.636110, acc.: 60.93%, KL div.: -0.052192] [G loss: 0.617283, KL div.: 0.616829, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2476 [D loss: 0.635065, acc.: 60.80%, KL div.: -0.051550] [G loss: 0.621506, KL div.: 0.621046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2477 [D loss: 0.633884, acc.: 60.48%, KL div.: -0.050403] [G loss: 0.621511, KL div.: 0.621057, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2478 [D loss: 0.632743, acc.: 60.45%, KL div.: -0.049967] [G loss: 0.621700, KL div.: 0.621256, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
2479 [D loss: 0.631103, acc.: 60.12%, KL div.: -0.049064] [G loss: 0.624235, KL div.: 0.623770, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2480 [D loss: 0.629713, acc.: 59.77%, KL div.: -0.048203] [G loss: 0.623111, KL div.: 0.622645, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2481 [D loss: 0.629447, acc.: 59.62%, KL div.: -0.047870] [G loss: 0.623108, KL div.: 0.622630, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2482 [D loss: 0.630477, acc.: 59.38%, KL div.: -0.046002] [G loss: 0.622490, KL div.: 0.621996, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2483 [D loss: 0.630003, acc.: 59.16%, KL div.: -0.045747] [G loss: 0.621784, KL div.: 0.621280, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2484 [D loss: 0.630541, acc.: 59.06%, KL div.: -0.045406] [G loss: 0.620498, KL div.: 0.619979, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2485 [D loss: 0.631423, acc.: 58.81%, KL div.: -0.042915] [G loss: 0.618656, KL div.: 0.618131, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2486 [D loss: 0.633336, acc.: 58.71%, KL div.: -0.042762] [G loss: 0.615676, KL div.: 0.615126, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2487 [D loss: 0.635101, acc.: 58.66%, KL div.: -0.042257] [G loss: 0.612573, KL div.: 0.611987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2488 [D loss: 0.638415, acc.: 58.32%, KL div.: -0.040752] [G loss: 0.605950, KL div.: 0.605350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2489 [D loss: 0.641200, acc.: 58.61%, KL div.: -0.040570] [G loss: 0.604802, KL div.: 0.604200, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2490 [D loss: 0.643540, acc.: 58.28%, KL div.: -0.039100] [G loss: 0.599854, KL div.: 0.599226, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2491 [D loss: 0.647763, acc.: 58.58%, KL div.: -0.040402] [G loss: 0.595058, KL div.: 0.594399, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2492 [D loss: 0.651634, acc.: 58.80%, KL div.: -0.040773] [G loss: 0.589787, KL div.: 0.589132, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2493 [D loss: 0.654004, acc.: 59.18%, KL div.: -0.042441] [G loss: 0.587505, KL div.: 0.586846, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2494 [D loss: 0.653492, acc.: 59.14%, KL div.: -0.043457] [G loss: 0.589045, KL div.: 0.588399, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2495 [D loss: 0.650277, acc.: 59.67%, KL div.: -0.044898] [G loss: 0.595333, KL div.: 0.594703, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2496 [D loss: 0.647462, acc.: 59.98%, KL div.: -0.045991] [G loss: 0.600539, KL div.: 0.599927, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2497 [D loss: 0.646330, acc.: 60.37%, KL div.: -0.046976] [G loss: 0.604088, KL div.: 0.603461, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 683us/step
2498 [D loss: 0.642163, acc.: 60.63%, KL div.: -0.048158] [G loss: 0.612739, KL div.: 0.612143, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2499 [D loss: 0.639949, acc.: 60.91%, KL div.: -0.049640] [G loss: 0.616876, KL div.: 0.616280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 0s 22ms/step
2500 [D loss: 0.637972, acc.: 60.97%, KL div.: -0.049011] [G loss: 0.620294, KL div.: 0.619701, FID: 72.321652]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2501 [D loss: 0.635943, acc.: 61.37%, KL div.: -0.050681] [G loss: 0.624718, KL div.: 0.624140, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2502 [D loss: 0.634769, acc.: 61.66%, KL div.: -0.051025] [G loss: 0.628890, KL div.: 0.628322, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2503 [D loss: 0.632639, acc.: 61.33%, KL div.: -0.050859] [G loss: 0.629645, KL div.: 0.629088, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2504 [D loss: 0.635254, acc.: 61.83%, KL div.: -0.051102] [G loss: 0.630447, KL div.: 0.629886, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 621us/step
4/4 [==============================] - 0s 3ms/step
2505 [D loss: 0.634493, acc.: 62.01%, KL div.: -0.051657] [G loss: 0.633365, KL div.: 0.632811, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2506 [D loss: 0.634563, acc.: 61.69%, KL div.: -0.051542] [G loss: 0.631380, KL div.: 0.630837, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2507 [D loss: 0.636117, acc.: 61.95%, KL div.: -0.051173] [G loss: 0.631483, KL div.: 0.630939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2508 [D loss: 0.636992, acc.: 61.86%, KL div.: -0.052130] [G loss: 0.626185, KL div.: 0.625651, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
2509 [D loss: 0.637680, acc.: 61.98%, KL div.: -0.051912] [G loss: 0.627457, KL div.: 0.626939, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2510 [D loss: 0.634492, acc.: 61.09%, KL div.: -0.051338] [G loss: 0.627383, KL div.: 0.626881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2511 [D loss: 0.636949, acc.: 61.35%, KL div.: -0.051462] [G loss: 0.624195, KL div.: 0.623703, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2512 [D loss: 0.640064, acc.: 61.22%, KL div.: -0.050769] [G loss: 0.618795, KL div.: 0.618310, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2513 [D loss: 0.638483, acc.: 60.87%, KL div.: -0.051629] [G loss: 0.618995, KL div.: 0.618528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 884us/step
4/4 [==============================] - 0s 3ms/step
2514 [D loss: 0.638051, acc.: 60.80%, KL div.: -0.050614] [G loss: 0.619601, KL div.: 0.619132, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2515 [D loss: 0.637745, acc.: 60.62%, KL div.: -0.051190] [G loss: 0.617789, KL div.: 0.617325, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 945us/step
2516 [D loss: 0.636854, acc.: 60.45%, KL div.: -0.049737] [G loss: 0.620243, KL div.: 0.619782, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 576us/step
2517 [D loss: 0.635950, acc.: 60.20%, KL div.: -0.050135] [G loss: 0.618336, KL div.: 0.617891, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2518 [D loss: 0.635552, acc.: 59.85%, KL div.: -0.048831] [G loss: 0.618160, KL div.: 0.617719, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 603us/step
2519 [D loss: 0.634992, acc.: 59.77%, KL div.: -0.048989] [G loss: 0.618087, KL div.: 0.617638, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 332us/step
2520 [D loss: 0.633713, acc.: 59.41%, KL div.: -0.047371] [G loss: 0.618770, KL div.: 0.618308, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 917us/step
2521 [D loss: 0.633834, acc.: 59.34%, KL div.: -0.045204] [G loss: 0.620641, KL div.: 0.620186, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2522 [D loss: 0.633416, acc.: 58.95%, KL div.: -0.043776] [G loss: 0.618800, KL div.: 0.618317, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2523 [D loss: 0.632099, acc.: 58.47%, KL div.: -0.042336] [G loss: 0.619820, KL div.: 0.619314, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2524 [D loss: 0.633942, acc.: 58.60%, KL div.: -0.040537] [G loss: 0.621653, KL div.: 0.621139, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2525 [D loss: 0.638119, acc.: 58.66%, KL div.: -0.039150] [G loss: 0.615720, KL div.: 0.615179, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2526 [D loss: 0.637818, acc.: 58.16%, KL div.: -0.037173] [G loss: 0.614409, KL div.: 0.613836, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 763us/step
2527 [D loss: 0.641566, acc.: 58.40%, KL div.: -0.036517] [G loss: 0.609614, KL div.: 0.609025, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
2528 [D loss: 0.647518, acc.: 58.40%, KL div.: -0.034765] [G loss: 0.601875, KL div.: 0.601265, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2529 [D loss: 0.649018, acc.: 58.33%, KL div.: -0.034888] [G loss: 0.598890, KL div.: 0.598270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2530 [D loss: 0.653286, acc.: 58.19%, KL div.: -0.034732] [G loss: 0.591238, KL div.: 0.590595, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2531 [D loss: 0.654634, acc.: 58.45%, KL div.: -0.034142] [G loss: 0.590625, KL div.: 0.589987, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2532 [D loss: 0.654171, acc.: 58.36%, KL div.: -0.035356] [G loss: 0.591543, KL div.: 0.590895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2533 [D loss: 0.657959, acc.: 59.19%, KL div.: -0.036494] [G loss: 0.591026, KL div.: 0.590377, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2534 [D loss: 0.654030, acc.: 58.95%, KL div.: -0.037105] [G loss: 0.592633, KL div.: 0.591990, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2535 [D loss: 0.655225, acc.: 59.59%, KL div.: -0.038831] [G loss: 0.596340, KL div.: 0.595732, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2536 [D loss: 0.651104, acc.: 59.61%, KL div.: -0.040324] [G loss: 0.599048, KL div.: 0.598447, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2537 [D loss: 0.646109, acc.: 60.00%, KL div.: -0.042327] [G loss: 0.606391, KL div.: 0.605785, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2538 [D loss: 0.644968, acc.: 60.62%, KL div.: -0.043932] [G loss: 0.615840, KL div.: 0.615257, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2539 [D loss: 0.637721, acc.: 60.58%, KL div.: -0.045400] [G loss: 0.622098, KL div.: 0.621523, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 968us/step
4/4 [==============================] - 0s 2ms/step
2540 [D loss: 0.637517, acc.: 61.10%, KL div.: -0.046230] [G loss: 0.628050, KL div.: 0.627479, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 724us/step
4/4 [==============================] - 0s 3ms/step
2541 [D loss: 0.637077, acc.: 61.42%, KL div.: -0.046024] [G loss: 0.629048, KL div.: 0.628475, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
2542 [D loss: 0.634951, acc.: 61.73%, KL div.: -0.046792] [G loss: 0.635842, KL div.: 0.635259, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2543 [D loss: 0.632867, acc.: 61.64%, KL div.: -0.047156] [G loss: 0.636067, KL div.: 0.635497, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2544 [D loss: 0.634536, acc.: 62.03%, KL div.: -0.046849] [G loss: 0.638030, KL div.: 0.637453, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2545 [D loss: 0.637463, acc.: 62.09%, KL div.: -0.047480] [G loss: 0.633850, KL div.: 0.633284, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2546 [D loss: 0.640466, acc.: 62.38%, KL div.: -0.047969] [G loss: 0.631990, KL div.: 0.631443, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2547 [D loss: 0.641127, acc.: 62.29%, KL div.: -0.047212] [G loss: 0.631269, KL div.: 0.630727, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2548 [D loss: 0.645225, acc.: 62.55%, KL div.: -0.047419] [G loss: 0.623612, KL div.: 0.623098, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2549 [D loss: 0.641796, acc.: 62.06%, KL div.: -0.048592] [G loss: 0.622803, KL div.: 0.622293, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 847us/step
2550 [D loss: 0.643459, acc.: 62.02%, KL div.: -0.047846] [G loss: 0.621447, KL div.: 0.620955, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 596us/step
2551 [D loss: 0.645066, acc.: 62.39%, KL div.: -0.049755] [G loss: 0.620903, KL div.: 0.620418, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2552 [D loss: 0.643752, acc.: 61.64%, KL div.: -0.048499] [G loss: 0.618066, KL div.: 0.617602, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2553 [D loss: 0.643740, acc.: 61.77%, KL div.: -0.050197] [G loss: 0.617846, KL div.: 0.617393, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2554 [D loss: 0.645248, acc.: 62.00%, KL div.: -0.050476] [G loss: 0.615976, KL div.: 0.615533, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
2555 [D loss: 0.639123, acc.: 60.97%, KL div.: -0.049529] [G loss: 0.619119, KL div.: 0.618682, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2556 [D loss: 0.638313, acc.: 61.03%, KL div.: -0.050155] [G loss: 0.619780, KL div.: 0.619348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2557 [D loss: 0.636591, acc.: 60.82%, KL div.: -0.050220] [G loss: 0.623033, KL div.: 0.622595, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 693us/step
2558 [D loss: 0.637058, acc.: 60.61%, KL div.: -0.048644] [G loss: 0.622292, KL div.: 0.621868, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2559 [D loss: 0.634409, acc.: 60.38%, KL div.: -0.048099] [G loss: 0.623815, KL div.: 0.623380, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2560 [D loss: 0.633043, acc.: 60.02%, KL div.: -0.046930] [G loss: 0.623882, KL div.: 0.623429, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2561 [D loss: 0.632828, acc.: 59.69%, KL div.: -0.045509] [G loss: 0.624162, KL div.: 0.623714, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 871us/step
4/4 [==============================] - 0s 2ms/step
2562 [D loss: 0.631610, acc.: 59.55%, KL div.: -0.044572] [G loss: 0.627674, KL div.: 0.627203, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2563 [D loss: 0.632688, acc.: 59.50%, KL div.: -0.043407] [G loss: 0.625407, KL div.: 0.624931, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2564 [D loss: 0.631548, acc.: 58.81%, KL div.: -0.042051] [G loss: 0.623865, KL div.: 0.623338, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2565 [D loss: 0.631434, acc.: 58.52%, KL div.: -0.040207] [G loss: 0.623664, KL div.: 0.623117, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2566 [D loss: 0.634311, acc.: 58.26%, KL div.: -0.039174] [G loss: 0.618288, KL div.: 0.617701, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2567 [D loss: 0.636424, acc.: 57.94%, KL div.: -0.036744] [G loss: 0.615368, KL div.: 0.614761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 277us/step
4/4 [==============================] - 0s 1ms/step
2568 [D loss: 0.641667, acc.: 58.22%, KL div.: -0.035726] [G loss: 0.609338, KL div.: 0.608706, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2569 [D loss: 0.644813, acc.: 57.96%, KL div.: -0.034785] [G loss: 0.602996, KL div.: 0.602331, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2570 [D loss: 0.648357, acc.: 58.14%, KL div.: -0.035503] [G loss: 0.599020, KL div.: 0.598330, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2571 [D loss: 0.651390, acc.: 58.17%, KL div.: -0.035634] [G loss: 0.594161, KL div.: 0.593452, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2572 [D loss: 0.656212, acc.: 58.50%, KL div.: -0.037072] [G loss: 0.591161, KL div.: 0.590448, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 450us/step
2573 [D loss: 0.658045, acc.: 58.53%, KL div.: -0.036901] [G loss: 0.585733, KL div.: 0.585025, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2574 [D loss: 0.656990, acc.: 58.91%, KL div.: -0.038351] [G loss: 0.590535, KL div.: 0.589846, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2575 [D loss: 0.657496, acc.: 59.47%, KL div.: -0.040231] [G loss: 0.590216, KL div.: 0.589517, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2576 [D loss: 0.652110, acc.: 59.45%, KL div.: -0.042357] [G loss: 0.597856, KL div.: 0.597183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 0s/step
2577 [D loss: 0.647832, acc.: 60.07%, KL div.: -0.044123] [G loss: 0.605487, KL div.: 0.604831, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2578 [D loss: 0.644109, acc.: 60.49%, KL div.: -0.045558] [G loss: 0.611032, KL div.: 0.610388, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2579 [D loss: 0.639570, acc.: 60.85%, KL div.: -0.047236] [G loss: 0.620296, KL div.: 0.619697, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2580 [D loss: 0.637789, acc.: 61.16%, KL div.: -0.048072] [G loss: 0.625431, KL div.: 0.624816, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 530us/step
4/4 [==============================] - 0s 2ms/step
2581 [D loss: 0.633310, acc.: 61.10%, KL div.: -0.047161] [G loss: 0.633453, KL div.: 0.632834, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2582 [D loss: 0.631753, acc.: 61.45%, KL div.: -0.048520] [G loss: 0.637911, KL div.: 0.637276, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 725us/step
4/4 [==============================] - 0s 2ms/step
2583 [D loss: 0.634545, acc.: 61.81%, KL div.: -0.048278] [G loss: 0.636423, KL div.: 0.635803, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2584 [D loss: 0.636160, acc.: 62.05%, KL div.: -0.048701] [G loss: 0.638331, KL div.: 0.637711, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2585 [D loss: 0.638025, acc.: 62.18%, KL div.: -0.049197] [G loss: 0.633254, KL div.: 0.632638, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2586 [D loss: 0.639324, acc.: 62.04%, KL div.: -0.047297] [G loss: 0.633053, KL div.: 0.632456, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2587 [D loss: 0.641327, acc.: 61.97%, KL div.: -0.048333] [G loss: 0.628791, KL div.: 0.628204, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2588 [D loss: 0.645246, acc.: 62.29%, KL div.: -0.048497] [G loss: 0.624826, KL div.: 0.624263, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 946us/step
4/4 [==============================] - 0s 1ms/step
2589 [D loss: 0.648458, acc.: 62.14%, KL div.: -0.048976] [G loss: 0.619217, KL div.: 0.618678, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2590 [D loss: 0.644398, acc.: 61.20%, KL div.: -0.047392] [G loss: 0.619049, KL div.: 0.618529, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 97us/step
4/4 [==============================] - 0s 529us/step
2591 [D loss: 0.649451, acc.: 61.85%, KL div.: -0.049563] [G loss: 0.615018, KL div.: 0.614508, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 131us/step
2592 [D loss: 0.646316, acc.: 61.48%, KL div.: -0.049932] [G loss: 0.614434, KL div.: 0.613941, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2593 [D loss: 0.646080, acc.: 61.20%, KL div.: -0.049066] [G loss: 0.615358, KL div.: 0.614887, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2594 [D loss: 0.644775, acc.: 61.10%, KL div.: -0.050650] [G loss: 0.614278, KL div.: 0.613818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 958us/step
4/4 [==============================] - 0s 2ms/step
2595 [D loss: 0.644462, acc.: 60.83%, KL div.: -0.049776] [G loss: 0.614441, KL div.: 0.614007, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2596 [D loss: 0.641526, acc.: 60.84%, KL div.: -0.051267] [G loss: 0.617175, KL div.: 0.616743, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2597 [D loss: 0.639224, acc.: 60.42%, KL div.: -0.049646] [G loss: 0.617591, KL div.: 0.617173, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 420us/step
2598 [D loss: 0.638201, acc.: 60.29%, KL div.: -0.050333] [G loss: 0.617886, KL div.: 0.617463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2599 [D loss: 0.635504, acc.: 59.89%, KL div.: -0.050047] [G loss: 0.618830, KL div.: 0.618407, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 0s 24ms/step
2600 [D loss: 0.634268, acc.: 59.73%, KL div.: -0.050116] [G loss: 0.619852, KL div.: 0.619414, FID: 56.133507]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 69ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2601 [D loss: 0.634213, acc.: 59.65%, KL div.: -0.047840] [G loss: 0.622119, KL div.: 0.621680, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 764us/step
2602 [D loss: 0.630776, acc.: 59.27%, KL div.: -0.048275] [G loss: 0.622825, KL div.: 0.622375, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2603 [D loss: 0.632653, acc.: 59.21%, KL div.: -0.046777] [G loss: 0.618471, KL div.: 0.617995, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2604 [D loss: 0.633661, acc.: 59.20%, KL div.: -0.045778] [G loss: 0.620016, KL div.: 0.619546, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2605 [D loss: 0.634324, acc.: 59.15%, KL div.: -0.043900] [G loss: 0.620010, KL div.: 0.619519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2606 [D loss: 0.635690, acc.: 58.83%, KL div.: -0.043428] [G loss: 0.612336, KL div.: 0.611804, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2607 [D loss: 0.634018, acc.: 58.37%, KL div.: -0.042524] [G loss: 0.611652, KL div.: 0.611094, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2608 [D loss: 0.639603, acc.: 58.80%, KL div.: -0.041892] [G loss: 0.607335, KL div.: 0.606779, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2609 [D loss: 0.643271, acc.: 58.96%, KL div.: -0.040993] [G loss: 0.604446, KL div.: 0.603871, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 702us/step
2610 [D loss: 0.642329, acc.: 58.54%, KL div.: -0.040513] [G loss: 0.602259, KL div.: 0.601669, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2611 [D loss: 0.646130, acc.: 58.89%, KL div.: -0.040525] [G loss: 0.598002, KL div.: 0.597401, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2612 [D loss: 0.648665, acc.: 58.87%, KL div.: -0.040372] [G loss: 0.592225, KL div.: 0.591611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2613 [D loss: 0.648823, acc.: 58.97%, KL div.: -0.040815] [G loss: 0.593249, KL div.: 0.592653, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 180us/step
2614 [D loss: 0.650695, acc.: 59.38%, KL div.: -0.041101] [G loss: 0.592526, KL div.: 0.591927, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2615 [D loss: 0.649213, acc.: 59.49%, KL div.: -0.042150] [G loss: 0.595394, KL div.: 0.594801, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2616 [D loss: 0.648697, acc.: 59.84%, KL div.: -0.043251] [G loss: 0.597227, KL div.: 0.596648, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2617 [D loss: 0.645485, acc.: 59.92%, KL div.: -0.044388] [G loss: 0.600637, KL div.: 0.600071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2618 [D loss: 0.643540, acc.: 60.39%, KL div.: -0.046019] [G loss: 0.605814, KL div.: 0.605271, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2619 [D loss: 0.641647, acc.: 60.64%, KL div.: -0.046232] [G loss: 0.610278, KL div.: 0.609736, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2620 [D loss: 0.639608, acc.: 61.19%, KL div.: -0.046858] [G loss: 0.618016, KL div.: 0.617506, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2621 [D loss: 0.636106, acc.: 61.12%, KL div.: -0.048072] [G loss: 0.622617, KL div.: 0.622106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
2622 [D loss: 0.635957, acc.: 61.60%, KL div.: -0.047801] [G loss: 0.627349, KL div.: 0.626840, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2623 [D loss: 0.633505, acc.: 61.59%, KL div.: -0.048050] [G loss: 0.630477, KL div.: 0.629973, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2624 [D loss: 0.632438, acc.: 61.84%, KL div.: -0.048907] [G loss: 0.632292, KL div.: 0.631805, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2625 [D loss: 0.632650, acc.: 62.03%, KL div.: -0.049008] [G loss: 0.636889, KL div.: 0.636400, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2626 [D loss: 0.631090, acc.: 62.03%, KL div.: -0.048942] [G loss: 0.638177, KL div.: 0.637687, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2627 [D loss: 0.631055, acc.: 62.06%, KL div.: -0.047893] [G loss: 0.639447, KL div.: 0.638962, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2628 [D loss: 0.632573, acc.: 62.05%, KL div.: -0.048039] [G loss: 0.636402, KL div.: 0.635923, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2629 [D loss: 0.633940, acc.: 62.23%, KL div.: -0.047992] [G loss: 0.638088, KL div.: 0.637617, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2630 [D loss: 0.633884, acc.: 62.27%, KL div.: -0.047850] [G loss: 0.638112, KL div.: 0.637646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2631 [D loss: 0.634596, acc.: 62.14%, KL div.: -0.047704] [G loss: 0.637228, KL div.: 0.636770, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2632 [D loss: 0.635808, acc.: 62.14%, KL div.: -0.047794] [G loss: 0.633716, KL div.: 0.633257, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2633 [D loss: 0.635462, acc.: 61.94%, KL div.: -0.046625] [G loss: 0.634510, KL div.: 0.634053, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2634 [D loss: 0.636866, acc.: 62.00%, KL div.: -0.048055] [G loss: 0.633268, KL div.: 0.632815, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2635 [D loss: 0.637516, acc.: 62.13%, KL div.: -0.048044] [G loss: 0.632348, KL div.: 0.631905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2636 [D loss: 0.638242, acc.: 61.84%, KL div.: -0.047148] [G loss: 0.628830, KL div.: 0.628394, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2637 [D loss: 0.637844, acc.: 61.65%, KL div.: -0.046125] [G loss: 0.629102, KL div.: 0.628675, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2638 [D loss: 0.638635, acc.: 61.59%, KL div.: -0.046706] [G loss: 0.627987, KL div.: 0.627557, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 737us/step
4/4 [==============================] - 0s 2ms/step
2639 [D loss: 0.637093, acc.: 61.20%, KL div.: -0.045955] [G loss: 0.627793, KL div.: 0.627359, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2640 [D loss: 0.636369, acc.: 60.94%, KL div.: -0.046248] [G loss: 0.625450, KL div.: 0.625012, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2641 [D loss: 0.636286, acc.: 60.76%, KL div.: -0.045180] [G loss: 0.624917, KL div.: 0.624482, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2642 [D loss: 0.637219, acc.: 60.51%, KL div.: -0.043573] [G loss: 0.624901, KL div.: 0.624451, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2643 [D loss: 0.639311, acc.: 60.58%, KL div.: -0.042844] [G loss: 0.621546, KL div.: 0.621091, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2644 [D loss: 0.638261, acc.: 60.21%, KL div.: -0.042184] [G loss: 0.622785, KL div.: 0.622323, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2645 [D loss: 0.638155, acc.: 60.01%, KL div.: -0.041504] [G loss: 0.621351, KL div.: 0.620875, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2646 [D loss: 0.636314, acc.: 59.44%, KL div.: -0.040992] [G loss: 0.619809, KL div.: 0.619327, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 916us/step
2647 [D loss: 0.639459, acc.: 59.74%, KL div.: -0.040504] [G loss: 0.617656, KL div.: 0.617153, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 288us/step
2648 [D loss: 0.640461, acc.: 59.25%, KL div.: -0.039053] [G loss: 0.614378, KL div.: 0.613841, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2649 [D loss: 0.640711, acc.: 59.19%, KL div.: -0.038320] [G loss: 0.615429, KL div.: 0.614883, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2650 [D loss: 0.645968, acc.: 59.00%, KL div.: -0.037751] [G loss: 0.607166, KL div.: 0.606588, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2651 [D loss: 0.646321, acc.: 58.87%, KL div.: -0.036904] [G loss: 0.607407, KL div.: 0.606816, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 993us/step
4/4 [==============================] - 0s 2ms/step
2652 [D loss: 0.650427, acc.: 59.21%, KL div.: -0.036758] [G loss: 0.602961, KL div.: 0.602372, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2653 [D loss: 0.654728, acc.: 59.11%, KL div.: -0.037007] [G loss: 0.596323, KL div.: 0.595712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
2654 [D loss: 0.660433, acc.: 59.24%, KL div.: -0.036786] [G loss: 0.590104, KL div.: 0.589471, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2655 [D loss: 0.662008, acc.: 59.37%, KL div.: -0.037656] [G loss: 0.588407, KL div.: 0.587778, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2656 [D loss: 0.662041, acc.: 59.39%, KL div.: -0.038787] [G loss: 0.587690, KL div.: 0.587052, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2657 [D loss: 0.661434, acc.: 59.72%, KL div.: -0.039810] [G loss: 0.588456, KL div.: 0.587830, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2658 [D loss: 0.660703, acc.: 59.78%, KL div.: -0.041522] [G loss: 0.587837, KL div.: 0.587223, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2659 [D loss: 0.658944, acc.: 60.47%, KL div.: -0.043646] [G loss: 0.595437, KL div.: 0.594862, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2660 [D loss: 0.653398, acc.: 60.63%, KL div.: -0.044509] [G loss: 0.601909, KL div.: 0.601344, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2661 [D loss: 0.649859, acc.: 60.79%, KL div.: -0.046108] [G loss: 0.608850, KL div.: 0.608294, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2662 [D loss: 0.643865, acc.: 60.93%, KL div.: -0.048085] [G loss: 0.615103, KL div.: 0.614563, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2663 [D loss: 0.638252, acc.: 61.03%, KL div.: -0.048758] [G loss: 0.622617, KL div.: 0.622084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2664 [D loss: 0.635266, acc.: 61.21%, KL div.: -0.048919] [G loss: 0.632703, KL div.: 0.632158, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2665 [D loss: 0.631010, acc.: 61.22%, KL div.: -0.048940] [G loss: 0.637938, KL div.: 0.637394, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2666 [D loss: 0.630027, acc.: 61.34%, KL div.: -0.048738] [G loss: 0.640517, KL div.: 0.639958, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2667 [D loss: 0.629118, acc.: 61.60%, KL div.: -0.048819] [G loss: 0.647545, KL div.: 0.646966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2668 [D loss: 0.629386, acc.: 61.46%, KL div.: -0.047862] [G loss: 0.645758, KL div.: 0.645179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2669 [D loss: 0.628619, acc.: 61.35%, KL div.: -0.046888] [G loss: 0.647309, KL div.: 0.646721, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2670 [D loss: 0.630722, acc.: 61.31%, KL div.: -0.046858] [G loss: 0.645124, KL div.: 0.644541, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 533us/step
2671 [D loss: 0.632491, acc.: 61.64%, KL div.: -0.046696] [G loss: 0.644448, KL div.: 0.643856, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2672 [D loss: 0.633559, acc.: 61.37%, KL div.: -0.045487] [G loss: 0.641246, KL div.: 0.640653, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2673 [D loss: 0.635265, acc.: 61.04%, KL div.: -0.045125] [G loss: 0.634767, KL div.: 0.634171, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2674 [D loss: 0.639341, acc.: 61.10%, KL div.: -0.045158] [G loss: 0.628972, KL div.: 0.628411, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2675 [D loss: 0.639121, acc.: 60.79%, KL div.: -0.044282] [G loss: 0.628187, KL div.: 0.627626, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2676 [D loss: 0.641146, acc.: 60.90%, KL div.: -0.044179] [G loss: 0.624294, KL div.: 0.623744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2677 [D loss: 0.643039, acc.: 60.63%, KL div.: -0.043261] [G loss: 0.620242, KL div.: 0.619705, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2678 [D loss: 0.645160, acc.: 60.73%, KL div.: -0.043990] [G loss: 0.616241, KL div.: 0.615712, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 780us/step
4/4 [==============================] - 0s 2ms/step
2679 [D loss: 0.646180, acc.: 60.66%, KL div.: -0.044889] [G loss: 0.611623, KL div.: 0.611111, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2680 [D loss: 0.645104, acc.: 60.29%, KL div.: -0.044352] [G loss: 0.609722, KL div.: 0.609221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2681 [D loss: 0.644672, acc.: 60.18%, KL div.: -0.043869] [G loss: 0.610524, KL div.: 0.610036, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2682 [D loss: 0.644893, acc.: 60.17%, KL div.: -0.044742] [G loss: 0.608141, KL div.: 0.607659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2683 [D loss: 0.644029, acc.: 59.66%, KL div.: -0.043514] [G loss: 0.607535, KL div.: 0.607048, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2684 [D loss: 0.644501, acc.: 59.82%, KL div.: -0.044585] [G loss: 0.606449, KL div.: 0.605953, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2685 [D loss: 0.643734, acc.: 59.77%, KL div.: -0.044397] [G loss: 0.607423, KL div.: 0.606957, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2686 [D loss: 0.643808, acc.: 59.58%, KL div.: -0.044268] [G loss: 0.604155, KL div.: 0.603678, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 433us/step
2687 [D loss: 0.643884, acc.: 59.52%, KL div.: -0.043701] [G loss: 0.604891, KL div.: 0.604410, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2688 [D loss: 0.643881, acc.: 59.47%, KL div.: -0.043418] [G loss: 0.604670, KL div.: 0.604178, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 566us/step
2689 [D loss: 0.644271, acc.: 59.70%, KL div.: -0.044135] [G loss: 0.605203, KL div.: 0.604720, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2690 [D loss: 0.642743, acc.: 59.33%, KL div.: -0.044130] [G loss: 0.601635, KL div.: 0.601135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2691 [D loss: 0.645973, acc.: 59.35%, KL div.: -0.043474] [G loss: 0.599145, KL div.: 0.598651, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2692 [D loss: 0.643595, acc.: 59.28%, KL div.: -0.043014] [G loss: 0.601629, KL div.: 0.601130, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2693 [D loss: 0.644057, acc.: 59.40%, KL div.: -0.043149] [G loss: 0.601908, KL div.: 0.601413, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2694 [D loss: 0.642796, acc.: 59.10%, KL div.: -0.043442] [G loss: 0.600154, KL div.: 0.599637, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2695 [D loss: 0.646960, acc.: 59.58%, KL div.: -0.043820] [G loss: 0.598358, KL div.: 0.597840, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2696 [D loss: 0.644322, acc.: 59.62%, KL div.: -0.044334] [G loss: 0.600361, KL div.: 0.599856, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2697 [D loss: 0.644556, acc.: 59.77%, KL div.: -0.044858] [G loss: 0.600941, KL div.: 0.600424, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2698 [D loss: 0.645399, acc.: 60.10%, KL div.: -0.045335] [G loss: 0.603829, KL div.: 0.603328, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2699 [D loss: 0.645169, acc.: 60.24%, KL div.: -0.045409] [G loss: 0.604887, KL div.: 0.604391, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 64ms/step
4/4 [==============================] - 0s 27ms/step
2700 [D loss: 0.643866, acc.: 60.36%, KL div.: -0.045950] [G loss: 0.605750, KL div.: 0.605234, FID: 63.749886]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 67ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2701 [D loss: 0.640683, acc.: 60.39%, KL div.: -0.046079] [G loss: 0.612374, KL div.: 0.611881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2702 [D loss: 0.639494, acc.: 60.70%, KL div.: -0.046866] [G loss: 0.614620, KL div.: 0.614133, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 101us/step
4/4 [==============================] - 0s 3ms/step
2703 [D loss: 0.638069, acc.: 60.89%, KL div.: -0.047573] [G loss: 0.618674, KL div.: 0.618187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 625us/step
4/4 [==============================] - 0s 2ms/step
2704 [D loss: 0.637330, acc.: 61.01%, KL div.: -0.047407] [G loss: 0.621398, KL div.: 0.620915, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 282us/step
2705 [D loss: 0.635247, acc.: 61.29%, KL div.: -0.047459] [G loss: 0.628565, KL div.: 0.628078, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2706 [D loss: 0.634768, acc.: 61.43%, KL div.: -0.047294] [G loss: 0.631729, KL div.: 0.631254, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 4ms/step
2707 [D loss: 0.632605, acc.: 61.39%, KL div.: -0.047238] [G loss: 0.636786, KL div.: 0.636319, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 508us/step
4/4 [==============================] - 0s 2ms/step
2708 [D loss: 0.632122, acc.: 61.81%, KL div.: -0.047304] [G loss: 0.641139, KL div.: 0.640666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 453us/step
4/4 [==============================] - 0s 2ms/step
2709 [D loss: 0.631546, acc.: 61.96%, KL div.: -0.046831] [G loss: 0.643847, KL div.: 0.643357, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2710 [D loss: 0.630750, acc.: 62.14%, KL div.: -0.047527] [G loss: 0.645385, KL div.: 0.644901, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2711 [D loss: 0.630828, acc.: 62.01%, KL div.: -0.045702] [G loss: 0.649024, KL div.: 0.648531, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2712 [D loss: 0.632335, acc.: 62.10%, KL div.: -0.045642] [G loss: 0.647309, KL div.: 0.646820, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2713 [D loss: 0.631597, acc.: 62.09%, KL div.: -0.045322] [G loss: 0.647867, KL div.: 0.647392, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2714 [D loss: 0.630329, acc.: 62.09%, KL div.: -0.045746] [G loss: 0.651409, KL div.: 0.650928, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2715 [D loss: 0.634550, acc.: 62.13%, KL div.: -0.045167] [G loss: 0.643829, KL div.: 0.643348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2716 [D loss: 0.633386, acc.: 62.12%, KL div.: -0.044097] [G loss: 0.648042, KL div.: 0.647563, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 909us/step
2717 [D loss: 0.638807, acc.: 62.72%, KL div.: -0.045028] [G loss: 0.642427, KL div.: 0.641949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2718 [D loss: 0.638711, acc.: 62.05%, KL div.: -0.043655] [G loss: 0.638470, KL div.: 0.637999, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 3ms/step
2719 [D loss: 0.640382, acc.: 62.04%, KL div.: -0.043370] [G loss: 0.634016, KL div.: 0.633561, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2720 [D loss: 0.641533, acc.: 61.81%, KL div.: -0.043490] [G loss: 0.630681, KL div.: 0.630233, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2721 [D loss: 0.645697, acc.: 62.06%, KL div.: -0.044155] [G loss: 0.624554, KL div.: 0.624111, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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4/4 [==============================] - 0s 2ms/step
2722 [D loss: 0.646837, acc.: 61.94%, KL div.: -0.043649] [G loss: 0.622871, KL div.: 0.622437, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 2ms/step
2723 [D loss: 0.646655, acc.: 61.62%, KL div.: -0.044133] [G loss: 0.618127, KL div.: 0.617704, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2724 [D loss: 0.645043, acc.: 61.33%, KL div.: -0.043882] [G loss: 0.617994, KL div.: 0.617578, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2725 [D loss: 0.644209, acc.: 60.87%, KL div.: -0.044373] [G loss: 0.616295, KL div.: 0.615883, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2726 [D loss: 0.644551, acc.: 60.77%, KL div.: -0.043990] [G loss: 0.615565, KL div.: 0.615144, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2727 [D loss: 0.644395, acc.: 60.97%, KL div.: -0.044652] [G loss: 0.616171, KL div.: 0.615754, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2728 [D loss: 0.644759, acc.: 60.64%, KL div.: -0.044329] [G loss: 0.614255, KL div.: 0.613850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2729 [D loss: 0.644645, acc.: 60.63%, KL div.: -0.043193] [G loss: 0.614005, KL div.: 0.613595, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2730 [D loss: 0.641423, acc.: 60.26%, KL div.: -0.044019] [G loss: 0.615182, KL div.: 0.614768, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 541us/step
2731 [D loss: 0.642373, acc.: 60.09%, KL div.: -0.042738] [G loss: 0.613838, KL div.: 0.613424, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2732 [D loss: 0.642893, acc.: 59.87%, KL div.: -0.041985] [G loss: 0.613169, KL div.: 0.612740, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2733 [D loss: 0.641595, acc.: 59.61%, KL div.: -0.041885] [G loss: 0.612698, KL div.: 0.612252, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2734 [D loss: 0.641955, acc.: 59.50%, KL div.: -0.041338] [G loss: 0.611626, KL div.: 0.611158, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2735 [D loss: 0.644975, acc.: 59.72%, KL div.: -0.041385] [G loss: 0.609818, KL div.: 0.609342, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
2736 [D loss: 0.644294, acc.: 59.40%, KL div.: -0.040247] [G loss: 0.608562, KL div.: 0.608079, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2737 [D loss: 0.643806, acc.: 59.06%, KL div.: -0.039238] [G loss: 0.606127, KL div.: 0.605630, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2738 [D loss: 0.646021, acc.: 59.29%, KL div.: -0.040548] [G loss: 0.603047, KL div.: 0.602537, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2739 [D loss: 0.648122, acc.: 59.47%, KL div.: -0.039221] [G loss: 0.603261, KL div.: 0.602759, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2740 [D loss: 0.648437, acc.: 59.50%, KL div.: -0.039611] [G loss: 0.601898, KL div.: 0.601370, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2741 [D loss: 0.647543, acc.: 59.02%, KL div.: -0.039667] [G loss: 0.600204, KL div.: 0.599664, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2742 [D loss: 0.650551, acc.: 59.34%, KL div.: -0.040206] [G loss: 0.597306, KL div.: 0.596743, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 752us/step
4/4 [==============================] - 0s 3ms/step
2743 [D loss: 0.651984, acc.: 59.64%, KL div.: -0.041026] [G loss: 0.596777, KL div.: 0.596209, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2744 [D loss: 0.651289, acc.: 59.77%, KL div.: -0.042177] [G loss: 0.598996, KL div.: 0.598452, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2745 [D loss: 0.649514, acc.: 60.04%, KL div.: -0.042295] [G loss: 0.603738, KL div.: 0.603190, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2746 [D loss: 0.648098, acc.: 60.11%, KL div.: -0.043041] [G loss: 0.605865, KL div.: 0.605327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2747 [D loss: 0.643185, acc.: 60.07%, KL div.: -0.043846] [G loss: 0.612481, KL div.: 0.611929, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2748 [D loss: 0.642752, acc.: 60.65%, KL div.: -0.044155] [G loss: 0.615857, KL div.: 0.615319, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 753us/step
4/4 [==============================] - 0s 3ms/step
2749 [D loss: 0.638430, acc.: 60.37%, KL div.: -0.044785] [G loss: 0.622155, KL div.: 0.621598, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2750 [D loss: 0.636169, acc.: 60.75%, KL div.: -0.045471] [G loss: 0.628691, KL div.: 0.628127, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2751 [D loss: 0.634236, acc.: 60.72%, KL div.: -0.045301] [G loss: 0.630499, KL div.: 0.629935, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2752 [D loss: 0.634674, acc.: 61.02%, KL div.: -0.044982] [G loss: 0.634898, KL div.: 0.634313, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2753 [D loss: 0.633023, acc.: 61.07%, KL div.: -0.044757] [G loss: 0.636530, KL div.: 0.635959, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2754 [D loss: 0.635106, acc.: 61.04%, KL div.: -0.044500] [G loss: 0.633485, KL div.: 0.632897, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2755 [D loss: 0.634897, acc.: 61.33%, KL div.: -0.045076] [G loss: 0.636953, KL div.: 0.636364, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2756 [D loss: 0.635124, acc.: 61.22%, KL div.: -0.044479] [G loss: 0.635865, KL div.: 0.635268, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2757 [D loss: 0.635832, acc.: 61.05%, KL div.: -0.043778] [G loss: 0.633112, KL div.: 0.632521, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2758 [D loss: 0.640483, acc.: 61.55%, KL div.: -0.043460] [G loss: 0.629249, KL div.: 0.628662, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2759 [D loss: 0.642440, acc.: 61.26%, KL div.: -0.043330] [G loss: 0.624426, KL div.: 0.623864, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2760 [D loss: 0.643129, acc.: 61.37%, KL div.: -0.044156] [G loss: 0.624431, KL div.: 0.623864, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2761 [D loss: 0.647071, acc.: 61.22%, KL div.: -0.043582] [G loss: 0.615026, KL div.: 0.614491, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2762 [D loss: 0.649918, acc.: 61.13%, KL div.: -0.042614] [G loss: 0.611335, KL div.: 0.610811, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2763 [D loss: 0.649471, acc.: 61.08%, KL div.: -0.043190] [G loss: 0.609889, KL div.: 0.609369, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 6ms/step
2764 [D loss: 0.650444, acc.: 60.97%, KL div.: -0.043133] [G loss: 0.607745, KL div.: 0.607248, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2765 [D loss: 0.646564, acc.: 60.39%, KL div.: -0.043652] [G loss: 0.607947, KL div.: 0.607467, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2766 [D loss: 0.647477, acc.: 60.42%, KL div.: -0.044349] [G loss: 0.604982, KL div.: 0.604522, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 886us/step
4/4 [==============================] - 0s 3ms/step
2767 [D loss: 0.647004, acc.: 60.36%, KL div.: -0.044182] [G loss: 0.607295, KL div.: 0.606834, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2768 [D loss: 0.647398, acc.: 60.39%, KL div.: -0.044201] [G loss: 0.604473, KL div.: 0.604032, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2769 [D loss: 0.647619, acc.: 60.34%, KL div.: -0.044394] [G loss: 0.604193, KL div.: 0.603761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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2770 [D loss: 0.645441, acc.: 60.08%, KL div.: -0.044837] [G loss: 0.606872, KL div.: 0.606447, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2771 [D loss: 0.643859, acc.: 59.86%, KL div.: -0.044865] [G loss: 0.607323, KL div.: 0.606882, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2772 [D loss: 0.643127, acc.: 59.84%, KL div.: -0.044010] [G loss: 0.608055, KL div.: 0.607620, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2773 [D loss: 0.644403, acc.: 59.96%, KL div.: -0.043457] [G loss: 0.608246, KL div.: 0.607808, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2774 [D loss: 0.641908, acc.: 59.58%, KL div.: -0.043393] [G loss: 0.607709, KL div.: 0.607255, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2775 [D loss: 0.641463, acc.: 59.57%, KL div.: -0.042890] [G loss: 0.610908, KL div.: 0.610447, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2776 [D loss: 0.640753, acc.: 59.43%, KL div.: -0.042907] [G loss: 0.610488, KL div.: 0.610018, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2777 [D loss: 0.641852, acc.: 59.33%, KL div.: -0.041913] [G loss: 0.609109, KL div.: 0.608627, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2778 [D loss: 0.641879, acc.: 59.26%, KL div.: -0.041641] [G loss: 0.607390, KL div.: 0.606912, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2779 [D loss: 0.642650, acc.: 59.20%, KL div.: -0.041159] [G loss: 0.607535, KL div.: 0.607045, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2780 [D loss: 0.643566, acc.: 59.20%, KL div.: -0.040934] [G loss: 0.607116, KL div.: 0.606617, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2781 [D loss: 0.643425, acc.: 59.15%, KL div.: -0.040841] [G loss: 0.607443, KL div.: 0.606923, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2782 [D loss: 0.645507, acc.: 59.20%, KL div.: -0.040649] [G loss: 0.604141, KL div.: 0.603617, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 309us/step
4/4 [==============================] - 0s 2ms/step
2783 [D loss: 0.646118, acc.: 59.33%, KL div.: -0.040416] [G loss: 0.601887, KL div.: 0.601345, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 356us/step
2784 [D loss: 0.646457, acc.: 59.41%, KL div.: -0.040818] [G loss: 0.604727, KL div.: 0.604203, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2785 [D loss: 0.647856, acc.: 59.75%, KL div.: -0.041453] [G loss: 0.602551, KL div.: 0.602011, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 927us/step
2786 [D loss: 0.646154, acc.: 59.58%, KL div.: -0.041733] [G loss: 0.604657, KL div.: 0.604122, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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2787 [D loss: 0.648410, acc.: 60.12%, KL div.: -0.042118] [G loss: 0.604903, KL div.: 0.604380, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2788 [D loss: 0.643094, acc.: 60.11%, KL div.: -0.043347] [G loss: 0.610805, KL div.: 0.610278, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2789 [D loss: 0.643290, acc.: 60.16%, KL div.: -0.043908] [G loss: 0.611570, KL div.: 0.611040, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2790 [D loss: 0.641236, acc.: 60.23%, KL div.: -0.044234] [G loss: 0.615680, KL div.: 0.615170, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2791 [D loss: 0.640201, acc.: 60.40%, KL div.: -0.044369] [G loss: 0.617867, KL div.: 0.617348, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2792 [D loss: 0.639495, acc.: 60.74%, KL div.: -0.044219] [G loss: 0.623819, KL div.: 0.623307, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2793 [D loss: 0.637055, acc.: 60.88%, KL div.: -0.044715] [G loss: 0.625695, KL div.: 0.625172, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 389us/step
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2794 [D loss: 0.637523, acc.: 60.93%, KL div.: -0.045036] [G loss: 0.626234, KL div.: 0.625719, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2795 [D loss: 0.636565, acc.: 61.20%, KL div.: -0.044028] [G loss: 0.631637, KL div.: 0.631134, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2796 [D loss: 0.637806, acc.: 61.46%, KL div.: -0.044500] [G loss: 0.632293, KL div.: 0.631786, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2797 [D loss: 0.636850, acc.: 61.24%, KL div.: -0.045019] [G loss: 0.629600, KL div.: 0.629088, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
2798 [D loss: 0.637469, acc.: 61.36%, KL div.: -0.044528] [G loss: 0.630555, KL div.: 0.630045, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2799 [D loss: 0.637562, acc.: 61.43%, KL div.: -0.044227] [G loss: 0.630872, KL div.: 0.630374, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 55ms/step
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2800 [D loss: 0.640211, acc.: 61.46%, KL div.: -0.044903] [G loss: 0.626256, KL div.: 0.625756, FID: 63.796710]
1/1 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 4ms/step
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2801 [D loss: 0.639706, acc.: 61.33%, KL div.: -0.043829] [G loss: 0.627578, KL div.: 0.627086, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
2802 [D loss: 0.641350, acc.: 61.54%, KL div.: -0.044743] [G loss: 0.623799, KL div.: 0.623315, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2803 [D loss: 0.643086, acc.: 61.58%, KL div.: -0.044092] [G loss: 0.623249, KL div.: 0.622771, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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2804 [D loss: 0.643356, acc.: 61.32%, KL div.: -0.044726] [G loss: 0.618242, KL div.: 0.617772, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
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2805 [D loss: 0.644607, acc.: 61.37%, KL div.: -0.044929] [G loss: 0.616748, KL div.: 0.616284, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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2806 [D loss: 0.643178, acc.: 60.91%, KL div.: -0.045198] [G loss: 0.616896, KL div.: 0.616446, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 1ms/step
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2807 [D loss: 0.643869, acc.: 61.05%, KL div.: -0.045453] [G loss: 0.614402, KL div.: 0.613962, FID: 0.000000]
4/4 [==============================] - 0s 880us/step
4/4 [==============================] - 0s 0s/step
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2808 [D loss: 0.646161, acc.: 61.22%, KL div.: -0.045507] [G loss: 0.610991, KL div.: 0.610551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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2809 [D loss: 0.644576, acc.: 60.87%, KL div.: -0.045525] [G loss: 0.612400, KL div.: 0.611984, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
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2810 [D loss: 0.643871, acc.: 60.76%, KL div.: -0.045098] [G loss: 0.613050, KL div.: 0.612643, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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2811 [D loss: 0.644315, acc.: 60.68%, KL div.: -0.045238] [G loss: 0.612092, KL div.: 0.611677, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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2812 [D loss: 0.643466, acc.: 60.61%, KL div.: -0.045931] [G loss: 0.611236, KL div.: 0.610824, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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2813 [D loss: 0.642748, acc.: 60.43%, KL div.: -0.045160] [G loss: 0.611326, KL div.: 0.610923, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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2814 [D loss: 0.641362, acc.: 60.43%, KL div.: -0.045566] [G loss: 0.614439, KL div.: 0.614039, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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2815 [D loss: 0.642216, acc.: 60.42%, KL div.: -0.045050] [G loss: 0.612480, KL div.: 0.612068, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2816 [D loss: 0.640031, acc.: 60.13%, KL div.: -0.045078] [G loss: 0.614939, KL div.: 0.614529, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2817 [D loss: 0.640827, acc.: 60.22%, KL div.: -0.044644] [G loss: 0.613793, KL div.: 0.613377, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
2818 [D loss: 0.641699, acc.: 60.09%, KL div.: -0.043425] [G loss: 0.613881, KL div.: 0.613461, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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2819 [D loss: 0.639859, acc.: 59.91%, KL div.: -0.043249] [G loss: 0.614814, KL div.: 0.614391, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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2820 [D loss: 0.639794, acc.: 59.88%, KL div.: -0.043370] [G loss: 0.614227, KL div.: 0.613771, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 948us/step
2821 [D loss: 0.641099, acc.: 59.97%, KL div.: -0.042619] [G loss: 0.614447, KL div.: 0.614003, FID: 0.000000]
4/4 [==============================] - 0s 464us/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
2822 [D loss: 0.638955, acc.: 59.83%, KL div.: -0.043129] [G loss: 0.616938, KL div.: 0.616496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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2823 [D loss: 0.640484, acc.: 59.45%, KL div.: -0.042187] [G loss: 0.611635, KL div.: 0.611166, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2824 [D loss: 0.639332, acc.: 59.44%, KL div.: -0.041558] [G loss: 0.613910, KL div.: 0.613448, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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2825 [D loss: 0.642650, acc.: 59.48%, KL div.: -0.041491] [G loss: 0.608191, KL div.: 0.607697, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 996us/step
2826 [D loss: 0.645278, acc.: 59.54%, KL div.: -0.040391] [G loss: 0.609001, KL div.: 0.608505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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2827 [D loss: 0.644645, acc.: 59.62%, KL div.: -0.040941] [G loss: 0.606734, KL div.: 0.606231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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2828 [D loss: 0.643814, acc.: 59.48%, KL div.: -0.041520] [G loss: 0.607868, KL div.: 0.607362, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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2829 [D loss: 0.645626, acc.: 59.77%, KL div.: -0.041762] [G loss: 0.607008, KL div.: 0.606507, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2830 [D loss: 0.646054, acc.: 59.75%, KL div.: -0.041950] [G loss: 0.607079, KL div.: 0.606575, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
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2831 [D loss: 0.646937, acc.: 60.05%, KL div.: -0.042487] [G loss: 0.609045, KL div.: 0.608532, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
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2832 [D loss: 0.645901, acc.: 60.25%, KL div.: -0.042226] [G loss: 0.610977, KL div.: 0.610478, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2833 [D loss: 0.644567, acc.: 60.40%, KL div.: -0.043271] [G loss: 0.611916, KL div.: 0.611416, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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2834 [D loss: 0.644521, acc.: 60.47%, KL div.: -0.044113] [G loss: 0.614839, KL div.: 0.614334, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2835 [D loss: 0.642040, acc.: 60.44%, KL div.: -0.044077] [G loss: 0.616753, KL div.: 0.616238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 647us/step
2836 [D loss: 0.640465, acc.: 60.43%, KL div.: -0.044136] [G loss: 0.620901, KL div.: 0.620385, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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2837 [D loss: 0.642724, acc.: 60.84%, KL div.: -0.043564] [G loss: 0.622835, KL div.: 0.622312, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
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2838 [D loss: 0.642125, acc.: 60.90%, KL div.: -0.043444] [G loss: 0.624085, KL div.: 0.623559, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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2839 [D loss: 0.640569, acc.: 61.01%, KL div.: -0.044037] [G loss: 0.626483, KL div.: 0.625979, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2840 [D loss: 0.642289, acc.: 61.35%, KL div.: -0.043984] [G loss: 0.626145, KL div.: 0.625624, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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2841 [D loss: 0.642471, acc.: 61.35%, KL div.: -0.043657] [G loss: 0.627420, KL div.: 0.626919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
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2842 [D loss: 0.641343, acc.: 61.08%, KL div.: -0.043552] [G loss: 0.627037, KL div.: 0.626526, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2843 [D loss: 0.642478, acc.: 61.45%, KL div.: -0.043076] [G loss: 0.627953, KL div.: 0.627444, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
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2844 [D loss: 0.643733, acc.: 61.22%, KL div.: -0.042832] [G loss: 0.623901, KL div.: 0.623399, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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2845 [D loss: 0.641030, acc.: 61.06%, KL div.: -0.042908] [G loss: 0.627449, KL div.: 0.626935, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2846 [D loss: 0.642697, acc.: 61.05%, KL div.: -0.043076] [G loss: 0.623695, KL div.: 0.623197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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2847 [D loss: 0.644776, acc.: 61.17%, KL div.: -0.042345] [G loss: 0.623000, KL div.: 0.622508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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2848 [D loss: 0.645233, acc.: 61.25%, KL div.: -0.042582] [G loss: 0.620043, KL div.: 0.619550, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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2849 [D loss: 0.644761, acc.: 61.07%, KL div.: -0.043141] [G loss: 0.620515, KL div.: 0.620025, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
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2850 [D loss: 0.645479, acc.: 61.03%, KL div.: -0.042627] [G loss: 0.616738, KL div.: 0.616245, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
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2851 [D loss: 0.645646, acc.: 61.02%, KL div.: -0.042816] [G loss: 0.616254, KL div.: 0.615769, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
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4/4 [==============================] - 0s 501us/step
2852 [D loss: 0.646328, acc.: 61.15%, KL div.: -0.042802] [G loss: 0.615755, KL div.: 0.615291, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
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2853 [D loss: 0.646026, acc.: 60.72%, KL div.: -0.043093] [G loss: 0.614272, KL div.: 0.613819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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2854 [D loss: 0.644813, acc.: 60.67%, KL div.: -0.043085] [G loss: 0.616072, KL div.: 0.615621, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2855 [D loss: 0.644465, acc.: 60.73%, KL div.: -0.043238] [G loss: 0.615985, KL div.: 0.615542, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2856 [D loss: 0.642426, acc.: 60.32%, KL div.: -0.042892] [G loss: 0.614501, KL div.: 0.614051, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2857 [D loss: 0.643112, acc.: 60.42%, KL div.: -0.043065] [G loss: 0.613223, KL div.: 0.612782, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2858 [D loss: 0.641787, acc.: 60.11%, KL div.: -0.042378] [G loss: 0.612660, KL div.: 0.612207, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2859 [D loss: 0.641752, acc.: 59.91%, KL div.: -0.042298] [G loss: 0.612015, KL div.: 0.611551, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
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2860 [D loss: 0.641387, acc.: 59.90%, KL div.: -0.041921] [G loss: 0.613659, KL div.: 0.613197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2861 [D loss: 0.641836, acc.: 59.85%, KL div.: -0.041592] [G loss: 0.612439, KL div.: 0.611951, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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2862 [D loss: 0.641811, acc.: 59.93%, KL div.: -0.041278] [G loss: 0.612131, KL div.: 0.611651, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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2863 [D loss: 0.642200, acc.: 59.90%, KL div.: -0.042507] [G loss: 0.611136, KL div.: 0.610673, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2864 [D loss: 0.640264, acc.: 59.41%, KL div.: -0.041624] [G loss: 0.612157, KL div.: 0.611675, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2865 [D loss: 0.640876, acc.: 59.51%, KL div.: -0.040724] [G loss: 0.611021, KL div.: 0.610528, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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2866 [D loss: 0.644556, acc.: 59.67%, KL div.: -0.041219] [G loss: 0.604724, KL div.: 0.604220, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2867 [D loss: 0.644668, acc.: 59.48%, KL div.: -0.040511] [G loss: 0.606280, KL div.: 0.605767, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2868 [D loss: 0.643380, acc.: 59.46%, KL div.: -0.040604] [G loss: 0.606226, KL div.: 0.605717, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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2869 [D loss: 0.645174, acc.: 59.42%, KL div.: -0.040850] [G loss: 0.602781, KL div.: 0.602255, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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2870 [D loss: 0.643181, acc.: 59.68%, KL div.: -0.041249] [G loss: 0.609246, KL div.: 0.608744, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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2871 [D loss: 0.644989, acc.: 59.69%, KL div.: -0.041911] [G loss: 0.604737, KL div.: 0.604229, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2872 [D loss: 0.644388, acc.: 59.75%, KL div.: -0.041956] [G loss: 0.607330, KL div.: 0.606829, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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2873 [D loss: 0.645384, acc.: 59.97%, KL div.: -0.041963] [G loss: 0.607313, KL div.: 0.606813, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2874 [D loss: 0.642358, acc.: 59.90%, KL div.: -0.042949] [G loss: 0.610895, KL div.: 0.610390, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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2875 [D loss: 0.642738, acc.: 60.30%, KL div.: -0.043831] [G loss: 0.610869, KL div.: 0.610353, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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2876 [D loss: 0.641730, acc.: 60.23%, KL div.: -0.043108] [G loss: 0.615417, KL div.: 0.614902, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2877 [D loss: 0.639923, acc.: 60.29%, KL div.: -0.043963] [G loss: 0.617735, KL div.: 0.617245, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2878 [D loss: 0.641454, acc.: 60.61%, KL div.: -0.043165] [G loss: 0.618948, KL div.: 0.618452, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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2879 [D loss: 0.639842, acc.: 60.83%, KL div.: -0.044729] [G loss: 0.620627, KL div.: 0.620122, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
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2880 [D loss: 0.637980, acc.: 60.86%, KL div.: -0.045368] [G loss: 0.623528, KL div.: 0.623021, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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2881 [D loss: 0.638442, acc.: 61.03%, KL div.: -0.044847] [G loss: 0.624588, KL div.: 0.624077, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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2882 [D loss: 0.638926, acc.: 60.92%, KL div.: -0.044757] [G loss: 0.624808, KL div.: 0.624305, FID: 0.000000]
4/4 [==============================] - 0s 768us/step
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2883 [D loss: 0.639752, acc.: 60.90%, KL div.: -0.043642] [G loss: 0.621850, KL div.: 0.621353, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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2884 [D loss: 0.638870, acc.: 61.09%, KL div.: -0.045120] [G loss: 0.623970, KL div.: 0.623475, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
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2885 [D loss: 0.639451, acc.: 61.14%, KL div.: -0.044591] [G loss: 0.624438, KL div.: 0.623936, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
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2886 [D loss: 0.639172, acc.: 61.06%, KL div.: -0.045001] [G loss: 0.623667, KL div.: 0.623169, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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2887 [D loss: 0.643382, acc.: 61.29%, KL div.: -0.044503] [G loss: 0.619868, KL div.: 0.619385, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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2888 [D loss: 0.642893, acc.: 61.22%, KL div.: -0.044469] [G loss: 0.620553, KL div.: 0.620078, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2889 [D loss: 0.643183, acc.: 60.85%, KL div.: -0.044332] [G loss: 0.615905, KL div.: 0.615447, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2890 [D loss: 0.643774, acc.: 61.19%, KL div.: -0.044556] [G loss: 0.618460, KL div.: 0.618003, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 758us/step
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2891 [D loss: 0.643462, acc.: 60.75%, KL div.: -0.044250] [G loss: 0.614733, KL div.: 0.614275, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2892 [D loss: 0.645413, acc.: 60.99%, KL div.: -0.044843] [G loss: 0.614278, KL div.: 0.613844, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
2893 [D loss: 0.644039, acc.: 60.87%, KL div.: -0.044764] [G loss: 0.615154, KL div.: 0.614714, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2894 [D loss: 0.644253, acc.: 60.73%, KL div.: -0.045119] [G loss: 0.614037, KL div.: 0.613604, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
2895 [D loss: 0.644417, acc.: 60.75%, KL div.: -0.045150] [G loss: 0.612761, KL div.: 0.612327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
2896 [D loss: 0.644900, acc.: 60.81%, KL div.: -0.044724] [G loss: 0.612335, KL div.: 0.611904, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
2897 [D loss: 0.643188, acc.: 60.49%, KL div.: -0.044678] [G loss: 0.612875, KL div.: 0.612452, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2898 [D loss: 0.642068, acc.: 60.25%, KL div.: -0.043943] [G loss: 0.613813, KL div.: 0.613395, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
2899 [D loss: 0.642592, acc.: 60.43%, KL div.: -0.044050] [G loss: 0.614539, KL div.: 0.614124, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 78ms/step
4/4 [==============================] - 0s 29ms/step
2900 [D loss: 0.641632, acc.: 60.07%, KL div.: -0.043376] [G loss: 0.612931, KL div.: 0.612501, FID: 43.721651]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 72ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
2901 [D loss: 0.640540, acc.: 59.94%, KL div.: -0.043665] [G loss: 0.614356, KL div.: 0.613933, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 89us/step
2902 [D loss: 0.640993, acc.: 59.88%, KL div.: -0.042369] [G loss: 0.614040, KL div.: 0.613598, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2903 [D loss: 0.640647, acc.: 59.92%, KL div.: -0.042006] [G loss: 0.616980, KL div.: 0.616550, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
2904 [D loss: 0.639307, acc.: 59.36%, KL div.: -0.041284] [G loss: 0.615015, KL div.: 0.614558, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
2905 [D loss: 0.640890, acc.: 59.57%, KL div.: -0.041247] [G loss: 0.613532, KL div.: 0.613066, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2906 [D loss: 0.640574, acc.: 59.37%, KL div.: -0.041511] [G loss: 0.611891, KL div.: 0.611397, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 7ms/step
2907 [D loss: 0.644702, acc.: 59.42%, KL div.: -0.041198] [G loss: 0.605907, KL div.: 0.605408, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
2908 [D loss: 0.642561, acc.: 59.24%, KL div.: -0.040179] [G loss: 0.608325, KL div.: 0.607829, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2909 [D loss: 0.646855, acc.: 59.37%, KL div.: -0.039506] [G loss: 0.604186, KL div.: 0.603674, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
2910 [D loss: 0.645737, acc.: 59.10%, KL div.: -0.039984] [G loss: 0.605137, KL div.: 0.604614, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
2911 [D loss: 0.646761, acc.: 59.30%, KL div.: -0.039815] [G loss: 0.604577, KL div.: 0.604048, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 8ms/step
2912 [D loss: 0.648467, acc.: 59.36%, KL div.: -0.039531] [G loss: 0.601942, KL div.: 0.601404, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2913 [D loss: 0.647776, acc.: 59.37%, KL div.: -0.039742] [G loss: 0.603790, KL div.: 0.603251, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2914 [D loss: 0.649419, acc.: 59.67%, KL div.: -0.040355] [G loss: 0.604170, KL div.: 0.603636, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2915 [D loss: 0.649182, acc.: 59.89%, KL div.: -0.040923] [G loss: 0.607569, KL div.: 0.607046, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2916 [D loss: 0.648166, acc.: 60.19%, KL div.: -0.041796] [G loss: 0.610108, KL div.: 0.609574, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2917 [D loss: 0.647630, acc.: 60.46%, KL div.: -0.042139] [G loss: 0.613307, KL div.: 0.612781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
2918 [D loss: 0.643398, acc.: 60.44%, KL div.: -0.042361] [G loss: 0.618998, KL div.: 0.618478, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 7ms/step
2919 [D loss: 0.643047, acc.: 60.77%, KL div.: -0.042728] [G loss: 0.620121, KL div.: 0.619592, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2920 [D loss: 0.640519, acc.: 60.64%, KL div.: -0.042972] [G loss: 0.623341, KL div.: 0.622817, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2921 [D loss: 0.640779, acc.: 60.90%, KL div.: -0.042190] [G loss: 0.628594, KL div.: 0.628062, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2922 [D loss: 0.642617, acc.: 61.21%, KL div.: -0.041888] [G loss: 0.628161, KL div.: 0.627637, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
2923 [D loss: 0.641738, acc.: 61.11%, KL div.: -0.041318] [G loss: 0.630884, KL div.: 0.630354, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
2924 [D loss: 0.644046, acc.: 61.31%, KL div.: -0.041196] [G loss: 0.630449, KL div.: 0.629908, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2925 [D loss: 0.643438, acc.: 61.22%, KL div.: -0.040973] [G loss: 0.629453, KL div.: 0.628919, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
2926 [D loss: 0.644837, acc.: 61.47%, KL div.: -0.040876] [G loss: 0.627907, KL div.: 0.627371, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2927 [D loss: 0.647545, acc.: 61.70%, KL div.: -0.040667] [G loss: 0.626691, KL div.: 0.626158, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2928 [D loss: 0.648044, acc.: 61.44%, KL div.: -0.040386] [G loss: 0.624280, KL div.: 0.623769, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 710us/step
2929 [D loss: 0.647607, acc.: 61.49%, KL div.: -0.040705] [G loss: 0.624519, KL div.: 0.624010, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2930 [D loss: 0.650423, acc.: 61.35%, KL div.: -0.040637] [G loss: 0.617076, KL div.: 0.616572, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 683us/step
4/4 [==============================] - 0s 3ms/step
2931 [D loss: 0.651774, acc.: 61.52%, KL div.: -0.040868] [G loss: 0.613956, KL div.: 0.613467, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2932 [D loss: 0.651040, acc.: 61.28%, KL div.: -0.041227] [G loss: 0.612309, KL div.: 0.611847, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2933 [D loss: 0.649310, acc.: 61.02%, KL div.: -0.041833] [G loss: 0.612073, KL div.: 0.611615, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2934 [D loss: 0.648631, acc.: 60.96%, KL div.: -0.042079] [G loss: 0.611787, KL div.: 0.611332, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2935 [D loss: 0.648135, acc.: 60.90%, KL div.: -0.043107] [G loss: 0.611902, KL div.: 0.611468, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2936 [D loss: 0.646936, acc.: 60.82%, KL div.: -0.042948] [G loss: 0.613459, KL div.: 0.613033, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2937 [D loss: 0.645044, acc.: 60.61%, KL div.: -0.043451] [G loss: 0.611768, KL div.: 0.611336, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2938 [D loss: 0.642976, acc.: 60.24%, KL div.: -0.044173] [G loss: 0.612803, KL div.: 0.612377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2939 [D loss: 0.641620, acc.: 60.22%, KL div.: -0.043762] [G loss: 0.614968, KL div.: 0.614541, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2940 [D loss: 0.641155, acc.: 59.85%, KL div.: -0.043907] [G loss: 0.611621, KL div.: 0.611194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2941 [D loss: 0.639492, acc.: 59.90%, KL div.: -0.043782] [G loss: 0.614070, KL div.: 0.613631, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2942 [D loss: 0.640062, acc.: 59.86%, KL div.: -0.043996] [G loss: 0.612647, KL div.: 0.612205, FID: 0.000000]
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2943 [D loss: 0.637501, acc.: 59.50%, KL div.: -0.043939] [G loss: 0.614149, KL div.: 0.613700, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2944 [D loss: 0.638468, acc.: 59.62%, KL div.: -0.044047] [G loss: 0.613528, KL div.: 0.613084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2945 [D loss: 0.637824, acc.: 59.73%, KL div.: -0.043545] [G loss: 0.614845, KL div.: 0.614396, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2946 [D loss: 0.639372, acc.: 59.63%, KL div.: -0.043549] [G loss: 0.611477, KL div.: 0.611010, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
2947 [D loss: 0.638111, acc.: 59.31%, KL div.: -0.043284] [G loss: 0.610244, KL div.: 0.609781, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
2948 [D loss: 0.638974, acc.: 59.41%, KL div.: -0.043315] [G loss: 0.610017, KL div.: 0.609551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
2949 [D loss: 0.640758, acc.: 59.49%, KL div.: -0.043942] [G loss: 0.606506, KL div.: 0.606011, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2950 [D loss: 0.641804, acc.: 59.75%, KL div.: -0.044534] [G loss: 0.606875, KL div.: 0.606393, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2951 [D loss: 0.641404, acc.: 59.52%, KL div.: -0.043802] [G loss: 0.606304, KL div.: 0.605813, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2952 [D loss: 0.643393, acc.: 59.81%, KL div.: -0.043984] [G loss: 0.605023, KL div.: 0.604524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2953 [D loss: 0.642208, acc.: 59.99%, KL div.: -0.044074] [G loss: 0.608098, KL div.: 0.607617, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2954 [D loss: 0.641980, acc.: 59.73%, KL div.: -0.043764] [G loss: 0.607511, KL div.: 0.607030, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2955 [D loss: 0.641635, acc.: 60.15%, KL div.: -0.044850] [G loss: 0.610155, KL div.: 0.609674, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
2956 [D loss: 0.640128, acc.: 60.18%, KL div.: -0.045055] [G loss: 0.612171, KL div.: 0.611685, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2957 [D loss: 0.641909, acc.: 60.43%, KL div.: -0.045337] [G loss: 0.612950, KL div.: 0.612464, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
2958 [D loss: 0.641809, acc.: 60.65%, KL div.: -0.045217] [G loss: 0.614418, KL div.: 0.613933, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
2959 [D loss: 0.639024, acc.: 60.72%, KL div.: -0.047204] [G loss: 0.620233, KL div.: 0.619752, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
2960 [D loss: 0.638743, acc.: 60.81%, KL div.: -0.046682] [G loss: 0.619226, KL div.: 0.618729, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
2961 [D loss: 0.640353, acc.: 61.19%, KL div.: -0.046536] [G loss: 0.620039, KL div.: 0.619557, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2962 [D loss: 0.638506, acc.: 61.20%, KL div.: -0.046890] [G loss: 0.624266, KL div.: 0.623787, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2963 [D loss: 0.638793, acc.: 61.42%, KL div.: -0.047607] [G loss: 0.625158, KL div.: 0.624678, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2964 [D loss: 0.639544, acc.: 61.22%, KL div.: -0.047035] [G loss: 0.623550, KL div.: 0.623081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
2965 [D loss: 0.637859, acc.: 61.13%, KL div.: -0.046420] [G loss: 0.625828, KL div.: 0.625359, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
2966 [D loss: 0.640352, acc.: 61.54%, KL div.: -0.046188] [G loss: 0.624201, KL div.: 0.623729, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 325us/step
4/4 [==============================] - 0s 3ms/step
2967 [D loss: 0.640606, acc.: 61.47%, KL div.: -0.046559] [G loss: 0.622629, KL div.: 0.622165, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2968 [D loss: 0.641048, acc.: 61.41%, KL div.: -0.046724] [G loss: 0.621907, KL div.: 0.621445, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 360us/step
4/4 [==============================] - 0s 0s/step
2969 [D loss: 0.641465, acc.: 61.23%, KL div.: -0.046538] [G loss: 0.620046, KL div.: 0.619595, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
2970 [D loss: 0.642623, acc.: 61.47%, KL div.: -0.045746] [G loss: 0.621089, KL div.: 0.620650, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2971 [D loss: 0.642941, acc.: 61.42%, KL div.: -0.046473] [G loss: 0.618231, KL div.: 0.617794, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2972 [D loss: 0.642363, acc.: 61.32%, KL div.: -0.046504] [G loss: 0.619664, KL div.: 0.619231, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2973 [D loss: 0.642088, acc.: 61.21%, KL div.: -0.047403] [G loss: 0.618574, KL div.: 0.618148, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2974 [D loss: 0.643295, acc.: 61.09%, KL div.: -0.046871] [G loss: 0.616039, KL div.: 0.615624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2975 [D loss: 0.644572, acc.: 61.24%, KL div.: -0.046758] [G loss: 0.614237, KL div.: 0.613838, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2976 [D loss: 0.642231, acc.: 60.94%, KL div.: -0.047289] [G loss: 0.615459, KL div.: 0.615057, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2977 [D loss: 0.641456, acc.: 60.88%, KL div.: -0.046391] [G loss: 0.618356, KL div.: 0.617958, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 4ms/step
2978 [D loss: 0.638843, acc.: 60.50%, KL div.: -0.047826] [G loss: 0.618305, KL div.: 0.617919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2979 [D loss: 0.640635, acc.: 60.77%, KL div.: -0.047028] [G loss: 0.618176, KL div.: 0.617787, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2980 [D loss: 0.637226, acc.: 60.41%, KL div.: -0.047004] [G loss: 0.618817, KL div.: 0.618435, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2981 [D loss: 0.639005, acc.: 60.41%, KL div.: -0.046321] [G loss: 0.616445, KL div.: 0.616061, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2982 [D loss: 0.638029, acc.: 60.34%, KL div.: -0.046140] [G loss: 0.618379, KL div.: 0.617995, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2983 [D loss: 0.637484, acc.: 60.10%, KL div.: -0.045414] [G loss: 0.619593, KL div.: 0.619200, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2984 [D loss: 0.636450, acc.: 59.82%, KL div.: -0.045343] [G loss: 0.618279, KL div.: 0.617860, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2985 [D loss: 0.637594, acc.: 59.78%, KL div.: -0.044522] [G loss: 0.616502, KL div.: 0.616087, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 8ms/step
2986 [D loss: 0.638012, acc.: 59.85%, KL div.: -0.043835] [G loss: 0.616578, KL div.: 0.616161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2987 [D loss: 0.637256, acc.: 59.74%, KL div.: -0.043053] [G loss: 0.616512, KL div.: 0.616078, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2988 [D loss: 0.639169, acc.: 59.61%, KL div.: -0.042205] [G loss: 0.615065, KL div.: 0.614635, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
2989 [D loss: 0.639017, acc.: 59.59%, KL div.: -0.042142] [G loss: 0.614027, KL div.: 0.613564, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2990 [D loss: 0.640992, acc.: 59.53%, KL div.: -0.041950] [G loss: 0.610340, KL div.: 0.609882, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2991 [D loss: 0.643369, acc.: 59.75%, KL div.: -0.041125] [G loss: 0.609770, KL div.: 0.609292, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 813us/step
2992 [D loss: 0.644519, acc.: 59.72%, KL div.: -0.041182] [G loss: 0.607898, KL div.: 0.607424, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
2993 [D loss: 0.646234, acc.: 59.84%, KL div.: -0.040466] [G loss: 0.607846, KL div.: 0.607350, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
2994 [D loss: 0.645258, acc.: 59.84%, KL div.: -0.041558] [G loss: 0.606928, KL div.: 0.606444, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2995 [D loss: 0.645376, acc.: 59.97%, KL div.: -0.042350] [G loss: 0.607788, KL div.: 0.607293, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2996 [D loss: 0.647716, acc.: 60.15%, KL div.: -0.041906] [G loss: 0.605770, KL div.: 0.605294, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
2997 [D loss: 0.644910, acc.: 60.12%, KL div.: -0.042724] [G loss: 0.609316, KL div.: 0.608835, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
2998 [D loss: 0.644591, acc.: 60.32%, KL div.: -0.043452] [G loss: 0.610605, KL div.: 0.610110, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2999 [D loss: 0.643419, acc.: 60.31%, KL div.: -0.043619] [G loss: 0.613709, KL div.: 0.613222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 2s 82ms/step
4/4 [==============================] - 0s 46ms/step
3000 [D loss: 0.645406, acc.: 60.98%, KL div.: -0.043136] [G loss: 0.615313, KL div.: 0.614826, FID: 66.663888]
1/1 [==============================] - 0s 45ms/step
4/4 [==============================] - 0s 60ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3001 [D loss: 0.644441, acc.: 61.11%, KL div.: -0.043911] [G loss: 0.618143, KL div.: 0.617666, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3002 [D loss: 0.641310, acc.: 61.17%, KL div.: -0.044498] [G loss: 0.621980, KL div.: 0.621510, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3003 [D loss: 0.639502, acc.: 61.06%, KL div.: -0.044300] [G loss: 0.627156, KL div.: 0.626679, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
3004 [D loss: 0.639334, acc.: 61.32%, KL div.: -0.043672] [G loss: 0.629826, KL div.: 0.629347, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3005 [D loss: 0.638216, acc.: 61.18%, KL div.: -0.044129] [G loss: 0.630554, KL div.: 0.630072, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3006 [D loss: 0.641136, acc.: 61.65%, KL div.: -0.042868] [G loss: 0.630010, KL div.: 0.629523, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
3007 [D loss: 0.639618, acc.: 61.50%, KL div.: -0.043080] [G loss: 0.635113, KL div.: 0.634626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3008 [D loss: 0.642932, acc.: 61.82%, KL div.: -0.043086] [G loss: 0.630970, KL div.: 0.630496, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3009 [D loss: 0.642523, acc.: 61.60%, KL div.: -0.042347] [G loss: 0.628608, KL div.: 0.628132, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3010 [D loss: 0.644326, acc.: 61.67%, KL div.: -0.042448] [G loss: 0.624325, KL div.: 0.623863, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3011 [D loss: 0.645154, acc.: 61.73%, KL div.: -0.042914] [G loss: 0.623979, KL div.: 0.623525, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3012 [D loss: 0.645823, acc.: 61.91%, KL div.: -0.042184] [G loss: 0.626064, KL div.: 0.625618, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 21ms/step
3013 [D loss: 0.644787, acc.: 61.58%, KL div.: -0.042701] [G loss: 0.622573, KL div.: 0.622143, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 7ms/step
3014 [D loss: 0.647692, acc.: 61.72%, KL div.: -0.042591] [G loss: 0.618468, KL div.: 0.618045, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
3015 [D loss: 0.646984, acc.: 61.53%, KL div.: -0.043276] [G loss: 0.615708, KL div.: 0.615288, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3016 [D loss: 0.644559, acc.: 61.15%, KL div.: -0.043041] [G loss: 0.618412, KL div.: 0.618008, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
3017 [D loss: 0.645658, acc.: 61.39%, KL div.: -0.043764] [G loss: 0.616881, KL div.: 0.616474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
3018 [D loss: 0.644438, acc.: 61.29%, KL div.: -0.044305] [G loss: 0.617852, KL div.: 0.617455, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3019 [D loss: 0.642709, acc.: 61.02%, KL div.: -0.044927] [G loss: 0.617460, KL div.: 0.617071, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
3020 [D loss: 0.641133, acc.: 60.81%, KL div.: -0.045210] [G loss: 0.616544, KL div.: 0.616157, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
3021 [D loss: 0.641008, acc.: 60.71%, KL div.: -0.044660] [G loss: 0.617062, KL div.: 0.616676, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3022 [D loss: 0.640321, acc.: 60.47%, KL div.: -0.044755] [G loss: 0.616618, KL div.: 0.616225, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3023 [D loss: 0.637995, acc.: 60.24%, KL div.: -0.044122] [G loss: 0.618646, KL div.: 0.618255, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
3024 [D loss: 0.636261, acc.: 59.83%, KL div.: -0.043984] [G loss: 0.618310, KL div.: 0.617910, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3025 [D loss: 0.636309, acc.: 59.83%, KL div.: -0.043534] [G loss: 0.618251, KL div.: 0.617857, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3026 [D loss: 0.636280, acc.: 59.66%, KL div.: -0.043983] [G loss: 0.616929, KL div.: 0.616513, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3027 [D loss: 0.638333, acc.: 59.64%, KL div.: -0.043046] [G loss: 0.613306, KL div.: 0.612877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3028 [D loss: 0.636499, acc.: 59.29%, KL div.: -0.042321] [G loss: 0.615050, KL div.: 0.614615, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
3029 [D loss: 0.637526, acc.: 59.21%, KL div.: -0.043383] [G loss: 0.611567, KL div.: 0.611104, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
3030 [D loss: 0.639882, acc.: 59.28%, KL div.: -0.042545] [G loss: 0.606952, KL div.: 0.606479, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3031 [D loss: 0.640765, acc.: 59.01%, KL div.: -0.041784] [G loss: 0.605793, KL div.: 0.605322, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 2ms/step
3032 [D loss: 0.642901, acc.: 58.96%, KL div.: -0.042226] [G loss: 0.602993, KL div.: 0.602483, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3033 [D loss: 0.642748, acc.: 58.80%, KL div.: -0.040994] [G loss: 0.601253, KL div.: 0.600756, FID: 0.000000]
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3034 [D loss: 0.645226, acc.: 59.04%, KL div.: -0.041936] [G loss: 0.600288, KL div.: 0.599767, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
3035 [D loss: 0.646948, acc.: 59.42%, KL div.: -0.042413] [G loss: 0.598742, KL div.: 0.598238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3036 [D loss: 0.648436, acc.: 59.47%, KL div.: -0.042951] [G loss: 0.597875, KL div.: 0.597364, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
3037 [D loss: 0.647370, acc.: 59.61%, KL div.: -0.043201] [G loss: 0.600752, KL div.: 0.600238, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
3038 [D loss: 0.645776, acc.: 59.59%, KL div.: -0.042935] [G loss: 0.601583, KL div.: 0.601074, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
3039 [D loss: 0.646267, acc.: 59.94%, KL div.: -0.044492] [G loss: 0.604142, KL div.: 0.603632, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
3040 [D loss: 0.645889, acc.: 60.18%, KL div.: -0.045039] [G loss: 0.606616, KL div.: 0.606116, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3041 [D loss: 0.642606, acc.: 60.26%, KL div.: -0.045628] [G loss: 0.610688, KL div.: 0.610186, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3042 [D loss: 0.642668, acc.: 60.62%, KL div.: -0.045571] [G loss: 0.616582, KL div.: 0.616088, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3043 [D loss: 0.640942, acc.: 60.67%, KL div.: -0.045951] [G loss: 0.619921, KL div.: 0.619418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3044 [D loss: 0.639518, acc.: 60.64%, KL div.: -0.044999] [G loss: 0.621041, KL div.: 0.620532, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
3045 [D loss: 0.639329, acc.: 60.92%, KL div.: -0.044810] [G loss: 0.623086, KL div.: 0.622583, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3046 [D loss: 0.640437, acc.: 61.03%, KL div.: -0.045070] [G loss: 0.625142, KL div.: 0.624627, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
3047 [D loss: 0.638874, acc.: 60.93%, KL div.: -0.044505] [G loss: 0.628334, KL div.: 0.627827, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3048 [D loss: 0.641498, acc.: 61.23%, KL div.: -0.044623] [G loss: 0.624246, KL div.: 0.623748, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
3049 [D loss: 0.640775, acc.: 61.21%, KL div.: -0.044830] [G loss: 0.626554, KL div.: 0.626066, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3050 [D loss: 0.641540, acc.: 61.25%, KL div.: -0.044106] [G loss: 0.626475, KL div.: 0.625985, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
3051 [D loss: 0.643576, acc.: 61.32%, KL div.: -0.043938] [G loss: 0.624317, KL div.: 0.623832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3052 [D loss: 0.644248, acc.: 61.40%, KL div.: -0.044546] [G loss: 0.622051, KL div.: 0.621567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
3053 [D loss: 0.645493, acc.: 61.42%, KL div.: -0.043777] [G loss: 0.619762, KL div.: 0.619306, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
3054 [D loss: 0.644817, acc.: 61.36%, KL div.: -0.044906] [G loss: 0.618463, KL div.: 0.618015, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3055 [D loss: 0.644587, acc.: 61.14%, KL div.: -0.045185] [G loss: 0.618010, KL div.: 0.617576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
3056 [D loss: 0.645576, acc.: 61.14%, KL div.: -0.044590] [G loss: 0.615992, KL div.: 0.615565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3057 [D loss: 0.645582, acc.: 61.07%, KL div.: -0.046273] [G loss: 0.612991, KL div.: 0.612569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3058 [D loss: 0.644484, acc.: 61.00%, KL div.: -0.046214] [G loss: 0.613385, KL div.: 0.612974, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3059 [D loss: 0.643315, acc.: 61.04%, KL div.: -0.047608] [G loss: 0.615066, KL div.: 0.614667, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3060 [D loss: 0.642976, acc.: 60.82%, KL div.: -0.046460] [G loss: 0.614508, KL div.: 0.614114, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3061 [D loss: 0.642375, acc.: 60.79%, KL div.: -0.047294] [G loss: 0.615243, KL div.: 0.614854, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3062 [D loss: 0.640299, acc.: 60.46%, KL div.: -0.046862] [G loss: 0.616226, KL div.: 0.615844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 3ms/step
3063 [D loss: 0.638736, acc.: 60.27%, KL div.: -0.047286] [G loss: 0.615793, KL div.: 0.615403, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
3064 [D loss: 0.636827, acc.: 60.16%, KL div.: -0.046869] [G loss: 0.618557, KL div.: 0.618169, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
3065 [D loss: 0.637384, acc.: 60.01%, KL div.: -0.046086] [G loss: 0.618175, KL div.: 0.617776, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3066 [D loss: 0.635322, acc.: 59.70%, KL div.: -0.045601] [G loss: 0.618374, KL div.: 0.617968, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
3067 [D loss: 0.637031, acc.: 59.86%, KL div.: -0.045286] [G loss: 0.619583, KL div.: 0.619162, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3068 [D loss: 0.635263, acc.: 59.68%, KL div.: -0.044801] [G loss: 0.619975, KL div.: 0.619552, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3069 [D loss: 0.637542, acc.: 59.64%, KL div.: -0.042857] [G loss: 0.616990, KL div.: 0.616561, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3070 [D loss: 0.638928, acc.: 59.61%, KL div.: -0.042237] [G loss: 0.615866, KL div.: 0.615423, FID: 0.000000]
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3071 [D loss: 0.639052, acc.: 59.09%, KL div.: -0.041891] [G loss: 0.611819, KL div.: 0.611371, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3072 [D loss: 0.640755, acc.: 59.46%, KL div.: -0.041790] [G loss: 0.610515, KL div.: 0.610043, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3073 [D loss: 0.641033, acc.: 59.41%, KL div.: -0.042127] [G loss: 0.607866, KL div.: 0.607391, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3074 [D loss: 0.644797, acc.: 59.53%, KL div.: -0.041501] [G loss: 0.603352, KL div.: 0.602881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3075 [D loss: 0.643893, acc.: 59.49%, KL div.: -0.041636] [G loss: 0.606030, KL div.: 0.605554, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3076 [D loss: 0.645516, acc.: 59.62%, KL div.: -0.041718] [G loss: 0.603275, KL div.: 0.602796, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3077 [D loss: 0.645283, acc.: 59.74%, KL div.: -0.042108] [G loss: 0.605403, KL div.: 0.604919, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3078 [D loss: 0.647233, acc.: 60.00%, KL div.: -0.042348] [G loss: 0.604014, KL div.: 0.603535, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 23ms/step
3079 [D loss: 0.644844, acc.: 59.95%, KL div.: -0.043516] [G loss: 0.605464, KL div.: 0.604989, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3080 [D loss: 0.645465, acc.: 60.46%, KL div.: -0.043863] [G loss: 0.608574, KL div.: 0.608105, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
3081 [D loss: 0.642634, acc.: 60.36%, KL div.: -0.045296] [G loss: 0.611020, KL div.: 0.610561, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
3082 [D loss: 0.641746, acc.: 60.60%, KL div.: -0.044669] [G loss: 0.614488, KL div.: 0.614032, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 21ms/step
3083 [D loss: 0.640295, acc.: 60.64%, KL div.: -0.045310] [G loss: 0.616232, KL div.: 0.615777, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3084 [D loss: 0.637609, acc.: 60.87%, KL div.: -0.045708] [G loss: 0.624062, KL div.: 0.623606, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 7ms/step
3085 [D loss: 0.639002, acc.: 61.34%, KL div.: -0.044829] [G loss: 0.627757, KL div.: 0.627302, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3086 [D loss: 0.637644, acc.: 61.27%, KL div.: -0.045358] [G loss: 0.628566, KL div.: 0.628115, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
3087 [D loss: 0.635771, acc.: 61.25%, KL div.: -0.044673] [G loss: 0.633652, KL div.: 0.633183, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
3088 [D loss: 0.637381, acc.: 61.32%, KL div.: -0.044205] [G loss: 0.632065, KL div.: 0.631606, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3089 [D loss: 0.637236, acc.: 61.55%, KL div.: -0.044430] [G loss: 0.633956, KL div.: 0.633493, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3090 [D loss: 0.640037, acc.: 61.58%, KL div.: -0.043907] [G loss: 0.631514, KL div.: 0.631059, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3091 [D loss: 0.642235, acc.: 61.93%, KL div.: -0.043112] [G loss: 0.628390, KL div.: 0.627954, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
3092 [D loss: 0.642892, acc.: 61.77%, KL div.: -0.043287] [G loss: 0.627110, KL div.: 0.626669, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
3093 [D loss: 0.641830, acc.: 61.47%, KL div.: -0.043629] [G loss: 0.625333, KL div.: 0.624909, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3094 [D loss: 0.644919, acc.: 61.46%, KL div.: -0.043014] [G loss: 0.619325, KL div.: 0.618902, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 7ms/step
3095 [D loss: 0.646193, acc.: 61.37%, KL div.: -0.043484] [G loss: 0.615659, KL div.: 0.615256, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
3096 [D loss: 0.647729, acc.: 61.71%, KL div.: -0.043785] [G loss: 0.615635, KL div.: 0.615229, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3097 [D loss: 0.647941, acc.: 61.37%, KL div.: -0.044367] [G loss: 0.613739, KL div.: 0.613350, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
3098 [D loss: 0.645896, acc.: 61.13%, KL div.: -0.044210] [G loss: 0.613811, KL div.: 0.613427, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3099 [D loss: 0.647089, acc.: 61.30%, KL div.: -0.044388] [G loss: 0.612648, KL div.: 0.612273, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 3s 73ms/step
4/4 [==============================] - 0s 32ms/step
3100 [D loss: 0.644588, acc.: 60.76%, KL div.: -0.044843] [G loss: 0.612279, KL div.: 0.611916, FID: 53.238066]
1/1 [==============================] - 0s 50ms/step
4/4 [==============================] - 0s 94ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3101 [D loss: 0.643922, acc.: 60.73%, KL div.: -0.044806] [G loss: 0.611188, KL div.: 0.610830, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3102 [D loss: 0.643705, acc.: 60.76%, KL div.: -0.044978] [G loss: 0.612047, KL div.: 0.611696, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3103 [D loss: 0.642995, acc.: 60.74%, KL div.: -0.045734] [G loss: 0.612940, KL div.: 0.612584, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3104 [D loss: 0.640851, acc.: 60.46%, KL div.: -0.045335] [G loss: 0.614292, KL div.: 0.613936, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3105 [D loss: 0.639461, acc.: 60.19%, KL div.: -0.045331] [G loss: 0.613741, KL div.: 0.613399, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3106 [D loss: 0.638518, acc.: 59.93%, KL div.: -0.044447] [G loss: 0.615841, KL div.: 0.615488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3107 [D loss: 0.637283, acc.: 59.81%, KL div.: -0.044863] [G loss: 0.616379, KL div.: 0.616012, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3108 [D loss: 0.636575, acc.: 59.65%, KL div.: -0.044477] [G loss: 0.616076, KL div.: 0.615710, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3109 [D loss: 0.635817, acc.: 59.50%, KL div.: -0.043251] [G loss: 0.617034, KL div.: 0.616661, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3110 [D loss: 0.636552, acc.: 59.31%, KL div.: -0.043488] [G loss: 0.614452, KL div.: 0.614039, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3111 [D loss: 0.637778, acc.: 59.06%, KL div.: -0.042839] [G loss: 0.611034, KL div.: 0.610608, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3112 [D loss: 0.639032, acc.: 59.21%, KL div.: -0.042723] [G loss: 0.609444, KL div.: 0.609020, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3113 [D loss: 0.642391, acc.: 59.04%, KL div.: -0.041713] [G loss: 0.603489, KL div.: 0.603039, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3114 [D loss: 0.644426, acc.: 59.11%, KL div.: -0.041548] [G loss: 0.602860, KL div.: 0.602415, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
3115 [D loss: 0.647602, acc.: 59.14%, KL div.: -0.042048] [G loss: 0.597449, KL div.: 0.596989, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3116 [D loss: 0.646825, acc.: 58.72%, KL div.: -0.040826] [G loss: 0.597374, KL div.: 0.596907, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3117 [D loss: 0.649853, acc.: 59.35%, KL div.: -0.041935] [G loss: 0.597172, KL div.: 0.596712, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3118 [D loss: 0.651171, acc.: 59.78%, KL div.: -0.043131] [G loss: 0.597696, KL div.: 0.597235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3119 [D loss: 0.649208, acc.: 59.36%, KL div.: -0.042693] [G loss: 0.596422, KL div.: 0.595959, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3120 [D loss: 0.649611, acc.: 59.84%, KL div.: -0.044818] [G loss: 0.599867, KL div.: 0.599404, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3121 [D loss: 0.646054, acc.: 59.95%, KL div.: -0.044646] [G loss: 0.607752, KL div.: 0.607293, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3122 [D loss: 0.644656, acc.: 60.26%, KL div.: -0.045896] [G loss: 0.610844, KL div.: 0.610397, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3123 [D loss: 0.644094, acc.: 60.46%, KL div.: -0.045527] [G loss: 0.613463, KL div.: 0.613023, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3124 [D loss: 0.641449, acc.: 60.65%, KL div.: -0.046107] [G loss: 0.618630, KL div.: 0.618182, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
3125 [D loss: 0.639510, acc.: 60.85%, KL div.: -0.045699] [G loss: 0.625895, KL div.: 0.625454, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3126 [D loss: 0.637611, acc.: 60.85%, KL div.: -0.045072] [G loss: 0.628163, KL div.: 0.627712, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3127 [D loss: 0.637120, acc.: 60.86%, KL div.: -0.045225] [G loss: 0.632382, KL div.: 0.631924, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3128 [D loss: 0.638892, acc.: 61.33%, KL div.: -0.044612] [G loss: 0.634183, KL div.: 0.633724, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
3129 [D loss: 0.637937, acc.: 61.12%, KL div.: -0.044302] [G loss: 0.633018, KL div.: 0.632545, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3130 [D loss: 0.640506, acc.: 61.49%, KL div.: -0.043735] [G loss: 0.633523, KL div.: 0.633058, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3131 [D loss: 0.641289, acc.: 61.27%, KL div.: -0.043891] [G loss: 0.630958, KL div.: 0.630506, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3132 [D loss: 0.639509, acc.: 61.13%, KL div.: -0.043616] [G loss: 0.631718, KL div.: 0.631255, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3133 [D loss: 0.643073, acc.: 61.46%, KL div.: -0.043107] [G loss: 0.631436, KL div.: 0.630982, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3134 [D loss: 0.644125, acc.: 61.40%, KL div.: -0.043566] [G loss: 0.625366, KL div.: 0.624921, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3135 [D loss: 0.645229, acc.: 61.27%, KL div.: -0.043249] [G loss: 0.622578, KL div.: 0.622140, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3136 [D loss: 0.646266, acc.: 61.21%, KL div.: -0.043352] [G loss: 0.619027, KL div.: 0.618623, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3137 [D loss: 0.646723, acc.: 61.28%, KL div.: -0.044473] [G loss: 0.615640, KL div.: 0.615232, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3138 [D loss: 0.648122, acc.: 61.31%, KL div.: -0.044315] [G loss: 0.614274, KL div.: 0.613867, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3139 [D loss: 0.647338, acc.: 61.29%, KL div.: -0.045091] [G loss: 0.615397, KL div.: 0.615010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3140 [D loss: 0.646089, acc.: 60.83%, KL div.: -0.044194] [G loss: 0.612575, KL div.: 0.612203, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3141 [D loss: 0.644230, acc.: 60.62%, KL div.: -0.045790] [G loss: 0.611516, KL div.: 0.611156, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3142 [D loss: 0.645206, acc.: 60.78%, KL div.: -0.045822] [G loss: 0.610001, KL div.: 0.609645, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3143 [D loss: 0.641694, acc.: 60.44%, KL div.: -0.047445] [G loss: 0.612893, KL div.: 0.612529, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 4ms/step
3144 [D loss: 0.642257, acc.: 60.25%, KL div.: -0.046404] [G loss: 0.610826, KL div.: 0.610483, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3145 [D loss: 0.639851, acc.: 60.14%, KL div.: -0.047350] [G loss: 0.612295, KL div.: 0.611949, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3146 [D loss: 0.639359, acc.: 60.10%, KL div.: -0.046821] [G loss: 0.611095, KL div.: 0.610734, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3147 [D loss: 0.638344, acc.: 60.01%, KL div.: -0.046417] [G loss: 0.612364, KL div.: 0.612006, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 16ms/step
3148 [D loss: 0.637096, acc.: 59.73%, KL div.: -0.046914] [G loss: 0.611649, KL div.: 0.611272, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3149 [D loss: 0.636134, acc.: 59.61%, KL div.: -0.046370] [G loss: 0.612586, KL div.: 0.612201, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
3150 [D loss: 0.636671, acc.: 59.61%, KL div.: -0.046563] [G loss: 0.609830, KL div.: 0.609437, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3151 [D loss: 0.636780, acc.: 59.47%, KL div.: -0.045726] [G loss: 0.612336, KL div.: 0.611938, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3152 [D loss: 0.639015, acc.: 59.56%, KL div.: -0.045097] [G loss: 0.607929, KL div.: 0.607516, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3153 [D loss: 0.638707, acc.: 59.23%, KL div.: -0.045515] [G loss: 0.605096, KL div.: 0.604672, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3154 [D loss: 0.639057, acc.: 59.48%, KL div.: -0.045177] [G loss: 0.607311, KL div.: 0.606881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 5ms/step
3155 [D loss: 0.640357, acc.: 59.51%, KL div.: -0.044319] [G loss: 0.605908, KL div.: 0.605476, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3156 [D loss: 0.642584, acc.: 59.56%, KL div.: -0.044337] [G loss: 0.603579, KL div.: 0.603131, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3157 [D loss: 0.644139, acc.: 59.49%, KL div.: -0.045253] [G loss: 0.598876, KL div.: 0.598422, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3158 [D loss: 0.643645, acc.: 59.69%, KL div.: -0.045768] [G loss: 0.600527, KL div.: 0.600067, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3159 [D loss: 0.643538, acc.: 59.66%, KL div.: -0.045673] [G loss: 0.600724, KL div.: 0.600271, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
3160 [D loss: 0.643342, acc.: 59.88%, KL div.: -0.045455] [G loss: 0.602806, KL div.: 0.602363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3161 [D loss: 0.643362, acc.: 60.23%, KL div.: -0.046780] [G loss: 0.605310, KL div.: 0.604885, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3162 [D loss: 0.643502, acc.: 60.37%, KL div.: -0.047003] [G loss: 0.606876, KL div.: 0.606443, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3163 [D loss: 0.640479, acc.: 60.44%, KL div.: -0.047786] [G loss: 0.610394, KL div.: 0.609955, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 10ms/step
3164 [D loss: 0.638735, acc.: 60.85%, KL div.: -0.047980] [G loss: 0.618883, KL div.: 0.618451, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3165 [D loss: 0.636287, acc.: 60.81%, KL div.: -0.047112] [G loss: 0.621261, KL div.: 0.620837, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3166 [D loss: 0.635477, acc.: 61.02%, KL div.: -0.047492] [G loss: 0.625201, KL div.: 0.624778, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3167 [D loss: 0.634485, acc.: 61.26%, KL div.: -0.047837] [G loss: 0.630379, KL div.: 0.629949, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3168 [D loss: 0.632351, acc.: 61.25%, KL div.: -0.047225] [G loss: 0.633778, KL div.: 0.633355, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
3169 [D loss: 0.631024, acc.: 61.50%, KL div.: -0.047466] [G loss: 0.639070, KL div.: 0.638642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3170 [D loss: 0.631575, acc.: 61.60%, KL div.: -0.046910] [G loss: 0.639359, KL div.: 0.638922, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3171 [D loss: 0.632364, acc.: 61.67%, KL div.: -0.046269] [G loss: 0.640540, KL div.: 0.640099, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3172 [D loss: 0.632499, acc.: 61.63%, KL div.: -0.046433] [G loss: 0.640417, KL div.: 0.639978, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3173 [D loss: 0.634456, acc.: 61.97%, KL div.: -0.045921] [G loss: 0.640991, KL div.: 0.640551, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3174 [D loss: 0.636020, acc.: 61.67%, KL div.: -0.044711] [G loss: 0.635621, KL div.: 0.635192, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3175 [D loss: 0.638382, acc.: 61.87%, KL div.: -0.043379] [G loss: 0.635704, KL div.: 0.635276, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3176 [D loss: 0.642551, acc.: 61.87%, KL div.: -0.043262] [G loss: 0.626866, KL div.: 0.626456, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3177 [D loss: 0.645598, acc.: 61.78%, KL div.: -0.043696] [G loss: 0.620271, KL div.: 0.619870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3178 [D loss: 0.646087, acc.: 61.68%, KL div.: -0.045024] [G loss: 0.617866, KL div.: 0.617467, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3179 [D loss: 0.644524, acc.: 61.49%, KL div.: -0.043660] [G loss: 0.619757, KL div.: 0.619378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3180 [D loss: 0.646495, acc.: 61.70%, KL div.: -0.045490] [G loss: 0.616467, KL div.: 0.616087, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3181 [D loss: 0.646631, acc.: 61.33%, KL div.: -0.044792] [G loss: 0.614130, KL div.: 0.613774, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3182 [D loss: 0.646626, acc.: 61.32%, KL div.: -0.044818] [G loss: 0.613554, KL div.: 0.613203, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3183 [D loss: 0.644979, acc.: 60.93%, KL div.: -0.045071] [G loss: 0.613645, KL div.: 0.613311, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3184 [D loss: 0.643889, acc.: 60.90%, KL div.: -0.046787] [G loss: 0.612069, KL div.: 0.611735, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3185 [D loss: 0.642229, acc.: 60.56%, KL div.: -0.046538] [G loss: 0.614462, KL div.: 0.614129, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3186 [D loss: 0.640370, acc.: 60.43%, KL div.: -0.046760] [G loss: 0.613641, KL div.: 0.613303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
3187 [D loss: 0.638946, acc.: 60.18%, KL div.: -0.045688] [G loss: 0.615881, KL div.: 0.615554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3188 [D loss: 0.637378, acc.: 59.90%, KL div.: -0.045656] [G loss: 0.616900, KL div.: 0.616561, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
3189 [D loss: 0.637286, acc.: 59.92%, KL div.: -0.045429] [G loss: 0.616747, KL div.: 0.616404, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3190 [D loss: 0.635635, acc.: 59.44%, KL div.: -0.045480] [G loss: 0.615445, KL div.: 0.615080, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3191 [D loss: 0.638603, acc.: 59.54%, KL div.: -0.044562] [G loss: 0.612078, KL div.: 0.611699, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3192 [D loss: 0.636629, acc.: 59.32%, KL div.: -0.043641] [G loss: 0.614605, KL div.: 0.614218, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3193 [D loss: 0.639554, acc.: 59.47%, KL div.: -0.043341] [G loss: 0.612512, KL div.: 0.612116, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3194 [D loss: 0.640387, acc.: 59.30%, KL div.: -0.042627] [G loss: 0.608582, KL div.: 0.608168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3195 [D loss: 0.642018, acc.: 59.20%, KL div.: -0.042904] [G loss: 0.603952, KL div.: 0.603526, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 12ms/step
3196 [D loss: 0.643976, acc.: 59.09%, KL div.: -0.042758] [G loss: 0.600092, KL div.: 0.599652, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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3197 [D loss: 0.646086, acc.: 59.31%, KL div.: -0.042518] [G loss: 0.598527, KL div.: 0.598085, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
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3198 [D loss: 0.646215, acc.: 59.14%, KL div.: -0.042767] [G loss: 0.596057, KL div.: 0.595601, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3199 [D loss: 0.649572, acc.: 59.66%, KL div.: -0.043181] [G loss: 0.597247, KL div.: 0.596809, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 25ms/step
4/4 [==============================] - 3s 102ms/step
4/4 [==============================] - 0s 38ms/step
3200 [D loss: 0.649324, acc.: 59.70%, KL div.: -0.044391] [G loss: 0.595290, KL div.: 0.594838, FID: 59.954744]
1/1 [==============================] - 0s 38ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3201 [D loss: 0.647323, acc.: 59.52%, KL div.: -0.044354] [G loss: 0.597633, KL div.: 0.597195, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
3202 [D loss: 0.645644, acc.: 60.02%, KL div.: -0.045457] [G loss: 0.602378, KL div.: 0.601949, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3203 [D loss: 0.645694, acc.: 60.10%, KL div.: -0.046113] [G loss: 0.604465, KL div.: 0.604043, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3204 [D loss: 0.642449, acc.: 60.36%, KL div.: -0.046747] [G loss: 0.610154, KL div.: 0.609741, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
3205 [D loss: 0.639812, acc.: 60.28%, KL div.: -0.046737] [G loss: 0.612287, KL div.: 0.611870, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3206 [D loss: 0.638431, acc.: 60.48%, KL div.: -0.046784] [G loss: 0.616737, KL div.: 0.616326, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3207 [D loss: 0.638377, acc.: 60.86%, KL div.: -0.046610] [G loss: 0.622149, KL div.: 0.621730, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
3208 [D loss: 0.637553, acc.: 60.98%, KL div.: -0.046724] [G loss: 0.624846, KL div.: 0.624427, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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3209 [D loss: 0.634742, acc.: 60.93%, KL div.: -0.046549] [G loss: 0.629893, KL div.: 0.629475, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
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3210 [D loss: 0.635531, acc.: 61.15%, KL div.: -0.046257] [G loss: 0.632016, KL div.: 0.631588, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3211 [D loss: 0.635335, acc.: 61.24%, KL div.: -0.044976] [G loss: 0.635249, KL div.: 0.634825, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3212 [D loss: 0.634652, acc.: 61.05%, KL div.: -0.044830] [G loss: 0.635954, KL div.: 0.635524, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 5ms/step
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3213 [D loss: 0.637430, acc.: 61.58%, KL div.: -0.044807] [G loss: 0.634504, KL div.: 0.634073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3214 [D loss: 0.639794, acc.: 61.63%, KL div.: -0.044143] [G loss: 0.630490, KL div.: 0.630065, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3215 [D loss: 0.637811, acc.: 61.27%, KL div.: -0.043428] [G loss: 0.632485, KL div.: 0.632056, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3216 [D loss: 0.641912, acc.: 61.47%, KL div.: -0.043451] [G loss: 0.626992, KL div.: 0.626564, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3217 [D loss: 0.642922, acc.: 61.43%, KL div.: -0.043486] [G loss: 0.625661, KL div.: 0.625243, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
3218 [D loss: 0.643560, acc.: 61.26%, KL div.: -0.043057] [G loss: 0.621275, KL div.: 0.620867, FID: 0.000000]
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3219 [D loss: 0.646592, acc.: 61.66%, KL div.: -0.043821] [G loss: 0.618279, KL div.: 0.617862, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3220 [D loss: 0.646804, acc.: 61.42%, KL div.: -0.043585] [G loss: 0.614616, KL div.: 0.614227, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3221 [D loss: 0.646285, acc.: 61.24%, KL div.: -0.044267] [G loss: 0.614350, KL div.: 0.613982, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3222 [D loss: 0.645896, acc.: 60.96%, KL div.: -0.045438] [G loss: 0.610915, KL div.: 0.610545, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3223 [D loss: 0.646153, acc.: 61.22%, KL div.: -0.045845] [G loss: 0.611347, KL div.: 0.610979, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3224 [D loss: 0.645516, acc.: 60.95%, KL div.: -0.045128] [G loss: 0.609178, KL div.: 0.608828, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3225 [D loss: 0.642814, acc.: 60.69%, KL div.: -0.045999] [G loss: 0.611714, KL div.: 0.611371, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3226 [D loss: 0.643520, acc.: 60.71%, KL div.: -0.046258] [G loss: 0.611343, KL div.: 0.610994, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3227 [D loss: 0.642205, acc.: 60.65%, KL div.: -0.046461] [G loss: 0.611801, KL div.: 0.611466, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3228 [D loss: 0.639408, acc.: 60.33%, KL div.: -0.046860] [G loss: 0.613341, KL div.: 0.613004, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
3229 [D loss: 0.638354, acc.: 60.32%, KL div.: -0.047206] [G loss: 0.613794, KL div.: 0.613453, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3230 [D loss: 0.637998, acc.: 60.21%, KL div.: -0.047060] [G loss: 0.612385, KL div.: 0.612034, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3231 [D loss: 0.636670, acc.: 60.04%, KL div.: -0.046625] [G loss: 0.613613, KL div.: 0.613272, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3232 [D loss: 0.637174, acc.: 59.92%, KL div.: -0.047256] [G loss: 0.613196, KL div.: 0.612824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3233 [D loss: 0.635271, acc.: 59.52%, KL div.: -0.045964] [G loss: 0.613424, KL div.: 0.613053, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
3234 [D loss: 0.638538, acc.: 60.02%, KL div.: -0.045453] [G loss: 0.612500, KL div.: 0.612123, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3235 [D loss: 0.636491, acc.: 59.62%, KL div.: -0.045841] [G loss: 0.611174, KL div.: 0.610787, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3236 [D loss: 0.637870, acc.: 59.69%, KL div.: -0.046786] [G loss: 0.608137, KL div.: 0.607739, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3237 [D loss: 0.638414, acc.: 59.47%, KL div.: -0.045407] [G loss: 0.606724, KL div.: 0.606309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3238 [D loss: 0.640850, acc.: 59.67%, KL div.: -0.045237] [G loss: 0.607072, KL div.: 0.606651, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3239 [D loss: 0.640081, acc.: 59.88%, KL div.: -0.046313] [G loss: 0.608245, KL div.: 0.607827, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3240 [D loss: 0.641029, acc.: 59.84%, KL div.: -0.046349] [G loss: 0.607265, KL div.: 0.606826, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3241 [D loss: 0.642459, acc.: 60.19%, KL div.: -0.046545] [G loss: 0.607639, KL div.: 0.607212, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3242 [D loss: 0.644378, acc.: 60.13%, KL div.: -0.045443] [G loss: 0.604024, KL div.: 0.603587, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3243 [D loss: 0.640226, acc.: 60.12%, KL div.: -0.047083] [G loss: 0.609308, KL div.: 0.608884, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3244 [D loss: 0.642598, acc.: 60.38%, KL div.: -0.047352] [G loss: 0.611092, KL div.: 0.610677, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3245 [D loss: 0.641034, acc.: 60.63%, KL div.: -0.047287] [G loss: 0.612558, KL div.: 0.612143, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3246 [D loss: 0.639496, acc.: 60.82%, KL div.: -0.047848] [G loss: 0.616705, KL div.: 0.616282, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
3247 [D loss: 0.636280, acc.: 60.70%, KL div.: -0.048559] [G loss: 0.620126, KL div.: 0.619710, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
3248 [D loss: 0.634508, acc.: 60.81%, KL div.: -0.048725] [G loss: 0.627197, KL div.: 0.626784, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3249 [D loss: 0.632734, acc.: 60.95%, KL div.: -0.048920] [G loss: 0.627919, KL div.: 0.627504, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3250 [D loss: 0.634843, acc.: 61.26%, KL div.: -0.048341] [G loss: 0.628841, KL div.: 0.628418, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3251 [D loss: 0.633945, acc.: 61.29%, KL div.: -0.048223] [G loss: 0.630526, KL div.: 0.630091, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3252 [D loss: 0.633352, acc.: 61.31%, KL div.: -0.048597] [G loss: 0.632201, KL div.: 0.631772, FID: 0.000000]
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3253 [D loss: 0.635056, acc.: 61.51%, KL div.: -0.047218] [G loss: 0.634771, KL div.: 0.634340, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3254 [D loss: 0.637789, acc.: 62.01%, KL div.: -0.047057] [G loss: 0.634195, KL div.: 0.633758, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3255 [D loss: 0.635919, acc.: 61.40%, KL div.: -0.046881] [G loss: 0.631692, KL div.: 0.631263, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3256 [D loss: 0.637582, acc.: 61.61%, KL div.: -0.047014] [G loss: 0.629163, KL div.: 0.628736, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
3257 [D loss: 0.638680, acc.: 61.60%, KL div.: -0.046999] [G loss: 0.627721, KL div.: 0.627305, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3258 [D loss: 0.640305, acc.: 61.67%, KL div.: -0.046346] [G loss: 0.627248, KL div.: 0.626823, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3259 [D loss: 0.640825, acc.: 61.45%, KL div.: -0.046787] [G loss: 0.623248, KL div.: 0.622831, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3260 [D loss: 0.644177, acc.: 61.68%, KL div.: -0.046827] [G loss: 0.619536, KL div.: 0.619134, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3261 [D loss: 0.644152, acc.: 61.47%, KL div.: -0.046591] [G loss: 0.618169, KL div.: 0.617784, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3262 [D loss: 0.646600, acc.: 61.55%, KL div.: -0.046442] [G loss: 0.613935, KL div.: 0.613546, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3263 [D loss: 0.645861, acc.: 61.36%, KL div.: -0.046242] [G loss: 0.613186, KL div.: 0.612818, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 10ms/step
3264 [D loss: 0.643896, acc.: 61.26%, KL div.: -0.048461] [G loss: 0.612192, KL div.: 0.611821, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
3265 [D loss: 0.645536, acc.: 61.22%, KL div.: -0.047804] [G loss: 0.611264, KL div.: 0.610910, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3266 [D loss: 0.643515, acc.: 61.13%, KL div.: -0.049079] [G loss: 0.612172, KL div.: 0.611826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3267 [D loss: 0.642280, acc.: 60.92%, KL div.: -0.048863] [G loss: 0.614214, KL div.: 0.613874, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3268 [D loss: 0.641804, acc.: 60.77%, KL div.: -0.048764] [G loss: 0.612323, KL div.: 0.611976, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3269 [D loss: 0.640269, acc.: 60.66%, KL div.: -0.049329] [G loss: 0.611912, KL div.: 0.611574, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3270 [D loss: 0.639123, acc.: 60.60%, KL div.: -0.049583] [G loss: 0.613773, KL div.: 0.613440, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3271 [D loss: 0.639517, acc.: 60.54%, KL div.: -0.048801] [G loss: 0.613157, KL div.: 0.612824, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3272 [D loss: 0.637210, acc.: 60.35%, KL div.: -0.048853] [G loss: 0.614963, KL div.: 0.614626, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3273 [D loss: 0.635579, acc.: 60.24%, KL div.: -0.049180] [G loss: 0.616549, KL div.: 0.616215, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3274 [D loss: 0.634496, acc.: 59.96%, KL div.: -0.048870] [G loss: 0.617283, KL div.: 0.616941, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
3275 [D loss: 0.633933, acc.: 59.89%, KL div.: -0.048826] [G loss: 0.616759, KL div.: 0.616408, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3276 [D loss: 0.634127, acc.: 59.78%, KL div.: -0.048896] [G loss: 0.615475, KL div.: 0.615114, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3277 [D loss: 0.635877, acc.: 59.78%, KL div.: -0.047861] [G loss: 0.613765, KL div.: 0.613397, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3278 [D loss: 0.634662, acc.: 59.54%, KL div.: -0.048087] [G loss: 0.612699, KL div.: 0.612325, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3279 [D loss: 0.633556, acc.: 59.35%, KL div.: -0.047333] [G loss: 0.613478, KL div.: 0.613095, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3280 [D loss: 0.638118, acc.: 59.53%, KL div.: -0.046434] [G loss: 0.608897, KL div.: 0.608500, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3281 [D loss: 0.637590, acc.: 59.71%, KL div.: -0.047222] [G loss: 0.609516, KL div.: 0.609119, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3282 [D loss: 0.638420, acc.: 59.63%, KL div.: -0.046476] [G loss: 0.607727, KL div.: 0.607332, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3283 [D loss: 0.642762, acc.: 59.85%, KL div.: -0.047290] [G loss: 0.603725, KL div.: 0.603305, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3284 [D loss: 0.640403, acc.: 59.78%, KL div.: -0.047444] [G loss: 0.606823, KL div.: 0.606413, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3285 [D loss: 0.639405, acc.: 59.78%, KL div.: -0.047128] [G loss: 0.606688, KL div.: 0.606284, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3286 [D loss: 0.640955, acc.: 59.77%, KL div.: -0.046730] [G loss: 0.604749, KL div.: 0.604335, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3287 [D loss: 0.643679, acc.: 60.18%, KL div.: -0.046998] [G loss: 0.606534, KL div.: 0.606144, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3288 [D loss: 0.639541, acc.: 60.29%, KL div.: -0.047380] [G loss: 0.610280, KL div.: 0.609882, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3289 [D loss: 0.638123, acc.: 60.33%, KL div.: -0.047840] [G loss: 0.613267, KL div.: 0.612872, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3290 [D loss: 0.640135, acc.: 60.73%, KL div.: -0.047897] [G loss: 0.615842, KL div.: 0.615443, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3291 [D loss: 0.638642, acc.: 60.77%, KL div.: -0.048015] [G loss: 0.619079, KL div.: 0.618671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3292 [D loss: 0.638278, acc.: 60.82%, KL div.: -0.047280] [G loss: 0.618022, KL div.: 0.617632, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
3293 [D loss: 0.637846, acc.: 60.87%, KL div.: -0.047234] [G loss: 0.621812, KL div.: 0.621416, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3294 [D loss: 0.638360, acc.: 61.10%, KL div.: -0.046437] [G loss: 0.624783, KL div.: 0.624387, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3295 [D loss: 0.639542, acc.: 61.23%, KL div.: -0.045895] [G loss: 0.622434, KL div.: 0.622037, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
3296 [D loss: 0.640233, acc.: 61.25%, KL div.: -0.045829] [G loss: 0.622183, KL div.: 0.621781, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3297 [D loss: 0.639307, acc.: 61.15%, KL div.: -0.045382] [G loss: 0.624049, KL div.: 0.623666, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3298 [D loss: 0.641342, acc.: 61.22%, KL div.: -0.045300] [G loss: 0.621838, KL div.: 0.621448, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3299 [D loss: 0.641030, acc.: 61.14%, KL div.: -0.045288] [G loss: 0.621083, KL div.: 0.620700, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 3s 110ms/step
4/4 [==============================] - 0s 35ms/step
3300 [D loss: 0.641665, acc.: 61.35%, KL div.: -0.045528] [G loss: 0.618425, KL div.: 0.618042, FID: 54.193841]
1/1 [==============================] - 0s 54ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3301 [D loss: 0.642441, acc.: 61.42%, KL div.: -0.044765] [G loss: 0.619444, KL div.: 0.619073, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3302 [D loss: 0.642685, acc.: 61.19%, KL div.: -0.045616] [G loss: 0.616076, KL div.: 0.615714, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3303 [D loss: 0.642280, acc.: 61.09%, KL div.: -0.045789] [G loss: 0.614853, KL div.: 0.614498, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
3304 [D loss: 0.642248, acc.: 61.19%, KL div.: -0.045294] [G loss: 0.615010, KL div.: 0.614660, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3305 [D loss: 0.641861, acc.: 60.92%, KL div.: -0.045238] [G loss: 0.614342, KL div.: 0.614003, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
3306 [D loss: 0.641783, acc.: 60.92%, KL div.: -0.045327] [G loss: 0.614411, KL div.: 0.614069, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3307 [D loss: 0.639895, acc.: 60.83%, KL div.: -0.046646] [G loss: 0.614654, KL div.: 0.614315, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
3308 [D loss: 0.640022, acc.: 60.77%, KL div.: -0.046062] [G loss: 0.615422, KL div.: 0.615091, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3309 [D loss: 0.639084, acc.: 60.61%, KL div.: -0.046474] [G loss: 0.616327, KL div.: 0.616008, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3310 [D loss: 0.638120, acc.: 60.31%, KL div.: -0.046361] [G loss: 0.614929, KL div.: 0.614620, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3311 [D loss: 0.637464, acc.: 60.37%, KL div.: -0.046293] [G loss: 0.615274, KL div.: 0.614954, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3312 [D loss: 0.637686, acc.: 60.37%, KL div.: -0.045631] [G loss: 0.615489, KL div.: 0.615178, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3313 [D loss: 0.636515, acc.: 60.24%, KL div.: -0.046284] [G loss: 0.616908, KL div.: 0.616591, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3314 [D loss: 0.635139, acc.: 60.03%, KL div.: -0.046303] [G loss: 0.616902, KL div.: 0.616580, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3315 [D loss: 0.633662, acc.: 59.80%, KL div.: -0.045221] [G loss: 0.617703, KL div.: 0.617375, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3316 [D loss: 0.634771, acc.: 59.74%, KL div.: -0.045561] [G loss: 0.616395, KL div.: 0.616055, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3317 [D loss: 0.634971, acc.: 59.50%, KL div.: -0.044649] [G loss: 0.616125, KL div.: 0.615779, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3318 [D loss: 0.635572, acc.: 59.51%, KL div.: -0.044717] [G loss: 0.614330, KL div.: 0.613972, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3319 [D loss: 0.636841, acc.: 59.33%, KL div.: -0.042972] [G loss: 0.613500, KL div.: 0.613131, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3320 [D loss: 0.638748, acc.: 59.40%, KL div.: -0.043958] [G loss: 0.608495, KL div.: 0.608112, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3321 [D loss: 0.639783, acc.: 59.15%, KL div.: -0.042371] [G loss: 0.606386, KL div.: 0.605992, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3322 [D loss: 0.642739, acc.: 59.17%, KL div.: -0.042301] [G loss: 0.601875, KL div.: 0.601460, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
3323 [D loss: 0.644028, acc.: 59.26%, KL div.: -0.042847] [G loss: 0.600706, KL div.: 0.600279, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3324 [D loss: 0.645240, acc.: 59.24%, KL div.: -0.042589] [G loss: 0.598400, KL div.: 0.597972, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3325 [D loss: 0.648262, acc.: 59.72%, KL div.: -0.043365] [G loss: 0.596586, KL div.: 0.596164, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 5ms/step
3326 [D loss: 0.647719, acc.: 59.58%, KL div.: -0.042985] [G loss: 0.597872, KL div.: 0.597450, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3327 [D loss: 0.648307, acc.: 59.70%, KL div.: -0.043748] [G loss: 0.597759, KL div.: 0.597342, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
3328 [D loss: 0.649203, acc.: 59.71%, KL div.: -0.044023] [G loss: 0.596224, KL div.: 0.595815, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3329 [D loss: 0.650104, acc.: 60.30%, KL div.: -0.045102] [G loss: 0.599027, KL div.: 0.598621, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3330 [D loss: 0.647209, acc.: 60.31%, KL div.: -0.045667] [G loss: 0.604110, KL div.: 0.603713, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3331 [D loss: 0.646211, acc.: 60.36%, KL div.: -0.045947] [G loss: 0.605405, KL div.: 0.605012, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3332 [D loss: 0.644970, acc.: 60.45%, KL div.: -0.045726] [G loss: 0.610328, KL div.: 0.609935, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3333 [D loss: 0.643995, acc.: 60.83%, KL div.: -0.046893] [G loss: 0.614227, KL div.: 0.613842, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3334 [D loss: 0.641651, acc.: 60.79%, KL div.: -0.046601] [G loss: 0.617882, KL div.: 0.617498, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
3335 [D loss: 0.641413, acc.: 60.96%, KL div.: -0.047359] [G loss: 0.620646, KL div.: 0.620260, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3336 [D loss: 0.642159, acc.: 61.18%, KL div.: -0.045417] [G loss: 0.621064, KL div.: 0.620681, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3337 [D loss: 0.641045, acc.: 61.25%, KL div.: -0.046098] [G loss: 0.623507, KL div.: 0.623121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3338 [D loss: 0.638658, acc.: 61.07%, KL div.: -0.045689] [G loss: 0.627222, KL div.: 0.626827, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3339 [D loss: 0.639893, acc.: 61.08%, KL div.: -0.045746] [G loss: 0.627033, KL div.: 0.626645, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
3340 [D loss: 0.640141, acc.: 61.11%, KL div.: -0.045327] [G loss: 0.627021, KL div.: 0.626634, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3341 [D loss: 0.642591, acc.: 61.33%, KL div.: -0.045204] [G loss: 0.625620, KL div.: 0.625237, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3342 [D loss: 0.641500, acc.: 61.28%, KL div.: -0.044722] [G loss: 0.628144, KL div.: 0.627743, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3343 [D loss: 0.640766, acc.: 61.10%, KL div.: -0.044093] [G loss: 0.629830, KL div.: 0.629439, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3344 [D loss: 0.641998, acc.: 61.01%, KL div.: -0.044216] [G loss: 0.623798, KL div.: 0.623411, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3345 [D loss: 0.643075, acc.: 61.23%, KL div.: -0.044571] [G loss: 0.623891, KL div.: 0.623500, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3346 [D loss: 0.643054, acc.: 61.16%, KL div.: -0.044374] [G loss: 0.623139, KL div.: 0.622759, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3347 [D loss: 0.643811, acc.: 61.18%, KL div.: -0.044750] [G loss: 0.618659, KL div.: 0.618289, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3348 [D loss: 0.642863, acc.: 60.88%, KL div.: -0.045373] [G loss: 0.619350, KL div.: 0.618984, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3349 [D loss: 0.641310, acc.: 60.49%, KL div.: -0.044493] [G loss: 0.617681, KL div.: 0.617313, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3350 [D loss: 0.642858, acc.: 60.69%, KL div.: -0.045514] [G loss: 0.614847, KL div.: 0.614491, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3351 [D loss: 0.640786, acc.: 60.52%, KL div.: -0.045723] [G loss: 0.616947, KL div.: 0.616586, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3352 [D loss: 0.641279, acc.: 60.59%, KL div.: -0.045878] [G loss: 0.614255, KL div.: 0.613899, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3353 [D loss: 0.640567, acc.: 60.38%, KL div.: -0.046420] [G loss: 0.613857, KL div.: 0.613501, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3354 [D loss: 0.639733, acc.: 60.09%, KL div.: -0.047122] [G loss: 0.610355, KL div.: 0.609997, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3355 [D loss: 0.641024, acc.: 60.33%, KL div.: -0.046919] [G loss: 0.609882, KL div.: 0.609530, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3356 [D loss: 0.639387, acc.: 60.02%, KL div.: -0.047104] [G loss: 0.609240, KL div.: 0.608877, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 11ms/step
3357 [D loss: 0.638136, acc.: 59.77%, KL div.: -0.047375] [G loss: 0.609789, KL div.: 0.609436, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3358 [D loss: 0.639843, acc.: 59.84%, KL div.: -0.046631] [G loss: 0.607577, KL div.: 0.607224, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3359 [D loss: 0.639540, acc.: 59.81%, KL div.: -0.047379] [G loss: 0.607072, KL div.: 0.606703, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3360 [D loss: 0.639508, acc.: 59.71%, KL div.: -0.046595] [G loss: 0.605985, KL div.: 0.605626, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3361 [D loss: 0.639694, acc.: 59.80%, KL div.: -0.046810] [G loss: 0.605771, KL div.: 0.605399, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3362 [D loss: 0.639780, acc.: 59.71%, KL div.: -0.046784] [G loss: 0.605054, KL div.: 0.604681, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3363 [D loss: 0.640005, acc.: 59.65%, KL div.: -0.046433] [G loss: 0.604582, KL div.: 0.604206, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
3364 [D loss: 0.641982, acc.: 59.67%, KL div.: -0.046561] [G loss: 0.601981, KL div.: 0.601593, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 5ms/step
3365 [D loss: 0.640788, acc.: 59.84%, KL div.: -0.046512] [G loss: 0.604282, KL div.: 0.603895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3366 [D loss: 0.641225, acc.: 59.94%, KL div.: -0.047730] [G loss: 0.603120, KL div.: 0.602728, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3367 [D loss: 0.640930, acc.: 60.07%, KL div.: -0.047124] [G loss: 0.604375, KL div.: 0.603998, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3368 [D loss: 0.641217, acc.: 60.23%, KL div.: -0.047471] [G loss: 0.606750, KL div.: 0.606374, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3369 [D loss: 0.640360, acc.: 60.16%, KL div.: -0.047627] [G loss: 0.607463, KL div.: 0.607081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3370 [D loss: 0.638736, acc.: 60.15%, KL div.: -0.048709] [G loss: 0.607967, KL div.: 0.607593, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3371 [D loss: 0.638426, acc.: 60.31%, KL div.: -0.047310] [G loss: 0.612201, KL div.: 0.611820, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3372 [D loss: 0.639281, acc.: 60.45%, KL div.: -0.047084] [G loss: 0.613151, KL div.: 0.612774, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3373 [D loss: 0.639031, acc.: 60.67%, KL div.: -0.047460] [G loss: 0.615900, KL div.: 0.615522, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3374 [D loss: 0.638992, acc.: 60.74%, KL div.: -0.046558] [G loss: 0.618493, KL div.: 0.618111, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3375 [D loss: 0.637481, acc.: 60.81%, KL div.: -0.047245] [G loss: 0.620292, KL div.: 0.619904, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 18ms/step
3376 [D loss: 0.638327, acc.: 61.02%, KL div.: -0.046322] [G loss: 0.621990, KL div.: 0.621598, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3377 [D loss: 0.635381, acc.: 60.88%, KL div.: -0.046400] [G loss: 0.626007, KL div.: 0.625610, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3378 [D loss: 0.636451, acc.: 61.20%, KL div.: -0.046671] [G loss: 0.627133, KL div.: 0.626737, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3379 [D loss: 0.635848, acc.: 61.18%, KL div.: -0.045030] [G loss: 0.629008, KL div.: 0.628609, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3380 [D loss: 0.635585, acc.: 61.19%, KL div.: -0.045544] [G loss: 0.630219, KL div.: 0.629823, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3381 [D loss: 0.638387, acc.: 61.29%, KL div.: -0.043718] [G loss: 0.629807, KL div.: 0.629410, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3382 [D loss: 0.637068, acc.: 61.26%, KL div.: -0.043788] [G loss: 0.631875, KL div.: 0.631473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3383 [D loss: 0.640932, acc.: 61.53%, KL div.: -0.043809] [G loss: 0.628145, KL div.: 0.627748, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3384 [D loss: 0.638548, acc.: 61.30%, KL div.: -0.043651] [G loss: 0.630038, KL div.: 0.629647, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3385 [D loss: 0.639907, acc.: 61.26%, KL div.: -0.043072] [G loss: 0.626704, KL div.: 0.626317, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3386 [D loss: 0.641598, acc.: 61.35%, KL div.: -0.042567] [G loss: 0.624349, KL div.: 0.623964, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
3387 [D loss: 0.643196, acc.: 61.46%, KL div.: -0.043256] [G loss: 0.621807, KL div.: 0.621428, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3388 [D loss: 0.643903, acc.: 61.36%, KL div.: -0.043523] [G loss: 0.620086, KL div.: 0.619719, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3389 [D loss: 0.646310, acc.: 61.48%, KL div.: -0.042334] [G loss: 0.618172, KL div.: 0.617817, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3390 [D loss: 0.644416, acc.: 61.31%, KL div.: -0.044437] [G loss: 0.618412, KL div.: 0.618058, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3391 [D loss: 0.645954, acc.: 61.54%, KL div.: -0.044105] [G loss: 0.616064, KL div.: 0.615719, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3392 [D loss: 0.645038, acc.: 61.24%, KL div.: -0.044759] [G loss: 0.615303, KL div.: 0.614966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3393 [D loss: 0.644591, acc.: 61.04%, KL div.: -0.044763] [G loss: 0.613203, KL div.: 0.612884, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 28ms/step
3394 [D loss: 0.643703, acc.: 61.06%, KL div.: -0.045453] [G loss: 0.614129, KL div.: 0.613798, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3395 [D loss: 0.643928, acc.: 60.93%, KL div.: -0.044736] [G loss: 0.613004, KL div.: 0.612692, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3396 [D loss: 0.643621, acc.: 60.96%, KL div.: -0.045805] [G loss: 0.613929, KL div.: 0.613608, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3397 [D loss: 0.643415, acc.: 60.93%, KL div.: -0.045510] [G loss: 0.613866, KL div.: 0.613547, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3398 [D loss: 0.643365, acc.: 60.87%, KL div.: -0.045055] [G loss: 0.613325, KL div.: 0.613004, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3399 [D loss: 0.641807, acc.: 60.56%, KL div.: -0.045318] [G loss: 0.613140, KL div.: 0.612821, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 3s 75ms/step
4/4 [==============================] - 0s 26ms/step
3400 [D loss: 0.641478, acc.: 60.51%, KL div.: -0.045506] [G loss: 0.613948, KL div.: 0.613629, FID: 40.296389]
1/1 [==============================] - 0s 50ms/step
4/4 [==============================] - 0s 84ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3401 [D loss: 0.640904, acc.: 60.44%, KL div.: -0.045378] [G loss: 0.614471, KL div.: 0.614142, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3402 [D loss: 0.640154, acc.: 60.31%, KL div.: -0.044822] [G loss: 0.613564, KL div.: 0.613228, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3403 [D loss: 0.640784, acc.: 60.31%, KL div.: -0.045481] [G loss: 0.613012, KL div.: 0.612678, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3404 [D loss: 0.639917, acc.: 60.08%, KL div.: -0.045250] [G loss: 0.612219, KL div.: 0.611876, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3405 [D loss: 0.641297, acc.: 60.13%, KL div.: -0.045227] [G loss: 0.610959, KL div.: 0.610602, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3406 [D loss: 0.641898, acc.: 60.20%, KL div.: -0.044887] [G loss: 0.611662, KL div.: 0.611300, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
3407 [D loss: 0.643157, acc.: 60.22%, KL div.: -0.044640] [G loss: 0.610038, KL div.: 0.609681, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3408 [D loss: 0.642623, acc.: 60.22%, KL div.: -0.044869] [G loss: 0.612021, KL div.: 0.611661, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3409 [D loss: 0.642410, acc.: 60.02%, KL div.: -0.044580] [G loss: 0.610778, KL div.: 0.610398, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3410 [D loss: 0.642783, acc.: 60.38%, KL div.: -0.045203] [G loss: 0.611482, KL div.: 0.611105, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3411 [D loss: 0.642951, acc.: 60.31%, KL div.: -0.044480] [G loss: 0.612249, KL div.: 0.611873, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3412 [D loss: 0.642715, acc.: 60.39%, KL div.: -0.045367] [G loss: 0.613732, KL div.: 0.613346, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3413 [D loss: 0.642649, acc.: 60.57%, KL div.: -0.044446] [G loss: 0.614856, KL div.: 0.614471, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3414 [D loss: 0.642936, acc.: 60.60%, KL div.: -0.043923] [G loss: 0.616882, KL div.: 0.616480, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3415 [D loss: 0.640661, acc.: 60.58%, KL div.: -0.044768] [G loss: 0.619058, KL div.: 0.618669, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3416 [D loss: 0.642381, acc.: 60.77%, KL div.: -0.043992] [G loss: 0.620428, KL div.: 0.620035, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3417 [D loss: 0.640194, acc.: 60.71%, KL div.: -0.044144] [G loss: 0.622160, KL div.: 0.621761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 8ms/step
3418 [D loss: 0.642283, acc.: 61.00%, KL div.: -0.043834] [G loss: 0.622713, KL div.: 0.622315, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 25ms/step
3419 [D loss: 0.640199, acc.: 60.96%, KL div.: -0.043655] [G loss: 0.624741, KL div.: 0.624331, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3420 [D loss: 0.641658, acc.: 60.94%, KL div.: -0.042519] [G loss: 0.623007, KL div.: 0.622604, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3421 [D loss: 0.640831, acc.: 60.98%, KL div.: -0.043492] [G loss: 0.625165, KL div.: 0.624755, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3422 [D loss: 0.642538, acc.: 61.08%, KL div.: -0.042407] [G loss: 0.624206, KL div.: 0.623805, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
3423 [D loss: 0.643000, acc.: 61.11%, KL div.: -0.042040] [G loss: 0.624781, KL div.: 0.624377, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
3424 [D loss: 0.644457, acc.: 61.35%, KL div.: -0.042146] [G loss: 0.625846, KL div.: 0.625440, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3425 [D loss: 0.643358, acc.: 60.98%, KL div.: -0.041861] [G loss: 0.621066, KL div.: 0.620672, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3426 [D loss: 0.646503, acc.: 61.28%, KL div.: -0.041223] [G loss: 0.619561, KL div.: 0.619174, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3427 [D loss: 0.648329, acc.: 61.25%, KL div.: -0.041262] [G loss: 0.616295, KL div.: 0.615911, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3428 [D loss: 0.647467, acc.: 61.02%, KL div.: -0.041369] [G loss: 0.613945, KL div.: 0.613567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3429 [D loss: 0.647520, acc.: 60.77%, KL div.: -0.041438] [G loss: 0.610910, KL div.: 0.610536, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3430 [D loss: 0.648481, acc.: 60.88%, KL div.: -0.041989] [G loss: 0.611113, KL div.: 0.610749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3431 [D loss: 0.647298, acc.: 60.63%, KL div.: -0.042772] [G loss: 0.607538, KL div.: 0.607184, FID: 0.000000]
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3432 [D loss: 0.646140, acc.: 60.54%, KL div.: -0.043203] [G loss: 0.609153, KL div.: 0.608804, FID: 0.000000]
4/4 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3433 [D loss: 0.645103, acc.: 60.31%, KL div.: -0.043275] [G loss: 0.607593, KL div.: 0.607263, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3434 [D loss: 0.645103, acc.: 60.52%, KL div.: -0.044375] [G loss: 0.608511, KL div.: 0.608176, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3435 [D loss: 0.644667, acc.: 60.40%, KL div.: -0.044167] [G loss: 0.608532, KL div.: 0.608213, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
3436 [D loss: 0.643250, acc.: 60.24%, KL div.: -0.044421] [G loss: 0.609217, KL div.: 0.608898, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3437 [D loss: 0.642402, acc.: 60.31%, KL div.: -0.045239] [G loss: 0.609047, KL div.: 0.608729, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3438 [D loss: 0.641449, acc.: 60.10%, KL div.: -0.045192] [G loss: 0.608454, KL div.: 0.608137, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
3439 [D loss: 0.640415, acc.: 60.07%, KL div.: -0.045286] [G loss: 0.612259, KL div.: 0.611938, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3440 [D loss: 0.638864, acc.: 59.83%, KL div.: -0.044470] [G loss: 0.611376, KL div.: 0.611048, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3441 [D loss: 0.638221, acc.: 59.79%, KL div.: -0.045772] [G loss: 0.611862, KL div.: 0.611537, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3442 [D loss: 0.636843, acc.: 59.57%, KL div.: -0.045336] [G loss: 0.612498, KL div.: 0.612150, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3443 [D loss: 0.637569, acc.: 59.59%, KL div.: -0.045258] [G loss: 0.611859, KL div.: 0.611511, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3444 [D loss: 0.638950, acc.: 59.37%, KL div.: -0.044016] [G loss: 0.608333, KL div.: 0.607971, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3445 [D loss: 0.639941, acc.: 59.51%, KL div.: -0.044197] [G loss: 0.608903, KL div.: 0.608536, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3446 [D loss: 0.639747, acc.: 59.54%, KL div.: -0.044563] [G loss: 0.607724, KL div.: 0.607361, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3447 [D loss: 0.640991, acc.: 59.62%, KL div.: -0.043689] [G loss: 0.607240, KL div.: 0.606859, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3448 [D loss: 0.641307, acc.: 59.58%, KL div.: -0.044743] [G loss: 0.605350, KL div.: 0.604979, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3449 [D loss: 0.641008, acc.: 59.40%, KL div.: -0.043226] [G loss: 0.605582, KL div.: 0.605209, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3450 [D loss: 0.641917, acc.: 59.69%, KL div.: -0.044595] [G loss: 0.606222, KL div.: 0.605844, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
3451 [D loss: 0.641337, acc.: 59.60%, KL div.: -0.044132] [G loss: 0.607158, KL div.: 0.606776, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3452 [D loss: 0.643808, acc.: 59.75%, KL div.: -0.044347] [G loss: 0.604281, KL div.: 0.603879, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3453 [D loss: 0.642778, acc.: 59.84%, KL div.: -0.044535] [G loss: 0.604823, KL div.: 0.604418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3454 [D loss: 0.641788, acc.: 59.91%, KL div.: -0.045786] [G loss: 0.606899, KL div.: 0.606505, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3455 [D loss: 0.642524, acc.: 60.06%, KL div.: -0.045232] [G loss: 0.608993, KL div.: 0.608593, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3456 [D loss: 0.642985, acc.: 60.23%, KL div.: -0.045021] [G loss: 0.609463, KL div.: 0.609074, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3457 [D loss: 0.642144, acc.: 60.44%, KL div.: -0.045360] [G loss: 0.611569, KL div.: 0.611174, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
3458 [D loss: 0.642722, acc.: 60.54%, KL div.: -0.044717] [G loss: 0.612967, KL div.: 0.612584, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3459 [D loss: 0.641935, acc.: 60.60%, KL div.: -0.045070] [G loss: 0.615537, KL div.: 0.615138, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3460 [D loss: 0.642437, acc.: 60.74%, KL div.: -0.044844] [G loss: 0.617802, KL div.: 0.617407, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3461 [D loss: 0.641868, acc.: 60.75%, KL div.: -0.044119] [G loss: 0.619061, KL div.: 0.618664, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3462 [D loss: 0.642000, acc.: 60.97%, KL div.: -0.044294] [G loss: 0.621037, KL div.: 0.620646, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3463 [D loss: 0.642160, acc.: 61.14%, KL div.: -0.044317] [G loss: 0.621162, KL div.: 0.620772, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3464 [D loss: 0.640468, acc.: 61.01%, KL div.: -0.044570] [G loss: 0.623784, KL div.: 0.623383, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3465 [D loss: 0.642653, acc.: 61.19%, KL div.: -0.043652] [G loss: 0.622519, KL div.: 0.622127, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
3466 [D loss: 0.641835, acc.: 61.05%, KL div.: -0.042971] [G loss: 0.624159, KL div.: 0.623772, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3467 [D loss: 0.644928, acc.: 61.34%, KL div.: -0.041666] [G loss: 0.621657, KL div.: 0.621276, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3468 [D loss: 0.645403, acc.: 61.30%, KL div.: -0.042807] [G loss: 0.619874, KL div.: 0.619495, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3469 [D loss: 0.644489, acc.: 61.13%, KL div.: -0.042623] [G loss: 0.619560, KL div.: 0.619179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 5ms/step
3470 [D loss: 0.643745, acc.: 61.18%, KL div.: -0.043813] [G loss: 0.621537, KL div.: 0.621176, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3471 [D loss: 0.646030, acc.: 61.41%, KL div.: -0.042740] [G loss: 0.619676, KL div.: 0.619325, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3472 [D loss: 0.644252, acc.: 61.16%, KL div.: -0.043784] [G loss: 0.619407, KL div.: 0.619056, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3473 [D loss: 0.646572, acc.: 61.42%, KL div.: -0.043793] [G loss: 0.616707, KL div.: 0.616361, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 10ms/step
3474 [D loss: 0.643930, acc.: 61.07%, KL div.: -0.045060] [G loss: 0.616169, KL div.: 0.615831, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3475 [D loss: 0.642265, acc.: 61.07%, KL div.: -0.045419] [G loss: 0.617620, KL div.: 0.617288, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3476 [D loss: 0.642041, acc.: 60.92%, KL div.: -0.044493] [G loss: 0.616690, KL div.: 0.616360, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3477 [D loss: 0.641775, acc.: 60.84%, KL div.: -0.045412] [G loss: 0.615451, KL div.: 0.615131, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3478 [D loss: 0.640228, acc.: 60.63%, KL div.: -0.045535] [G loss: 0.616647, KL div.: 0.616327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3479 [D loss: 0.638084, acc.: 60.36%, KL div.: -0.045631] [G loss: 0.617671, KL div.: 0.617347, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3480 [D loss: 0.639300, acc.: 60.47%, KL div.: -0.045001] [G loss: 0.615836, KL div.: 0.615512, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3481 [D loss: 0.637525, acc.: 60.21%, KL div.: -0.045774] [G loss: 0.616891, KL div.: 0.616563, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3482 [D loss: 0.638011, acc.: 60.14%, KL div.: -0.045063] [G loss: 0.617074, KL div.: 0.616735, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 15ms/step
3483 [D loss: 0.637906, acc.: 60.00%, KL div.: -0.044902] [G loss: 0.616059, KL div.: 0.615714, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3484 [D loss: 0.639133, acc.: 59.90%, KL div.: -0.044596] [G loss: 0.614185, KL div.: 0.613839, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3485 [D loss: 0.639066, acc.: 59.80%, KL div.: -0.044697] [G loss: 0.613248, KL div.: 0.612881, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3486 [D loss: 0.639936, acc.: 59.68%, KL div.: -0.043965] [G loss: 0.612263, KL div.: 0.611892, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3487 [D loss: 0.641420, acc.: 59.92%, KL div.: -0.044474] [G loss: 0.610162, KL div.: 0.609788, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3488 [D loss: 0.642372, acc.: 59.75%, KL div.: -0.043947] [G loss: 0.607541, KL div.: 0.607151, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3489 [D loss: 0.643052, acc.: 59.79%, KL div.: -0.044349] [G loss: 0.606641, KL div.: 0.606242, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3490 [D loss: 0.645289, acc.: 59.73%, KL div.: -0.043794] [G loss: 0.603231, KL div.: 0.602825, FID: 0.000000]
4/4 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3491 [D loss: 0.644736, acc.: 59.81%, KL div.: -0.044465] [G loss: 0.603331, KL div.: 0.602913, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3492 [D loss: 0.647592, acc.: 60.04%, KL div.: -0.044291] [G loss: 0.601185, KL div.: 0.600775, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3493 [D loss: 0.647346, acc.: 59.91%, KL div.: -0.043689] [G loss: 0.604249, KL div.: 0.603831, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3494 [D loss: 0.647616, acc.: 60.43%, KL div.: -0.043719] [G loss: 0.605180, KL div.: 0.604777, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3495 [D loss: 0.647239, acc.: 60.61%, KL div.: -0.044076] [G loss: 0.610450, KL div.: 0.610043, FID: 0.000000]
4/4 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3496 [D loss: 0.644539, acc.: 60.38%, KL div.: -0.044451] [G loss: 0.610556, KL div.: 0.610156, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3497 [D loss: 0.642612, acc.: 60.53%, KL div.: -0.045278] [G loss: 0.615517, KL div.: 0.615116, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3498 [D loss: 0.642573, acc.: 60.82%, KL div.: -0.043674] [G loss: 0.619725, KL div.: 0.619315, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3499 [D loss: 0.640270, acc.: 60.84%, KL div.: -0.044588] [G loss: 0.624850, KL div.: 0.624442, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 3s 98ms/step
4/4 [==============================] - 0s 34ms/step
3500 [D loss: 0.641999, acc.: 61.02%, KL div.: -0.043241] [G loss: 0.624443, KL div.: 0.624027, FID: 75.083984]
1/1 [==============================] - 0s 41ms/step
4/4 [==============================] - 0s 56ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3501 [D loss: 0.638853, acc.: 60.90%, KL div.: -0.043341] [G loss: 0.629513, KL div.: 0.629102, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3502 [D loss: 0.640116, acc.: 61.04%, KL div.: -0.041872] [G loss: 0.628929, KL div.: 0.628511, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3503 [D loss: 0.640264, acc.: 61.01%, KL div.: -0.041061] [G loss: 0.628044, KL div.: 0.627632, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3504 [D loss: 0.643016, acc.: 61.40%, KL div.: -0.040772] [G loss: 0.628111, KL div.: 0.627691, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3505 [D loss: 0.642328, acc.: 61.05%, KL div.: -0.040943] [G loss: 0.627876, KL div.: 0.627469, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3506 [D loss: 0.645012, acc.: 61.29%, KL div.: -0.039836] [G loss: 0.623856, KL div.: 0.623456, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3507 [D loss: 0.645305, acc.: 61.30%, KL div.: -0.039933] [G loss: 0.621891, KL div.: 0.621505, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3508 [D loss: 0.646375, acc.: 61.19%, KL div.: -0.039644] [G loss: 0.618409, KL div.: 0.618022, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3509 [D loss: 0.648566, acc.: 61.22%, KL div.: -0.040604] [G loss: 0.614996, KL div.: 0.614619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3510 [D loss: 0.648440, acc.: 61.24%, KL div.: -0.040727] [G loss: 0.613920, KL div.: 0.613557, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3511 [D loss: 0.646777, acc.: 60.90%, KL div.: -0.041868] [G loss: 0.613506, KL div.: 0.613157, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3512 [D loss: 0.646821, acc.: 60.81%, KL div.: -0.041653] [G loss: 0.610452, KL div.: 0.610110, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3513 [D loss: 0.646535, acc.: 60.59%, KL div.: -0.042111] [G loss: 0.608634, KL div.: 0.608303, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3514 [D loss: 0.647033, acc.: 60.78%, KL div.: -0.042906] [G loss: 0.607644, KL div.: 0.607325, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3515 [D loss: 0.645612, acc.: 60.43%, KL div.: -0.042957] [G loss: 0.607903, KL div.: 0.607590, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3516 [D loss: 0.642291, acc.: 60.30%, KL div.: -0.044574] [G loss: 0.610564, KL div.: 0.610246, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3517 [D loss: 0.641439, acc.: 60.26%, KL div.: -0.044726] [G loss: 0.610755, KL div.: 0.610438, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3518 [D loss: 0.642132, acc.: 60.22%, KL div.: -0.045132] [G loss: 0.611440, KL div.: 0.611130, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3519 [D loss: 0.641506, acc.: 60.20%, KL div.: -0.044812] [G loss: 0.611539, KL div.: 0.611220, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3520 [D loss: 0.638363, acc.: 59.88%, KL div.: -0.044572] [G loss: 0.613086, KL div.: 0.612764, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3521 [D loss: 0.638812, acc.: 59.96%, KL div.: -0.045284] [G loss: 0.612989, KL div.: 0.612662, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3522 [D loss: 0.639607, acc.: 59.78%, KL div.: -0.043977] [G loss: 0.612208, KL div.: 0.611874, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3523 [D loss: 0.638876, acc.: 59.69%, KL div.: -0.044031] [G loss: 0.612094, KL div.: 0.611753, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3524 [D loss: 0.637811, acc.: 59.51%, KL div.: -0.044031] [G loss: 0.611585, KL div.: 0.611225, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3525 [D loss: 0.638702, acc.: 59.57%, KL div.: -0.043898] [G loss: 0.610964, KL div.: 0.610599, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3526 [D loss: 0.640210, acc.: 59.64%, KL div.: -0.043414] [G loss: 0.608959, KL div.: 0.608596, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3527 [D loss: 0.639869, acc.: 59.39%, KL div.: -0.043913] [G loss: 0.607626, KL div.: 0.607241, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3528 [D loss: 0.642406, acc.: 59.50%, KL div.: -0.043373] [G loss: 0.603911, KL div.: 0.603519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3529 [D loss: 0.643538, acc.: 59.57%, KL div.: -0.042444] [G loss: 0.604570, KL div.: 0.604183, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3530 [D loss: 0.645327, acc.: 59.72%, KL div.: -0.044054] [G loss: 0.603291, KL div.: 0.602889, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3531 [D loss: 0.644189, acc.: 59.98%, KL div.: -0.045290] [G loss: 0.605089, KL div.: 0.604699, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3532 [D loss: 0.642352, acc.: 59.78%, KL div.: -0.044430] [G loss: 0.606801, KL div.: 0.606397, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3533 [D loss: 0.642504, acc.: 59.95%, KL div.: -0.044846] [G loss: 0.608478, KL div.: 0.608073, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3534 [D loss: 0.641802, acc.: 60.00%, KL div.: -0.045073] [G loss: 0.610713, KL div.: 0.610302, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3535 [D loss: 0.642373, acc.: 60.46%, KL div.: -0.045473] [G loss: 0.613022, KL div.: 0.612636, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3536 [D loss: 0.640530, acc.: 60.47%, KL div.: -0.045568] [G loss: 0.617598, KL div.: 0.617201, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3537 [D loss: 0.640965, acc.: 60.72%, KL div.: -0.045565] [G loss: 0.619381, KL div.: 0.618974, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3538 [D loss: 0.640819, acc.: 60.90%, KL div.: -0.044542] [G loss: 0.622203, KL div.: 0.621800, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
3539 [D loss: 0.638911, acc.: 60.73%, KL div.: -0.044755] [G loss: 0.623663, KL div.: 0.623253, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3540 [D loss: 0.638242, acc.: 60.77%, KL div.: -0.043986] [G loss: 0.627572, KL div.: 0.627159, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3541 [D loss: 0.638964, acc.: 61.04%, KL div.: -0.043568] [G loss: 0.631814, KL div.: 0.631377, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3542 [D loss: 0.639986, acc.: 61.27%, KL div.: -0.042950] [G loss: 0.630507, KL div.: 0.630087, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3543 [D loss: 0.640625, acc.: 61.29%, KL div.: -0.043161] [G loss: 0.631964, KL div.: 0.631527, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3544 [D loss: 0.641407, acc.: 61.33%, KL div.: -0.041902] [G loss: 0.629867, KL div.: 0.629431, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3545 [D loss: 0.643806, acc.: 61.46%, KL div.: -0.041549] [G loss: 0.628162, KL div.: 0.627737, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3546 [D loss: 0.646553, acc.: 61.50%, KL div.: -0.041049] [G loss: 0.626609, KL div.: 0.626174, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3547 [D loss: 0.647943, acc.: 61.50%, KL div.: -0.040930] [G loss: 0.621975, KL div.: 0.621567, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3548 [D loss: 0.651899, acc.: 61.83%, KL div.: -0.041923] [G loss: 0.616110, KL div.: 0.615711, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3549 [D loss: 0.650654, acc.: 61.34%, KL div.: -0.042067] [G loss: 0.612350, KL div.: 0.611967, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3550 [D loss: 0.651446, acc.: 61.52%, KL div.: -0.043180] [G loss: 0.610851, KL div.: 0.610480, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3551 [D loss: 0.650299, acc.: 61.23%, KL div.: -0.043211] [G loss: 0.608783, KL div.: 0.608441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3552 [D loss: 0.649733, acc.: 61.25%, KL div.: -0.044279] [G loss: 0.608789, KL div.: 0.608465, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3553 [D loss: 0.649347, acc.: 61.25%, KL div.: -0.045149] [G loss: 0.608884, KL div.: 0.608570, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3554 [D loss: 0.648379, acc.: 61.19%, KL div.: -0.045572] [G loss: 0.608040, KL div.: 0.607738, FID: 0.000000]
4/4 [==============================] - 0s 42ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3555 [D loss: 0.644955, acc.: 60.92%, KL div.: -0.046958] [G loss: 0.609646, KL div.: 0.609349, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3556 [D loss: 0.642828, acc.: 60.77%, KL div.: -0.047527] [G loss: 0.611238, KL div.: 0.610939, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3557 [D loss: 0.640709, acc.: 60.59%, KL div.: -0.047969] [G loss: 0.613090, KL div.: 0.612803, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3558 [D loss: 0.638298, acc.: 60.36%, KL div.: -0.048198] [G loss: 0.615489, KL div.: 0.615202, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3559 [D loss: 0.636296, acc.: 60.31%, KL div.: -0.048130] [G loss: 0.618057, KL div.: 0.617766, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3560 [D loss: 0.635556, acc.: 60.14%, KL div.: -0.048264] [G loss: 0.619351, KL div.: 0.619056, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3561 [D loss: 0.633713, acc.: 59.98%, KL div.: -0.047758] [G loss: 0.618984, KL div.: 0.618674, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
3562 [D loss: 0.631917, acc.: 59.72%, KL div.: -0.048166] [G loss: 0.619675, KL div.: 0.619365, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3563 [D loss: 0.633116, acc.: 59.59%, KL div.: -0.046396] [G loss: 0.617832, KL div.: 0.617507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3564 [D loss: 0.631412, acc.: 59.27%, KL div.: -0.046691] [G loss: 0.619131, KL div.: 0.618782, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3565 [D loss: 0.636182, acc.: 59.61%, KL div.: -0.045980] [G loss: 0.615078, KL div.: 0.614729, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3566 [D loss: 0.634503, acc.: 59.12%, KL div.: -0.045318] [G loss: 0.613889, KL div.: 0.613522, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3567 [D loss: 0.637149, acc.: 59.39%, KL div.: -0.045641] [G loss: 0.609973, KL div.: 0.609593, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3568 [D loss: 0.640004, acc.: 59.20%, KL div.: -0.044972] [G loss: 0.606033, KL div.: 0.605640, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
3569 [D loss: 0.640541, acc.: 59.21%, KL div.: -0.044818] [G loss: 0.605538, KL div.: 0.605141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 14ms/step
3570 [D loss: 0.646261, acc.: 59.81%, KL div.: -0.045473] [G loss: 0.599780, KL div.: 0.599381, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3571 [D loss: 0.645490, acc.: 59.45%, KL div.: -0.044438] [G loss: 0.599743, KL div.: 0.599338, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
3572 [D loss: 0.647697, acc.: 59.61%, KL div.: -0.045293] [G loss: 0.595672, KL div.: 0.595268, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3573 [D loss: 0.646043, acc.: 59.82%, KL div.: -0.046084] [G loss: 0.601049, KL div.: 0.600643, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3574 [D loss: 0.645522, acc.: 60.04%, KL div.: -0.045793] [G loss: 0.602606, KL div.: 0.602216, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3575 [D loss: 0.644574, acc.: 60.11%, KL div.: -0.046260] [G loss: 0.603492, KL div.: 0.603090, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3576 [D loss: 0.644797, acc.: 60.49%, KL div.: -0.046340] [G loss: 0.609453, KL div.: 0.609062, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3577 [D loss: 0.642950, acc.: 60.46%, KL div.: -0.045788] [G loss: 0.613027, KL div.: 0.612644, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3578 [D loss: 0.641577, acc.: 60.73%, KL div.: -0.046186] [G loss: 0.618641, KL div.: 0.618249, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
3579 [D loss: 0.639924, acc.: 60.88%, KL div.: -0.045353] [G loss: 0.624629, KL div.: 0.624226, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3580 [D loss: 0.638328, acc.: 60.84%, KL div.: -0.045239] [G loss: 0.625874, KL div.: 0.625465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3581 [D loss: 0.640038, acc.: 61.20%, KL div.: -0.043521] [G loss: 0.628575, KL div.: 0.628165, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3582 [D loss: 0.641133, acc.: 61.34%, KL div.: -0.043064] [G loss: 0.629380, KL div.: 0.628966, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
3583 [D loss: 0.640447, acc.: 61.13%, KL div.: -0.042707] [G loss: 0.629326, KL div.: 0.628929, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3584 [D loss: 0.642815, acc.: 61.26%, KL div.: -0.042139] [G loss: 0.627822, KL div.: 0.627406, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3585 [D loss: 0.645556, acc.: 61.32%, KL div.: -0.040852] [G loss: 0.624106, KL div.: 0.623700, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3586 [D loss: 0.648036, acc.: 61.38%, KL div.: -0.040496] [G loss: 0.621601, KL div.: 0.621198, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3587 [D loss: 0.647103, acc.: 61.19%, KL div.: -0.041121] [G loss: 0.618867, KL div.: 0.618486, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
3588 [D loss: 0.651152, acc.: 61.55%, KL div.: -0.040330] [G loss: 0.613740, KL div.: 0.613374, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3589 [D loss: 0.651483, acc.: 61.47%, KL div.: -0.040774] [G loss: 0.611948, KL div.: 0.611602, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3590 [D loss: 0.649218, acc.: 61.10%, KL div.: -0.042184] [G loss: 0.610454, KL div.: 0.610120, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
3591 [D loss: 0.648287, acc.: 61.13%, KL div.: -0.042486] [G loss: 0.611515, KL div.: 0.611201, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 10ms/step
3592 [D loss: 0.647231, acc.: 60.93%, KL div.: -0.043969] [G loss: 0.609407, KL div.: 0.609100, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3593 [D loss: 0.644079, acc.: 60.63%, KL div.: -0.044683] [G loss: 0.611182, KL div.: 0.610880, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3594 [D loss: 0.641889, acc.: 60.45%, KL div.: -0.044823] [G loss: 0.610947, KL div.: 0.610657, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3595 [D loss: 0.642354, acc.: 60.67%, KL div.: -0.044792] [G loss: 0.612718, KL div.: 0.612434, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3596 [D loss: 0.638896, acc.: 60.29%, KL div.: -0.044977] [G loss: 0.614167, KL div.: 0.613886, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3597 [D loss: 0.637842, acc.: 60.15%, KL div.: -0.045157] [G loss: 0.615896, KL div.: 0.615605, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3598 [D loss: 0.635746, acc.: 59.87%, KL div.: -0.045039] [G loss: 0.616953, KL div.: 0.616667, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3599 [D loss: 0.633445, acc.: 59.56%, KL div.: -0.044748] [G loss: 0.618349, KL div.: 0.618049, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 3s 90ms/step
4/4 [==============================] - 0s 38ms/step
3600 [D loss: 0.633661, acc.: 59.42%, KL div.: -0.044475] [G loss: 0.615944, KL div.: 0.615627, FID: 38.916172]
1/1 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 80ms/step
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 4ms/step
3601 [D loss: 0.631987, acc.: 59.06%, KL div.: -0.043967] [G loss: 0.615885, KL div.: 0.615558, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3602 [D loss: 0.634457, acc.: 59.12%, KL div.: -0.043910] [G loss: 0.615274, KL div.: 0.614927, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3603 [D loss: 0.635594, acc.: 58.99%, KL div.: -0.042669] [G loss: 0.611336, KL div.: 0.610973, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3604 [D loss: 0.636568, acc.: 59.12%, KL div.: -0.042789] [G loss: 0.610200, KL div.: 0.609821, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3605 [D loss: 0.639415, acc.: 58.96%, KL div.: -0.042622] [G loss: 0.605473, KL div.: 0.605076, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3606 [D loss: 0.642134, acc.: 59.11%, KL div.: -0.042204] [G loss: 0.603668, KL div.: 0.603261, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3607 [D loss: 0.646728, acc.: 59.20%, KL div.: -0.041904] [G loss: 0.598273, KL div.: 0.597859, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3608 [D loss: 0.648651, acc.: 59.15%, KL div.: -0.041971] [G loss: 0.595099, KL div.: 0.594677, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3609 [D loss: 0.649134, acc.: 59.23%, KL div.: -0.042702] [G loss: 0.593943, KL div.: 0.593522, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3610 [D loss: 0.649463, acc.: 59.17%, KL div.: -0.042054] [G loss: 0.592168, KL div.: 0.591746, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3611 [D loss: 0.649514, acc.: 59.77%, KL div.: -0.043907] [G loss: 0.595107, KL div.: 0.594696, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3612 [D loss: 0.648577, acc.: 59.63%, KL div.: -0.042993] [G loss: 0.597707, KL div.: 0.597306, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3613 [D loss: 0.648646, acc.: 59.82%, KL div.: -0.044028] [G loss: 0.598964, KL div.: 0.598573, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3614 [D loss: 0.647835, acc.: 60.16%, KL div.: -0.043913] [G loss: 0.603801, KL div.: 0.603403, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3615 [D loss: 0.646619, acc.: 60.52%, KL div.: -0.044671] [G loss: 0.608654, KL div.: 0.608268, FID: 0.000000]
4/4 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3616 [D loss: 0.644310, acc.: 60.86%, KL div.: -0.045416] [G loss: 0.614125, KL div.: 0.613757, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
3617 [D loss: 0.640338, acc.: 60.62%, KL div.: -0.045421] [G loss: 0.620432, KL div.: 0.620058, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
3618 [D loss: 0.640440, acc.: 60.92%, KL div.: -0.044725] [G loss: 0.622110, KL div.: 0.621737, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3619 [D loss: 0.639828, acc.: 61.18%, KL div.: -0.044793] [G loss: 0.627607, KL div.: 0.627239, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3620 [D loss: 0.639993, acc.: 61.19%, KL div.: -0.043659] [G loss: 0.627683, KL div.: 0.627302, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3621 [D loss: 0.639536, acc.: 61.05%, KL div.: -0.042996] [G loss: 0.627685, KL div.: 0.627298, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3622 [D loss: 0.642153, acc.: 61.30%, KL div.: -0.042602] [G loss: 0.628194, KL div.: 0.627807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 3ms/step
3623 [D loss: 0.640898, acc.: 61.28%, KL div.: -0.042097] [G loss: 0.628374, KL div.: 0.627994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3624 [D loss: 0.641826, acc.: 61.42%, KL div.: -0.042093] [G loss: 0.629302, KL div.: 0.628917, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3625 [D loss: 0.643530, acc.: 61.20%, KL div.: -0.041886] [G loss: 0.625261, KL div.: 0.624879, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3626 [D loss: 0.646306, acc.: 61.34%, KL div.: -0.041204] [G loss: 0.620640, KL div.: 0.620258, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3627 [D loss: 0.645602, acc.: 61.20%, KL div.: -0.042139] [G loss: 0.621273, KL div.: 0.620902, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3628 [D loss: 0.648384, acc.: 61.54%, KL div.: -0.042413] [G loss: 0.618100, KL div.: 0.617733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
3629 [D loss: 0.647868, acc.: 60.93%, KL div.: -0.041661] [G loss: 0.614152, KL div.: 0.613794, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 6ms/step
3630 [D loss: 0.649633, acc.: 61.01%, KL div.: -0.041605] [G loss: 0.610902, KL div.: 0.610557, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3631 [D loss: 0.648578, acc.: 60.93%, KL div.: -0.042638] [G loss: 0.611958, KL div.: 0.611625, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3632 [D loss: 0.648769, acc.: 61.08%, KL div.: -0.043446] [G loss: 0.611134, KL div.: 0.610817, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3633 [D loss: 0.647106, acc.: 60.91%, KL div.: -0.044615] [G loss: 0.610044, KL div.: 0.609726, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3634 [D loss: 0.645252, acc.: 60.90%, KL div.: -0.045278] [G loss: 0.612574, KL div.: 0.612266, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
3635 [D loss: 0.644166, acc.: 60.73%, KL div.: -0.045849] [G loss: 0.613529, KL div.: 0.613221, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3636 [D loss: 0.641615, acc.: 60.52%, KL div.: -0.046237] [G loss: 0.614345, KL div.: 0.614035, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3637 [D loss: 0.640340, acc.: 60.40%, KL div.: -0.046648] [G loss: 0.614340, KL div.: 0.614038, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3638 [D loss: 0.639529, acc.: 60.46%, KL div.: -0.046864] [G loss: 0.616400, KL div.: 0.616097, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3639 [D loss: 0.638529, acc.: 60.41%, KL div.: -0.047044] [G loss: 0.617529, KL div.: 0.617223, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
3640 [D loss: 0.636542, acc.: 60.07%, KL div.: -0.045861] [G loss: 0.618342, KL div.: 0.618037, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
3641 [D loss: 0.638304, acc.: 60.24%, KL div.: -0.046835] [G loss: 0.616214, KL div.: 0.615893, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
3642 [D loss: 0.638080, acc.: 60.07%, KL div.: -0.046021] [G loss: 0.613729, KL div.: 0.613403, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3643 [D loss: 0.635012, acc.: 59.89%, KL div.: -0.046418] [G loss: 0.616387, KL div.: 0.616061, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3644 [D loss: 0.636911, acc.: 59.84%, KL div.: -0.046110] [G loss: 0.613879, KL div.: 0.613528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3645 [D loss: 0.637427, acc.: 60.17%, KL div.: -0.046388] [G loss: 0.616513, KL div.: 0.616175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3646 [D loss: 0.636517, acc.: 59.88%, KL div.: -0.047357] [G loss: 0.613503, KL div.: 0.613150, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3647 [D loss: 0.639121, acc.: 60.07%, KL div.: -0.045983] [G loss: 0.612858, KL div.: 0.612492, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3648 [D loss: 0.640342, acc.: 60.37%, KL div.: -0.046508] [G loss: 0.613237, KL div.: 0.612876, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3649 [D loss: 0.639008, acc.: 60.40%, KL div.: -0.046708] [G loss: 0.615440, KL div.: 0.615085, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3650 [D loss: 0.639847, acc.: 60.54%, KL div.: -0.047356] [G loss: 0.614054, KL div.: 0.613686, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3651 [D loss: 0.640590, acc.: 60.48%, KL div.: -0.046455] [G loss: 0.612219, KL div.: 0.611848, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
3652 [D loss: 0.639757, acc.: 60.68%, KL div.: -0.047101] [G loss: 0.615938, KL div.: 0.615579, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3653 [D loss: 0.641891, acc.: 61.06%, KL div.: -0.047319] [G loss: 0.615823, KL div.: 0.615455, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3654 [D loss: 0.640520, acc.: 61.08%, KL div.: -0.048462] [G loss: 0.618723, KL div.: 0.618360, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3655 [D loss: 0.639984, acc.: 61.23%, KL div.: -0.048042] [G loss: 0.620732, KL div.: 0.620368, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3656 [D loss: 0.639506, acc.: 61.32%, KL div.: -0.047342] [G loss: 0.621244, KL div.: 0.620891, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3657 [D loss: 0.640740, acc.: 61.68%, KL div.: -0.047682] [G loss: 0.623767, KL div.: 0.623399, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3658 [D loss: 0.638197, acc.: 61.57%, KL div.: -0.047671] [G loss: 0.627576, KL div.: 0.627219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
3659 [D loss: 0.638450, acc.: 61.68%, KL div.: -0.047797] [G loss: 0.629130, KL div.: 0.628767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3660 [D loss: 0.637490, acc.: 61.85%, KL div.: -0.047261] [G loss: 0.631910, KL div.: 0.631549, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3661 [D loss: 0.637952, acc.: 62.06%, KL div.: -0.047399] [G loss: 0.633968, KL div.: 0.633592, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3662 [D loss: 0.636820, acc.: 61.96%, KL div.: -0.047166] [G loss: 0.635570, KL div.: 0.635195, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3663 [D loss: 0.637689, acc.: 62.10%, KL div.: -0.046395] [G loss: 0.636307, KL div.: 0.635941, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
3664 [D loss: 0.638377, acc.: 62.12%, KL div.: -0.045201] [G loss: 0.637759, KL div.: 0.637390, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3665 [D loss: 0.638604, acc.: 62.05%, KL div.: -0.045011] [G loss: 0.636252, KL div.: 0.635874, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
3666 [D loss: 0.640057, acc.: 62.33%, KL div.: -0.044247] [G loss: 0.638239, KL div.: 0.637859, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3667 [D loss: 0.637590, acc.: 61.76%, KL div.: -0.044722] [G loss: 0.637718, KL div.: 0.637342, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3668 [D loss: 0.641309, acc.: 62.04%, KL div.: -0.043672] [G loss: 0.635293, KL div.: 0.634926, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3669 [D loss: 0.641204, acc.: 61.72%, KL div.: -0.042796] [G loss: 0.631683, KL div.: 0.631315, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3670 [D loss: 0.643840, acc.: 62.03%, KL div.: -0.043496] [G loss: 0.628266, KL div.: 0.627899, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3671 [D loss: 0.646133, acc.: 62.14%, KL div.: -0.042575] [G loss: 0.626006, KL div.: 0.625645, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3672 [D loss: 0.642413, acc.: 61.44%, KL div.: -0.043463] [G loss: 0.624974, KL div.: 0.624630, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 38ms/step
3673 [D loss: 0.647621, acc.: 62.15%, KL div.: -0.042653] [G loss: 0.621066, KL div.: 0.620730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3674 [D loss: 0.646642, acc.: 61.78%, KL div.: -0.043261] [G loss: 0.619152, KL div.: 0.618834, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3675 [D loss: 0.644828, acc.: 61.58%, KL div.: -0.043832] [G loss: 0.620446, KL div.: 0.620137, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
3676 [D loss: 0.645209, acc.: 61.57%, KL div.: -0.044338] [G loss: 0.619329, KL div.: 0.619021, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3677 [D loss: 0.642025, acc.: 61.18%, KL div.: -0.045122] [G loss: 0.618472, KL div.: 0.618168, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
3678 [D loss: 0.640420, acc.: 60.84%, KL div.: -0.045524] [G loss: 0.617906, KL div.: 0.617618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3679 [D loss: 0.640456, acc.: 60.89%, KL div.: -0.045048] [G loss: 0.618425, KL div.: 0.618140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
3680 [D loss: 0.639243, acc.: 60.72%, KL div.: -0.046020] [G loss: 0.619058, KL div.: 0.618777, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3681 [D loss: 0.636413, acc.: 60.25%, KL div.: -0.045845] [G loss: 0.618815, KL div.: 0.618530, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3682 [D loss: 0.637446, acc.: 60.25%, KL div.: -0.045353] [G loss: 0.617914, KL div.: 0.617624, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
3683 [D loss: 0.636224, acc.: 59.70%, KL div.: -0.044677] [G loss: 0.617900, KL div.: 0.617589, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3684 [D loss: 0.637723, acc.: 59.99%, KL div.: -0.044620] [G loss: 0.616556, KL div.: 0.616240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3685 [D loss: 0.635380, acc.: 59.26%, KL div.: -0.043366] [G loss: 0.613933, KL div.: 0.613601, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3686 [D loss: 0.639462, acc.: 59.53%, KL div.: -0.044134] [G loss: 0.609485, KL div.: 0.609136, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
3687 [D loss: 0.640621, acc.: 59.39%, KL div.: -0.043122] [G loss: 0.608320, KL div.: 0.607963, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3688 [D loss: 0.643355, acc.: 59.33%, KL div.: -0.042779] [G loss: 0.603298, KL div.: 0.602926, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3689 [D loss: 0.646368, acc.: 59.11%, KL div.: -0.043753] [G loss: 0.597729, KL div.: 0.597333, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
3690 [D loss: 0.650231, acc.: 59.18%, KL div.: -0.043419] [G loss: 0.592459, KL div.: 0.592057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3691 [D loss: 0.649502, acc.: 59.24%, KL div.: -0.044260] [G loss: 0.593546, KL div.: 0.593152, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3692 [D loss: 0.653029, acc.: 59.59%, KL div.: -0.044363] [G loss: 0.590180, KL div.: 0.589778, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 13ms/step
3693 [D loss: 0.653277, acc.: 59.63%, KL div.: -0.043865] [G loss: 0.591435, KL div.: 0.591033, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3694 [D loss: 0.651433, acc.: 59.60%, KL div.: -0.046159] [G loss: 0.593057, KL div.: 0.592673, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 16ms/step
3695 [D loss: 0.651273, acc.: 60.13%, KL div.: -0.045609] [G loss: 0.597426, KL div.: 0.597057, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3696 [D loss: 0.647095, acc.: 60.07%, KL div.: -0.046173] [G loss: 0.604179, KL div.: 0.603813, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3697 [D loss: 0.645106, acc.: 60.42%, KL div.: -0.046248] [G loss: 0.609987, KL div.: 0.609625, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3698 [D loss: 0.642347, acc.: 60.52%, KL div.: -0.045921] [G loss: 0.616985, KL div.: 0.616621, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3699 [D loss: 0.638773, acc.: 60.55%, KL div.: -0.045902] [G loss: 0.624247, KL div.: 0.623880, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 3s 114ms/step
4/4 [==============================] - 0s 41ms/step
3700 [D loss: 0.636623, acc.: 60.63%, KL div.: -0.045318] [G loss: 0.632026, KL div.: 0.631651, FID: 71.832224]
1/1 [==============================] - 0s 49ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 5ms/step
3701 [D loss: 0.635576, acc.: 60.71%, KL div.: -0.044119] [G loss: 0.636922, KL div.: 0.636528, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3702 [D loss: 0.635883, acc.: 60.78%, KL div.: -0.042393] [G loss: 0.638326, KL div.: 0.637929, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3703 [D loss: 0.637528, acc.: 60.92%, KL div.: -0.041299] [G loss: 0.639222, KL div.: 0.638811, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3704 [D loss: 0.639272, acc.: 60.94%, KL div.: -0.040701] [G loss: 0.636211, KL div.: 0.635803, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3705 [D loss: 0.643167, acc.: 61.05%, KL div.: -0.039243] [G loss: 0.632189, KL div.: 0.631779, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3706 [D loss: 0.646007, acc.: 61.13%, KL div.: -0.038350] [G loss: 0.627632, KL div.: 0.627229, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3707 [D loss: 0.647152, acc.: 60.93%, KL div.: -0.039154] [G loss: 0.623086, KL div.: 0.622674, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3708 [D loss: 0.649714, acc.: 61.23%, KL div.: -0.038297] [G loss: 0.619849, KL div.: 0.619450, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3709 [D loss: 0.651893, acc.: 61.12%, KL div.: -0.037777] [G loss: 0.616172, KL div.: 0.615793, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3710 [D loss: 0.651957, acc.: 60.92%, KL div.: -0.038723] [G loss: 0.610448, KL div.: 0.610086, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 4ms/step
3711 [D loss: 0.651494, acc.: 60.89%, KL div.: -0.039807] [G loss: 0.610327, KL div.: 0.609977, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3712 [D loss: 0.650593, acc.: 60.65%, KL div.: -0.039763] [G loss: 0.605879, KL div.: 0.605524, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3713 [D loss: 0.649415, acc.: 60.61%, KL div.: -0.040907] [G loss: 0.606891, KL div.: 0.606553, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3714 [D loss: 0.650202, acc.: 60.58%, KL div.: -0.041334] [G loss: 0.603905, KL div.: 0.603578, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3715 [D loss: 0.647210, acc.: 60.33%, KL div.: -0.042982] [G loss: 0.604927, KL div.: 0.604606, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3716 [D loss: 0.644970, acc.: 60.00%, KL div.: -0.043484] [G loss: 0.604424, KL div.: 0.604115, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3717 [D loss: 0.642973, acc.: 59.86%, KL div.: -0.043870] [G loss: 0.605360, KL div.: 0.605057, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3718 [D loss: 0.640652, acc.: 59.63%, KL div.: -0.044269] [G loss: 0.606834, KL div.: 0.606523, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3719 [D loss: 0.640683, acc.: 59.58%, KL div.: -0.045042] [G loss: 0.605390, KL div.: 0.605075, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3720 [D loss: 0.639723, acc.: 59.70%, KL div.: -0.045088] [G loss: 0.606717, KL div.: 0.606415, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3721 [D loss: 0.639643, acc.: 59.57%, KL div.: -0.045030] [G loss: 0.605466, KL div.: 0.605150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3722 [D loss: 0.639544, acc.: 59.65%, KL div.: -0.045647] [G loss: 0.605683, KL div.: 0.605364, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
3723 [D loss: 0.640424, acc.: 59.56%, KL div.: -0.045285] [G loss: 0.603556, KL div.: 0.603231, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3724 [D loss: 0.639699, acc.: 59.57%, KL div.: -0.044881] [G loss: 0.605949, KL div.: 0.605623, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3725 [D loss: 0.638156, acc.: 59.26%, KL div.: -0.045117] [G loss: 0.604262, KL div.: 0.603918, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3726 [D loss: 0.639039, acc.: 59.39%, KL div.: -0.045335] [G loss: 0.602993, KL div.: 0.602660, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3727 [D loss: 0.642206, acc.: 59.66%, KL div.: -0.045980] [G loss: 0.601313, KL div.: 0.600971, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3728 [D loss: 0.640238, acc.: 59.37%, KL div.: -0.045962] [G loss: 0.600233, KL div.: 0.599880, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3729 [D loss: 0.643354, acc.: 59.93%, KL div.: -0.046623] [G loss: 0.600965, KL div.: 0.600623, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3730 [D loss: 0.639846, acc.: 59.51%, KL div.: -0.046240] [G loss: 0.605165, KL div.: 0.604823, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3731 [D loss: 0.641496, acc.: 60.03%, KL div.: -0.047486] [G loss: 0.605723, KL div.: 0.605390, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3732 [D loss: 0.641952, acc.: 60.03%, KL div.: -0.047162] [G loss: 0.604687, KL div.: 0.604349, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3733 [D loss: 0.640870, acc.: 60.21%, KL div.: -0.047529] [G loss: 0.608205, KL div.: 0.607870, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3734 [D loss: 0.638604, acc.: 60.43%, KL div.: -0.047804] [G loss: 0.613272, KL div.: 0.612943, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3735 [D loss: 0.639702, acc.: 60.72%, KL div.: -0.048342] [G loss: 0.614063, KL div.: 0.613736, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3736 [D loss: 0.638132, acc.: 61.08%, KL div.: -0.048642] [G loss: 0.619915, KL div.: 0.619593, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
3737 [D loss: 0.637434, acc.: 60.93%, KL div.: -0.046933] [G loss: 0.622273, KL div.: 0.621952, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 21ms/step
3738 [D loss: 0.636542, acc.: 61.16%, KL div.: -0.047019] [G loss: 0.626239, KL div.: 0.625909, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3739 [D loss: 0.635189, acc.: 61.22%, KL div.: -0.047497] [G loss: 0.628108, KL div.: 0.627781, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3740 [D loss: 0.636145, acc.: 61.36%, KL div.: -0.046503] [G loss: 0.629988, KL div.: 0.629659, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3741 [D loss: 0.636373, acc.: 61.46%, KL div.: -0.046653] [G loss: 0.632394, KL div.: 0.632070, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3742 [D loss: 0.636929, acc.: 61.47%, KL div.: -0.045757] [G loss: 0.632211, KL div.: 0.631878, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
3743 [D loss: 0.637114, acc.: 61.47%, KL div.: -0.045337] [G loss: 0.631664, KL div.: 0.631334, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3744 [D loss: 0.639377, acc.: 61.68%, KL div.: -0.044297] [G loss: 0.630136, KL div.: 0.629803, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3745 [D loss: 0.639340, acc.: 61.73%, KL div.: -0.044360] [G loss: 0.632441, KL div.: 0.632109, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3746 [D loss: 0.639622, acc.: 61.75%, KL div.: -0.044580] [G loss: 0.631142, KL div.: 0.630804, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3747 [D loss: 0.642049, acc.: 61.68%, KL div.: -0.044415] [G loss: 0.626536, KL div.: 0.626209, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3748 [D loss: 0.643661, acc.: 61.74%, KL div.: -0.044073] [G loss: 0.623209, KL div.: 0.622884, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3749 [D loss: 0.646635, acc.: 61.86%, KL div.: -0.043500] [G loss: 0.619312, KL div.: 0.618993, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
3750 [D loss: 0.646647, acc.: 61.75%, KL div.: -0.044053] [G loss: 0.617614, KL div.: 0.617307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3751 [D loss: 0.646288, acc.: 61.60%, KL div.: -0.044800] [G loss: 0.616039, KL div.: 0.615735, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3752 [D loss: 0.647436, acc.: 61.67%, KL div.: -0.044900] [G loss: 0.615165, KL div.: 0.614868, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3753 [D loss: 0.646990, acc.: 61.51%, KL div.: -0.045900] [G loss: 0.612829, KL div.: 0.612542, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3754 [D loss: 0.645792, acc.: 61.50%, KL div.: -0.047057] [G loss: 0.613708, KL div.: 0.613418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3755 [D loss: 0.645947, acc.: 61.53%, KL div.: -0.046095] [G loss: 0.613939, KL div.: 0.613658, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3756 [D loss: 0.644045, acc.: 61.33%, KL div.: -0.047345] [G loss: 0.613772, KL div.: 0.613496, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3757 [D loss: 0.644410, acc.: 61.32%, KL div.: -0.047447] [G loss: 0.613832, KL div.: 0.613556, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3758 [D loss: 0.643228, acc.: 61.20%, KL div.: -0.047699] [G loss: 0.614070, KL div.: 0.613810, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3759 [D loss: 0.641953, acc.: 61.21%, KL div.: -0.047744] [G loss: 0.615153, KL div.: 0.614883, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3760 [D loss: 0.640129, acc.: 61.05%, KL div.: -0.047402] [G loss: 0.617420, KL div.: 0.617165, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3761 [D loss: 0.637450, acc.: 60.79%, KL div.: -0.048682] [G loss: 0.619219, KL div.: 0.618954, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
3762 [D loss: 0.636808, acc.: 60.83%, KL div.: -0.048314] [G loss: 0.620356, KL div.: 0.620094, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3763 [D loss: 0.635709, acc.: 60.55%, KL div.: -0.047988] [G loss: 0.620680, KL div.: 0.620411, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3764 [D loss: 0.636426, acc.: 60.59%, KL div.: -0.047761] [G loss: 0.620086, KL div.: 0.619806, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3765 [D loss: 0.635047, acc.: 60.52%, KL div.: -0.047727] [G loss: 0.621692, KL div.: 0.621416, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3766 [D loss: 0.635224, acc.: 60.31%, KL div.: -0.047583] [G loss: 0.619340, KL div.: 0.619043, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3767 [D loss: 0.636720, acc.: 60.26%, KL div.: -0.046241] [G loss: 0.617306, KL div.: 0.617015, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
3768 [D loss: 0.635983, acc.: 60.25%, KL div.: -0.047680] [G loss: 0.617216, KL div.: 0.616908, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3769 [D loss: 0.635858, acc.: 60.03%, KL div.: -0.046187] [G loss: 0.617099, KL div.: 0.616793, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3770 [D loss: 0.637816, acc.: 60.06%, KL div.: -0.045979] [G loss: 0.613169, KL div.: 0.612854, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3771 [D loss: 0.637785, acc.: 59.82%, KL div.: -0.045659] [G loss: 0.611427, KL div.: 0.611091, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3772 [D loss: 0.642052, acc.: 60.11%, KL div.: -0.045895] [G loss: 0.607859, KL div.: 0.607527, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3773 [D loss: 0.641256, acc.: 60.06%, KL div.: -0.045949] [G loss: 0.609267, KL div.: 0.608929, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 10ms/step
3774 [D loss: 0.643151, acc.: 60.04%, KL div.: -0.045736] [G loss: 0.604544, KL div.: 0.604194, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3775 [D loss: 0.643543, acc.: 60.19%, KL div.: -0.045464] [G loss: 0.606120, KL div.: 0.605778, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3776 [D loss: 0.645614, acc.: 60.35%, KL div.: -0.046020] [G loss: 0.605945, KL div.: 0.605594, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3777 [D loss: 0.644782, acc.: 60.65%, KL div.: -0.045947] [G loss: 0.607219, KL div.: 0.606873, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3778 [D loss: 0.643504, acc.: 60.54%, KL div.: -0.046748] [G loss: 0.609447, KL div.: 0.609088, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3779 [D loss: 0.642719, acc.: 60.70%, KL div.: -0.046325] [G loss: 0.614133, KL div.: 0.613780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3780 [D loss: 0.641515, acc.: 60.94%, KL div.: -0.045787] [G loss: 0.619453, KL div.: 0.619095, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
3781 [D loss: 0.640002, acc.: 60.92%, KL div.: -0.046159] [G loss: 0.619645, KL div.: 0.619280, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3782 [D loss: 0.640575, acc.: 61.22%, KL div.: -0.044579] [G loss: 0.624124, KL div.: 0.623763, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3783 [D loss: 0.640045, acc.: 61.25%, KL div.: -0.044719] [G loss: 0.624413, KL div.: 0.624046, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
3784 [D loss: 0.639360, acc.: 61.27%, KL div.: -0.044767] [G loss: 0.626912, KL div.: 0.626542, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3785 [D loss: 0.640962, acc.: 61.33%, KL div.: -0.043538] [G loss: 0.629435, KL div.: 0.629061, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3786 [D loss: 0.640194, acc.: 61.11%, KL div.: -0.042874] [G loss: 0.628174, KL div.: 0.627793, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
3787 [D loss: 0.641085, acc.: 61.20%, KL div.: -0.042423] [G loss: 0.627847, KL div.: 0.627470, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3788 [D loss: 0.642942, acc.: 61.44%, KL div.: -0.042321] [G loss: 0.627481, KL div.: 0.627101, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3789 [D loss: 0.643800, acc.: 61.17%, KL div.: -0.041938] [G loss: 0.623398, KL div.: 0.623027, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3790 [D loss: 0.644342, acc.: 61.33%, KL div.: -0.042721] [G loss: 0.622238, KL div.: 0.621873, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
3791 [D loss: 0.645098, acc.: 61.23%, KL div.: -0.042176] [G loss: 0.620642, KL div.: 0.620280, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3792 [D loss: 0.645458, acc.: 61.05%, KL div.: -0.042330] [G loss: 0.618405, KL div.: 0.618065, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3793 [D loss: 0.648103, acc.: 61.30%, KL div.: -0.041592] [G loss: 0.615671, KL div.: 0.615341, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3794 [D loss: 0.647623, acc.: 61.15%, KL div.: -0.041965] [G loss: 0.613000, KL div.: 0.612668, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 12ms/step
3795 [D loss: 0.647804, acc.: 61.04%, KL div.: -0.042520] [G loss: 0.611007, KL div.: 0.610689, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3796 [D loss: 0.646398, acc.: 60.87%, KL div.: -0.043647] [G loss: 0.610265, KL div.: 0.609965, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3797 [D loss: 0.645237, acc.: 60.85%, KL div.: -0.043898] [G loss: 0.612255, KL div.: 0.611961, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3798 [D loss: 0.643517, acc.: 60.61%, KL div.: -0.044956] [G loss: 0.611711, KL div.: 0.611417, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3799 [D loss: 0.643104, acc.: 60.55%, KL div.: -0.044830] [G loss: 0.610156, KL div.: 0.609871, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 3s 139ms/step
4/4 [==============================] - 0s 30ms/step
3800 [D loss: 0.641441, acc.: 60.40%, KL div.: -0.046059] [G loss: 0.611075, KL div.: 0.610788, FID: 41.178983]
1/1 [==============================] - 0s 48ms/step
4/4 [==============================] - 0s 104ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3801 [D loss: 0.639877, acc.: 60.35%, KL div.: -0.045800] [G loss: 0.611673, KL div.: 0.611384, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3802 [D loss: 0.639431, acc.: 60.13%, KL div.: -0.045915] [G loss: 0.612965, KL div.: 0.612675, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3803 [D loss: 0.638123, acc.: 59.98%, KL div.: -0.045488] [G loss: 0.614461, KL div.: 0.614175, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
3804 [D loss: 0.638026, acc.: 59.70%, KL div.: -0.045794] [G loss: 0.611536, KL div.: 0.611253, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3805 [D loss: 0.637914, acc.: 60.03%, KL div.: -0.047093] [G loss: 0.611753, KL div.: 0.611470, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3806 [D loss: 0.638324, acc.: 59.55%, KL div.: -0.045609] [G loss: 0.608910, KL div.: 0.608601, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3807 [D loss: 0.637668, acc.: 59.50%, KL div.: -0.045941] [G loss: 0.608565, KL div.: 0.608253, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3808 [D loss: 0.638011, acc.: 59.23%, KL div.: -0.044814] [G loss: 0.606904, KL div.: 0.606585, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3809 [D loss: 0.639673, acc.: 59.58%, KL div.: -0.046056] [G loss: 0.606066, KL div.: 0.605742, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3810 [D loss: 0.638461, acc.: 59.24%, KL div.: -0.045225] [G loss: 0.605907, KL div.: 0.605579, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3811 [D loss: 0.644332, acc.: 59.40%, KL div.: -0.045831] [G loss: 0.597551, KL div.: 0.597200, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
3812 [D loss: 0.643716, acc.: 59.13%, KL div.: -0.044627] [G loss: 0.598616, KL div.: 0.598273, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3813 [D loss: 0.644493, acc.: 59.43%, KL div.: -0.045428] [G loss: 0.598396, KL div.: 0.598057, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3814 [D loss: 0.643819, acc.: 59.41%, KL div.: -0.045204] [G loss: 0.599478, KL div.: 0.599126, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3815 [D loss: 0.647142, acc.: 59.91%, KL div.: -0.046126] [G loss: 0.598310, KL div.: 0.597975, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3816 [D loss: 0.646666, acc.: 59.94%, KL div.: -0.046143] [G loss: 0.600176, KL div.: 0.599837, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3817 [D loss: 0.644693, acc.: 60.04%, KL div.: -0.047229] [G loss: 0.602195, KL div.: 0.601858, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3818 [D loss: 0.645089, acc.: 60.36%, KL div.: -0.047449] [G loss: 0.604821, KL div.: 0.604493, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
3819 [D loss: 0.645410, acc.: 60.62%, KL div.: -0.047248] [G loss: 0.607403, KL div.: 0.607087, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3820 [D loss: 0.642651, acc.: 60.58%, KL div.: -0.047524] [G loss: 0.611294, KL div.: 0.610970, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3821 [D loss: 0.641895, acc.: 60.83%, KL div.: -0.047614] [G loss: 0.614787, KL div.: 0.614465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3822 [D loss: 0.640898, acc.: 60.89%, KL div.: -0.046746] [G loss: 0.618799, KL div.: 0.618493, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3823 [D loss: 0.639798, acc.: 61.15%, KL div.: -0.046900] [G loss: 0.622055, KL div.: 0.621744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3824 [D loss: 0.637495, acc.: 61.00%, KL div.: -0.047514] [G loss: 0.627626, KL div.: 0.627317, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
3825 [D loss: 0.636558, acc.: 61.18%, KL div.: -0.046436] [G loss: 0.630490, KL div.: 0.630174, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3826 [D loss: 0.637677, acc.: 61.22%, KL div.: -0.045100] [G loss: 0.629444, KL div.: 0.629125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3827 [D loss: 0.636492, acc.: 61.27%, KL div.: -0.045326] [G loss: 0.633941, KL div.: 0.633612, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3828 [D loss: 0.636159, acc.: 61.24%, KL div.: -0.045152] [G loss: 0.635199, KL div.: 0.634878, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3829 [D loss: 0.637146, acc.: 61.39%, KL div.: -0.044809] [G loss: 0.634916, KL div.: 0.634583, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
3830 [D loss: 0.640309, acc.: 61.68%, KL div.: -0.043485] [G loss: 0.632403, KL div.: 0.632073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3831 [D loss: 0.641072, acc.: 61.38%, KL div.: -0.043654] [G loss: 0.628272, KL div.: 0.627944, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3832 [D loss: 0.641589, acc.: 61.39%, KL div.: -0.043391] [G loss: 0.625886, KL div.: 0.625569, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3833 [D loss: 0.645813, acc.: 61.48%, KL div.: -0.043218] [G loss: 0.621111, KL div.: 0.620801, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3834 [D loss: 0.643557, acc.: 61.08%, KL div.: -0.043382] [G loss: 0.619452, KL div.: 0.619145, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3835 [D loss: 0.647467, acc.: 61.34%, KL div.: -0.043584] [G loss: 0.612835, KL div.: 0.612534, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3836 [D loss: 0.644367, acc.: 60.86%, KL div.: -0.043530] [G loss: 0.615823, KL div.: 0.615534, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
3837 [D loss: 0.645547, acc.: 61.12%, KL div.: -0.043878] [G loss: 0.614275, KL div.: 0.613984, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
3838 [D loss: 0.647368, acc.: 61.31%, KL div.: -0.044376] [G loss: 0.611858, KL div.: 0.611575, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3839 [D loss: 0.644814, acc.: 60.84%, KL div.: -0.044582] [G loss: 0.609610, KL div.: 0.609331, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3840 [D loss: 0.643186, acc.: 60.79%, KL div.: -0.046589] [G loss: 0.610771, KL div.: 0.610499, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3841 [D loss: 0.642023, acc.: 60.57%, KL div.: -0.046056] [G loss: 0.610911, KL div.: 0.610644, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3842 [D loss: 0.640855, acc.: 60.41%, KL div.: -0.046886] [G loss: 0.610755, KL div.: 0.610481, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3843 [D loss: 0.640603, acc.: 60.32%, KL div.: -0.046848] [G loss: 0.610584, KL div.: 0.610314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3844 [D loss: 0.640121, acc.: 60.18%, KL div.: -0.046605] [G loss: 0.609460, KL div.: 0.609182, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3845 [D loss: 0.638005, acc.: 60.01%, KL div.: -0.046941] [G loss: 0.612362, KL div.: 0.612085, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3846 [D loss: 0.637270, acc.: 59.92%, KL div.: -0.046843] [G loss: 0.611714, KL div.: 0.611430, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3847 [D loss: 0.639186, acc.: 60.03%, KL div.: -0.046761] [G loss: 0.610029, KL div.: 0.609736, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3848 [D loss: 0.636073, acc.: 59.40%, KL div.: -0.046879] [G loss: 0.608964, KL div.: 0.608660, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3849 [D loss: 0.637551, acc.: 59.50%, KL div.: -0.046526] [G loss: 0.607447, KL div.: 0.607120, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3850 [D loss: 0.635573, acc.: 59.24%, KL div.: -0.046557] [G loss: 0.607735, KL div.: 0.607412, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3851 [D loss: 0.638785, acc.: 59.55%, KL div.: -0.046793] [G loss: 0.606670, KL div.: 0.606340, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3852 [D loss: 0.638533, acc.: 59.24%, KL div.: -0.045963] [G loss: 0.605034, KL div.: 0.604684, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3853 [D loss: 0.640904, acc.: 59.35%, KL div.: -0.045833] [G loss: 0.602248, KL div.: 0.601884, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3854 [D loss: 0.642084, acc.: 59.11%, KL div.: -0.045374] [G loss: 0.599265, KL div.: 0.598895, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
3855 [D loss: 0.642712, acc.: 59.21%, KL div.: -0.045803] [G loss: 0.598886, KL div.: 0.598517, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3856 [D loss: 0.644658, acc.: 59.59%, KL div.: -0.045581] [G loss: 0.597578, KL div.: 0.597204, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3857 [D loss: 0.644925, acc.: 59.46%, KL div.: -0.045928] [G loss: 0.598726, KL div.: 0.598352, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3858 [D loss: 0.641874, acc.: 59.44%, KL div.: -0.046289] [G loss: 0.601471, KL div.: 0.601101, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3859 [D loss: 0.646123, acc.: 60.07%, KL div.: -0.046981] [G loss: 0.600707, KL div.: 0.600347, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3860 [D loss: 0.642646, acc.: 59.96%, KL div.: -0.045756] [G loss: 0.607201, KL div.: 0.606843, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3861 [D loss: 0.641150, acc.: 60.13%, KL div.: -0.046014] [G loss: 0.611224, KL div.: 0.610873, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3862 [D loss: 0.642865, acc.: 60.37%, KL div.: -0.045576] [G loss: 0.609698, KL div.: 0.609335, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3863 [D loss: 0.640449, acc.: 60.40%, KL div.: -0.045132] [G loss: 0.614635, KL div.: 0.614272, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3864 [D loss: 0.638773, acc.: 60.51%, KL div.: -0.045310] [G loss: 0.620411, KL div.: 0.620056, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3865 [D loss: 0.639528, acc.: 60.65%, KL div.: -0.044815] [G loss: 0.622241, KL div.: 0.621875, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3866 [D loss: 0.639291, acc.: 60.57%, KL div.: -0.042969] [G loss: 0.624911, KL div.: 0.624548, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3867 [D loss: 0.639594, acc.: 60.77%, KL div.: -0.043173] [G loss: 0.627966, KL div.: 0.627598, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3868 [D loss: 0.642623, acc.: 61.02%, KL div.: -0.041451] [G loss: 0.624454, KL div.: 0.624085, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3869 [D loss: 0.642253, acc.: 60.90%, KL div.: -0.041023] [G loss: 0.625400, KL div.: 0.625036, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
3870 [D loss: 0.643016, acc.: 60.96%, KL div.: -0.040325] [G loss: 0.625057, KL div.: 0.624692, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3871 [D loss: 0.644014, acc.: 61.18%, KL div.: -0.040564] [G loss: 0.623035, KL div.: 0.622673, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3872 [D loss: 0.644286, acc.: 61.06%, KL div.: -0.040630] [G loss: 0.622754, KL div.: 0.622404, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
3873 [D loss: 0.648064, acc.: 61.34%, KL div.: -0.040628] [G loss: 0.618631, KL div.: 0.618284, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3874 [D loss: 0.647248, acc.: 61.25%, KL div.: -0.040555] [G loss: 0.618869, KL div.: 0.618529, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
3875 [D loss: 0.650762, acc.: 61.43%, KL div.: -0.039922] [G loss: 0.614157, KL div.: 0.613827, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3876 [D loss: 0.651635, acc.: 61.50%, KL div.: -0.040001] [G loss: 0.611985, KL div.: 0.611667, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3877 [D loss: 0.651491, acc.: 61.37%, KL div.: -0.040321] [G loss: 0.609474, KL div.: 0.609175, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 30ms/step
3878 [D loss: 0.649670, acc.: 61.10%, KL div.: -0.042169] [G loss: 0.609063, KL div.: 0.608773, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3879 [D loss: 0.649354, acc.: 61.22%, KL div.: -0.042902] [G loss: 0.609235, KL div.: 0.608950, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3880 [D loss: 0.647405, acc.: 61.04%, KL div.: -0.043686] [G loss: 0.609699, KL div.: 0.609429, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3881 [D loss: 0.647629, acc.: 61.14%, KL div.: -0.043652] [G loss: 0.610853, KL div.: 0.610590, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3882 [D loss: 0.644196, acc.: 60.95%, KL div.: -0.044403] [G loss: 0.612506, KL div.: 0.612246, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3883 [D loss: 0.643278, acc.: 60.94%, KL div.: -0.045440] [G loss: 0.614595, KL div.: 0.614340, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3884 [D loss: 0.640481, acc.: 60.72%, KL div.: -0.045574] [G loss: 0.616532, KL div.: 0.616270, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3885 [D loss: 0.638433, acc.: 60.64%, KL div.: -0.046341] [G loss: 0.618958, KL div.: 0.618705, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3886 [D loss: 0.635564, acc.: 60.28%, KL div.: -0.046444] [G loss: 0.618779, KL div.: 0.618512, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3887 [D loss: 0.635478, acc.: 60.39%, KL div.: -0.046821] [G loss: 0.621441, KL div.: 0.621174, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3888 [D loss: 0.634835, acc.: 60.10%, KL div.: -0.046280] [G loss: 0.620544, KL div.: 0.620265, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3889 [D loss: 0.633822, acc.: 59.85%, KL div.: -0.045099] [G loss: 0.620325, KL div.: 0.620039, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3890 [D loss: 0.634711, acc.: 59.96%, KL div.: -0.045919] [G loss: 0.619834, KL div.: 0.619542, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3891 [D loss: 0.635236, acc.: 59.68%, KL div.: -0.044733] [G loss: 0.617235, KL div.: 0.616933, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3892 [D loss: 0.636957, acc.: 59.74%, KL div.: -0.044027] [G loss: 0.615718, KL div.: 0.615405, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3893 [D loss: 0.637688, acc.: 59.62%, KL div.: -0.043812] [G loss: 0.614119, KL div.: 0.613790, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3894 [D loss: 0.639354, acc.: 59.51%, KL div.: -0.044235] [G loss: 0.609921, KL div.: 0.609580, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3895 [D loss: 0.642502, acc.: 59.88%, KL div.: -0.044182] [G loss: 0.606712, KL div.: 0.606367, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3896 [D loss: 0.644068, acc.: 59.86%, KL div.: -0.044215] [G loss: 0.606689, KL div.: 0.606340, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3897 [D loss: 0.645312, acc.: 60.01%, KL div.: -0.044401] [G loss: 0.604447, KL div.: 0.604086, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3898 [D loss: 0.648241, acc.: 59.88%, KL div.: -0.043831] [G loss: 0.600145, KL div.: 0.599779, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 10ms/step
3899 [D loss: 0.647214, acc.: 59.97%, KL div.: -0.044284] [G loss: 0.602676, KL div.: 0.602320, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 3s 124ms/step
4/4 [==============================] - 0s 28ms/step
3900 [D loss: 0.648850, acc.: 60.13%, KL div.: -0.043274] [G loss: 0.602030, KL div.: 0.601669, FID: 49.348212]
1/1 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 65ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 28ms/step
3901 [D loss: 0.648586, acc.: 60.38%, KL div.: -0.044251] [G loss: 0.604010, KL div.: 0.603656, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3902 [D loss: 0.647306, acc.: 60.34%, KL div.: -0.045269] [G loss: 0.606031, KL div.: 0.605679, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3903 [D loss: 0.648714, acc.: 60.78%, KL div.: -0.044266] [G loss: 0.608064, KL div.: 0.607711, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3904 [D loss: 0.646223, acc.: 60.93%, KL div.: -0.045281] [G loss: 0.615106, KL div.: 0.614766, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3905 [D loss: 0.643535, acc.: 60.82%, KL div.: -0.045212] [G loss: 0.617859, KL div.: 0.617512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3906 [D loss: 0.642919, acc.: 60.93%, KL div.: -0.044029] [G loss: 0.620597, KL div.: 0.620244, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3907 [D loss: 0.641627, acc.: 61.15%, KL div.: -0.043586] [G loss: 0.626411, KL div.: 0.626058, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
3908 [D loss: 0.640297, acc.: 61.13%, KL div.: -0.042846] [G loss: 0.630994, KL div.: 0.630636, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3909 [D loss: 0.639248, acc.: 61.13%, KL div.: -0.043208] [G loss: 0.633030, KL div.: 0.632669, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3910 [D loss: 0.640391, acc.: 61.38%, KL div.: -0.040555] [G loss: 0.635933, KL div.: 0.635556, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3911 [D loss: 0.642356, acc.: 61.54%, KL div.: -0.039486] [G loss: 0.633850, KL div.: 0.633472, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
3912 [D loss: 0.643584, acc.: 61.37%, KL div.: -0.039462] [G loss: 0.631481, KL div.: 0.631100, FID: 0.000000]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3913 [D loss: 0.644759, acc.: 61.40%, KL div.: -0.038986] [G loss: 0.627430, KL div.: 0.627059, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3914 [D loss: 0.646896, acc.: 61.65%, KL div.: -0.038383] [G loss: 0.627111, KL div.: 0.626738, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3915 [D loss: 0.647218, acc.: 61.32%, KL div.: -0.038088] [G loss: 0.624194, KL div.: 0.623832, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3916 [D loss: 0.648411, acc.: 61.20%, KL div.: -0.039358] [G loss: 0.616172, KL div.: 0.615823, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3917 [D loss: 0.648831, acc.: 61.24%, KL div.: -0.039202] [G loss: 0.618250, KL div.: 0.617916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3918 [D loss: 0.651637, acc.: 61.40%, KL div.: -0.039718] [G loss: 0.612792, KL div.: 0.612474, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
3919 [D loss: 0.650724, acc.: 61.32%, KL div.: -0.039940] [G loss: 0.612009, KL div.: 0.611703, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
3920 [D loss: 0.648838, acc.: 61.08%, KL div.: -0.040738] [G loss: 0.611806, KL div.: 0.611516, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3921 [D loss: 0.648213, acc.: 61.09%, KL div.: -0.041728] [G loss: 0.611689, KL div.: 0.611409, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3922 [D loss: 0.646176, acc.: 60.87%, KL div.: -0.042673] [G loss: 0.610713, KL div.: 0.610443, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3923 [D loss: 0.646097, acc.: 61.07%, KL div.: -0.043322] [G loss: 0.611631, KL div.: 0.611364, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3924 [D loss: 0.643302, acc.: 60.88%, KL div.: -0.044455] [G loss: 0.613910, KL div.: 0.613646, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3925 [D loss: 0.641742, acc.: 60.76%, KL div.: -0.045199] [G loss: 0.615205, KL div.: 0.614955, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3926 [D loss: 0.638086, acc.: 60.26%, KL div.: -0.044747] [G loss: 0.616334, KL div.: 0.616083, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3927 [D loss: 0.636755, acc.: 60.42%, KL div.: -0.045911] [G loss: 0.619007, KL div.: 0.618754, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3928 [D loss: 0.636261, acc.: 60.29%, KL div.: -0.046296] [G loss: 0.619785, KL div.: 0.619523, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3929 [D loss: 0.635368, acc.: 60.03%, KL div.: -0.046076] [G loss: 0.617835, KL div.: 0.617565, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3930 [D loss: 0.634950, acc.: 59.76%, KL div.: -0.044625] [G loss: 0.617038, KL div.: 0.616757, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3931 [D loss: 0.637148, acc.: 59.78%, KL div.: -0.044543] [G loss: 0.614405, KL div.: 0.614112, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
3932 [D loss: 0.635939, acc.: 59.42%, KL div.: -0.043560] [G loss: 0.614595, KL div.: 0.614296, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3933 [D loss: 0.638945, acc.: 59.73%, KL div.: -0.044998] [G loss: 0.611070, KL div.: 0.610754, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3934 [D loss: 0.638397, acc.: 59.12%, KL div.: -0.044220] [G loss: 0.607894, KL div.: 0.607564, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3935 [D loss: 0.641730, acc.: 59.29%, KL div.: -0.043382] [G loss: 0.603997, KL div.: 0.603665, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 6ms/step
3936 [D loss: 0.644381, acc.: 59.35%, KL div.: -0.044306] [G loss: 0.601081, KL div.: 0.600730, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3937 [D loss: 0.645901, acc.: 59.25%, KL div.: -0.043352] [G loss: 0.597678, KL div.: 0.597332, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3938 [D loss: 0.649265, acc.: 59.50%, KL div.: -0.043842] [G loss: 0.596598, KL div.: 0.596241, FID: 0.000000]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 7ms/step
3939 [D loss: 0.648918, acc.: 59.64%, KL div.: -0.044597] [G loss: 0.596366, KL div.: 0.596016, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3940 [D loss: 0.652201, acc.: 60.20%, KL div.: -0.045196] [G loss: 0.596359, KL div.: 0.596008, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3941 [D loss: 0.648737, acc.: 59.83%, KL div.: -0.045324] [G loss: 0.598665, KL div.: 0.598312, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3942 [D loss: 0.648883, acc.: 60.21%, KL div.: -0.045718] [G loss: 0.601546, KL div.: 0.601205, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3943 [D loss: 0.648956, acc.: 60.66%, KL div.: -0.046434] [G loss: 0.605484, KL div.: 0.605145, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
3944 [D loss: 0.646613, acc.: 60.68%, KL div.: -0.046907] [G loss: 0.609120, KL div.: 0.608785, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3945 [D loss: 0.644213, acc.: 60.75%, KL div.: -0.046652] [G loss: 0.614860, KL div.: 0.614532, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
3946 [D loss: 0.642792, acc.: 60.88%, KL div.: -0.045497] [G loss: 0.617697, KL div.: 0.617365, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3947 [D loss: 0.640352, acc.: 60.99%, KL div.: -0.046082] [G loss: 0.625325, KL div.: 0.624992, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 5ms/step
3948 [D loss: 0.637891, acc.: 60.98%, KL div.: -0.045763] [G loss: 0.630403, KL div.: 0.630075, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
3949 [D loss: 0.637388, acc.: 61.29%, KL div.: -0.045321] [G loss: 0.634013, KL div.: 0.633671, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3950 [D loss: 0.638003, acc.: 61.40%, KL div.: -0.044393] [G loss: 0.635492, KL div.: 0.635153, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3951 [D loss: 0.635558, acc.: 61.30%, KL div.: -0.043788] [G loss: 0.641901, KL div.: 0.641552, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3952 [D loss: 0.638246, acc.: 61.52%, KL div.: -0.042326] [G loss: 0.638190, KL div.: 0.637842, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3953 [D loss: 0.639125, acc.: 61.43%, KL div.: -0.042098] [G loss: 0.637048, KL div.: 0.636693, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3954 [D loss: 0.639866, acc.: 61.24%, KL div.: -0.041081] [G loss: 0.634552, KL div.: 0.634204, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3955 [D loss: 0.643631, acc.: 61.50%, KL div.: -0.039419] [G loss: 0.631958, KL div.: 0.631614, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3956 [D loss: 0.645292, acc.: 61.45%, KL div.: -0.040069] [G loss: 0.627081, KL div.: 0.626735, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3957 [D loss: 0.645655, acc.: 61.20%, KL div.: -0.039133] [G loss: 0.624960, KL div.: 0.624619, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3958 [D loss: 0.647778, acc.: 61.27%, KL div.: -0.039650] [G loss: 0.619732, KL div.: 0.619400, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3959 [D loss: 0.650443, acc.: 61.58%, KL div.: -0.039863] [G loss: 0.617437, KL div.: 0.617118, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3960 [D loss: 0.651517, acc.: 61.51%, KL div.: -0.040326] [G loss: 0.612485, KL div.: 0.612180, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3961 [D loss: 0.652018, acc.: 61.53%, KL div.: -0.040700] [G loss: 0.610308, KL div.: 0.610015, FID: 0.000000]
4/4 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
3962 [D loss: 0.649762, acc.: 61.19%, KL div.: -0.042559] [G loss: 0.609452, KL div.: 0.609173, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3963 [D loss: 0.648853, acc.: 61.22%, KL div.: -0.043147] [G loss: 0.608838, KL div.: 0.608563, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 16ms/step
3964 [D loss: 0.647024, acc.: 60.98%, KL div.: -0.044219] [G loss: 0.609520, KL div.: 0.609262, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3965 [D loss: 0.645774, acc.: 61.03%, KL div.: -0.044900] [G loss: 0.608835, KL div.: 0.608589, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
3966 [D loss: 0.641852, acc.: 60.63%, KL div.: -0.046294] [G loss: 0.610844, KL div.: 0.610599, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
3967 [D loss: 0.639385, acc.: 60.40%, KL div.: -0.047082] [G loss: 0.613075, KL div.: 0.612830, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3968 [D loss: 0.639318, acc.: 60.46%, KL div.: -0.046270] [G loss: 0.613576, KL div.: 0.613331, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3969 [D loss: 0.635784, acc.: 60.16%, KL div.: -0.047278] [G loss: 0.615891, KL div.: 0.615640, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3970 [D loss: 0.634376, acc.: 60.16%, KL div.: -0.047093] [G loss: 0.619184, KL div.: 0.618926, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3971 [D loss: 0.634662, acc.: 60.06%, KL div.: -0.046505] [G loss: 0.617362, KL div.: 0.617102, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
3972 [D loss: 0.632069, acc.: 59.59%, KL div.: -0.046499] [G loss: 0.617933, KL div.: 0.617650, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
3973 [D loss: 0.632162, acc.: 59.43%, KL div.: -0.045705] [G loss: 0.617538, KL div.: 0.617243, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3974 [D loss: 0.632517, acc.: 59.44%, KL div.: -0.045409] [G loss: 0.618644, KL div.: 0.618334, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
3975 [D loss: 0.634994, acc.: 59.36%, KL div.: -0.045277] [G loss: 0.613402, KL div.: 0.613071, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3976 [D loss: 0.635779, acc.: 59.40%, KL div.: -0.045335] [G loss: 0.611707, KL div.: 0.611363, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3977 [D loss: 0.636923, acc.: 59.04%, KL div.: -0.044019] [G loss: 0.608974, KL div.: 0.608619, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3978 [D loss: 0.638597, acc.: 58.90%, KL div.: -0.044028] [G loss: 0.606814, KL div.: 0.606427, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3979 [D loss: 0.640956, acc.: 59.07%, KL div.: -0.042988] [G loss: 0.604394, KL div.: 0.604008, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
3980 [D loss: 0.645444, acc.: 59.08%, KL div.: -0.043910] [G loss: 0.597027, KL div.: 0.596616, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
3981 [D loss: 0.648096, acc.: 59.33%, KL div.: -0.043771] [G loss: 0.595658, KL div.: 0.595241, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3982 [D loss: 0.648990, acc.: 59.18%, KL div.: -0.044396] [G loss: 0.593909, KL div.: 0.593486, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3983 [D loss: 0.650895, acc.: 59.72%, KL div.: -0.043782] [G loss: 0.598148, KL div.: 0.597754, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3984 [D loss: 0.650791, acc.: 59.71%, KL div.: -0.044724] [G loss: 0.597336, KL div.: 0.596933, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3985 [D loss: 0.649261, acc.: 60.18%, KL div.: -0.044863] [G loss: 0.602527, KL div.: 0.602136, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3986 [D loss: 0.647437, acc.: 60.46%, KL div.: -0.045831] [G loss: 0.608576, KL div.: 0.608189, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3987 [D loss: 0.646114, acc.: 60.39%, KL div.: -0.045024] [G loss: 0.610800, KL div.: 0.610417, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3988 [D loss: 0.644218, acc.: 60.52%, KL div.: -0.044783] [G loss: 0.618159, KL div.: 0.617775, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3989 [D loss: 0.641949, acc.: 60.75%, KL div.: -0.044646] [G loss: 0.624070, KL div.: 0.623687, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3990 [D loss: 0.642415, acc.: 61.06%, KL div.: -0.043106] [G loss: 0.629286, KL div.: 0.628887, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3991 [D loss: 0.639393, acc.: 61.11%, KL div.: -0.043415] [G loss: 0.634461, KL div.: 0.634076, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3992 [D loss: 0.641699, acc.: 61.21%, KL div.: -0.041489] [G loss: 0.632910, KL div.: 0.632506, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3993 [D loss: 0.642096, acc.: 61.25%, KL div.: -0.040291] [G loss: 0.636343, KL div.: 0.635933, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
3994 [D loss: 0.642946, acc.: 61.32%, KL div.: -0.039627] [G loss: 0.635573, KL div.: 0.635167, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3995 [D loss: 0.646490, acc.: 61.40%, KL div.: -0.038937] [G loss: 0.631504, KL div.: 0.631099, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3996 [D loss: 0.649436, acc.: 61.60%, KL div.: -0.037666] [G loss: 0.629223, KL div.: 0.628818, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3997 [D loss: 0.651420, acc.: 61.48%, KL div.: -0.036854] [G loss: 0.624684, KL div.: 0.624297, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3998 [D loss: 0.652141, acc.: 61.40%, KL div.: -0.037946] [G loss: 0.620744, KL div.: 0.620372, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
3999 [D loss: 0.656227, acc.: 61.73%, KL div.: -0.037848] [G loss: 0.614844, KL div.: 0.614476, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 3s 73ms/step
4/4 [==============================] - 0s 29ms/step
4000 [D loss: 0.655914, acc.: 61.47%, KL div.: -0.038313] [G loss: 0.611708, KL div.: 0.611359, FID: 39.261879]
1/1 [==============================] - 0s 45ms/step
4/4 [==============================] - 0s 102ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4001 [D loss: 0.655493, acc.: 61.12%, KL div.: -0.039342] [G loss: 0.607916, KL div.: 0.607592, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4002 [D loss: 0.653826, acc.: 61.01%, KL div.: -0.040024] [G loss: 0.607944, KL div.: 0.607634, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4003 [D loss: 0.653329, acc.: 61.14%, KL div.: -0.041070] [G loss: 0.607741, KL div.: 0.607443, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4004 [D loss: 0.651016, acc.: 61.23%, KL div.: -0.042020] [G loss: 0.609449, KL div.: 0.609160, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4005 [D loss: 0.647201, acc.: 60.88%, KL div.: -0.043293] [G loss: 0.610625, KL div.: 0.610352, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4006 [D loss: 0.645303, acc.: 60.78%, KL div.: -0.044032] [G loss: 0.612233, KL div.: 0.611970, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 20ms/step
4007 [D loss: 0.642301, acc.: 60.59%, KL div.: -0.044811] [G loss: 0.616398, KL div.: 0.616139, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4008 [D loss: 0.639308, acc.: 60.33%, KL div.: -0.046331] [G loss: 0.616164, KL div.: 0.615914, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4009 [D loss: 0.638025, acc.: 60.26%, KL div.: -0.046230] [G loss: 0.616729, KL div.: 0.616479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4010 [D loss: 0.635585, acc.: 60.07%, KL div.: -0.046494] [G loss: 0.619612, KL div.: 0.619356, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4011 [D loss: 0.634892, acc.: 59.80%, KL div.: -0.046521] [G loss: 0.618840, KL div.: 0.618579, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
4012 [D loss: 0.634552, acc.: 59.83%, KL div.: -0.045779] [G loss: 0.619299, KL div.: 0.619039, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4013 [D loss: 0.633260, acc.: 59.50%, KL div.: -0.046198] [G loss: 0.617468, KL div.: 0.617199, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4014 [D loss: 0.633361, acc.: 59.47%, KL div.: -0.045897] [G loss: 0.616070, KL div.: 0.615800, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4015 [D loss: 0.632615, acc.: 59.08%, KL div.: -0.046354] [G loss: 0.612773, KL div.: 0.612474, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4016 [D loss: 0.633993, acc.: 59.01%, KL div.: -0.045491] [G loss: 0.612352, KL div.: 0.612055, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4017 [D loss: 0.636099, acc.: 58.83%, KL div.: -0.045066] [G loss: 0.607684, KL div.: 0.607369, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4018 [D loss: 0.638471, acc.: 58.76%, KL div.: -0.045299] [G loss: 0.601506, KL div.: 0.601175, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4019 [D loss: 0.641943, acc.: 59.18%, KL div.: -0.046197] [G loss: 0.600178, KL div.: 0.599846, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4020 [D loss: 0.643372, acc.: 58.87%, KL div.: -0.045111] [G loss: 0.594696, KL div.: 0.594351, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4021 [D loss: 0.643476, acc.: 59.09%, KL div.: -0.046228] [G loss: 0.595591, KL div.: 0.595248, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4022 [D loss: 0.644855, acc.: 59.15%, KL div.: -0.046152] [G loss: 0.592234, KL div.: 0.591892, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4023 [D loss: 0.646454, acc.: 59.70%, KL div.: -0.046401] [G loss: 0.593433, KL div.: 0.593096, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4024 [D loss: 0.645987, acc.: 59.65%, KL div.: -0.046696] [G loss: 0.595579, KL div.: 0.595239, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4025 [D loss: 0.648441, acc.: 60.14%, KL div.: -0.047698] [G loss: 0.596062, KL div.: 0.595736, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4026 [D loss: 0.645346, acc.: 60.25%, KL div.: -0.047586] [G loss: 0.598297, KL div.: 0.597971, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4027 [D loss: 0.644762, acc.: 60.50%, KL div.: -0.047729] [G loss: 0.603218, KL div.: 0.602908, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4028 [D loss: 0.642029, acc.: 60.61%, KL div.: -0.048968] [G loss: 0.608658, KL div.: 0.608351, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4029 [D loss: 0.640904, acc.: 60.77%, KL div.: -0.048137] [G loss: 0.612575, KL div.: 0.612273, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4030 [D loss: 0.640445, acc.: 61.05%, KL div.: -0.048417] [G loss: 0.616577, KL div.: 0.616271, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 31ms/step
4031 [D loss: 0.638575, acc.: 61.09%, KL div.: -0.048132] [G loss: 0.620351, KL div.: 0.620055, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 30ms/step
4032 [D loss: 0.637854, acc.: 61.40%, KL div.: -0.048518] [G loss: 0.624741, KL div.: 0.624442, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4033 [D loss: 0.637439, acc.: 61.44%, KL div.: -0.047533] [G loss: 0.628009, KL div.: 0.627703, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4034 [D loss: 0.635701, acc.: 61.40%, KL div.: -0.047689] [G loss: 0.631395, KL div.: 0.631083, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4035 [D loss: 0.636208, acc.: 61.59%, KL div.: -0.046449] [G loss: 0.633408, KL div.: 0.633093, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
4036 [D loss: 0.635779, acc.: 61.58%, KL div.: -0.046106] [G loss: 0.634053, KL div.: 0.633741, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4037 [D loss: 0.636379, acc.: 61.58%, KL div.: -0.046225] [G loss: 0.634892, KL div.: 0.634575, FID: 0.000000]
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4038 [D loss: 0.637593, acc.: 61.68%, KL div.: -0.044136] [G loss: 0.635640, KL div.: 0.635319, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
4039 [D loss: 0.638497, acc.: 61.89%, KL div.: -0.044809] [G loss: 0.635025, KL div.: 0.634692, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4040 [D loss: 0.637962, acc.: 61.55%, KL div.: -0.043499] [G loss: 0.633771, KL div.: 0.633451, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4041 [D loss: 0.638935, acc.: 61.53%, KL div.: -0.044482] [G loss: 0.631545, KL div.: 0.631225, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4042 [D loss: 0.641604, acc.: 61.78%, KL div.: -0.043099] [G loss: 0.630119, KL div.: 0.629807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4043 [D loss: 0.640493, acc.: 61.40%, KL div.: -0.042957] [G loss: 0.625894, KL div.: 0.625589, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4044 [D loss: 0.644147, acc.: 61.82%, KL div.: -0.042587] [G loss: 0.624072, KL div.: 0.623765, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 11ms/step
4045 [D loss: 0.643680, acc.: 61.38%, KL div.: -0.042383] [G loss: 0.621783, KL div.: 0.621488, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4046 [D loss: 0.644552, acc.: 61.62%, KL div.: -0.044227] [G loss: 0.619592, KL div.: 0.619296, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4047 [D loss: 0.644730, acc.: 61.22%, KL div.: -0.043903] [G loss: 0.616004, KL div.: 0.615725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4048 [D loss: 0.644627, acc.: 61.42%, KL div.: -0.044783] [G loss: 0.616840, KL div.: 0.616563, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4049 [D loss: 0.644352, acc.: 61.25%, KL div.: -0.044948] [G loss: 0.614894, KL div.: 0.614628, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4050 [D loss: 0.643519, acc.: 61.25%, KL div.: -0.045666] [G loss: 0.614431, KL div.: 0.614163, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4051 [D loss: 0.642502, acc.: 61.10%, KL div.: -0.046013] [G loss: 0.614482, KL div.: 0.614224, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4052 [D loss: 0.641239, acc.: 60.99%, KL div.: -0.046405] [G loss: 0.615422, KL div.: 0.615166, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 6ms/step
4053 [D loss: 0.638414, acc.: 60.64%, KL div.: -0.046597] [G loss: 0.617370, KL div.: 0.617118, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4054 [D loss: 0.638910, acc.: 60.48%, KL div.: -0.045334] [G loss: 0.615729, KL div.: 0.615473, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4055 [D loss: 0.637941, acc.: 60.41%, KL div.: -0.045435] [G loss: 0.616505, KL div.: 0.616249, FID: 0.000000]
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 34ms/step
4/4 [==============================] - 0s 5ms/step
4056 [D loss: 0.637643, acc.: 60.43%, KL div.: -0.046245] [G loss: 0.616339, KL div.: 0.616071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4057 [D loss: 0.636894, acc.: 60.30%, KL div.: -0.046154] [G loss: 0.616053, KL div.: 0.615779, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4058 [D loss: 0.634869, acc.: 60.07%, KL div.: -0.046012] [G loss: 0.619173, KL div.: 0.618890, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4059 [D loss: 0.636695, acc.: 60.30%, KL div.: -0.046117] [G loss: 0.617613, KL div.: 0.617328, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4060 [D loss: 0.636309, acc.: 60.09%, KL div.: -0.046643] [G loss: 0.615089, KL div.: 0.614789, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4061 [D loss: 0.637411, acc.: 59.81%, KL div.: -0.045086] [G loss: 0.612786, KL div.: 0.612483, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4062 [D loss: 0.639951, acc.: 60.10%, KL div.: -0.045251] [G loss: 0.610933, KL div.: 0.610612, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
4063 [D loss: 0.641331, acc.: 60.20%, KL div.: -0.045975] [G loss: 0.609380, KL div.: 0.609053, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4064 [D loss: 0.640757, acc.: 59.90%, KL div.: -0.045481] [G loss: 0.607866, KL div.: 0.607530, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4065 [D loss: 0.642694, acc.: 60.44%, KL div.: -0.046629] [G loss: 0.608036, KL div.: 0.607708, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4066 [D loss: 0.643629, acc.: 60.52%, KL div.: -0.046685] [G loss: 0.608782, KL div.: 0.608462, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
4067 [D loss: 0.644967, acc.: 60.48%, KL div.: -0.046519] [G loss: 0.607301, KL div.: 0.606961, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4068 [D loss: 0.643099, acc.: 60.63%, KL div.: -0.047556] [G loss: 0.610342, KL div.: 0.610018, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4069 [D loss: 0.645582, acc.: 61.04%, KL div.: -0.047574] [G loss: 0.609667, KL div.: 0.609337, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4070 [D loss: 0.642776, acc.: 60.97%, KL div.: -0.047859] [G loss: 0.612719, KL div.: 0.612406, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4071 [D loss: 0.642085, acc.: 61.01%, KL div.: -0.047618] [G loss: 0.615856, KL div.: 0.615541, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4072 [D loss: 0.641264, acc.: 61.37%, KL div.: -0.047657] [G loss: 0.620189, KL div.: 0.619878, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4073 [D loss: 0.639464, acc.: 61.35%, KL div.: -0.048028] [G loss: 0.623192, KL div.: 0.622880, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4074 [D loss: 0.638825, acc.: 61.57%, KL div.: -0.048445] [G loss: 0.628682, KL div.: 0.628366, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4075 [D loss: 0.637435, acc.: 61.68%, KL div.: -0.047802] [G loss: 0.632519, KL div.: 0.632205, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4076 [D loss: 0.637737, acc.: 61.70%, KL div.: -0.046981] [G loss: 0.635627, KL div.: 0.635298, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4077 [D loss: 0.636606, acc.: 61.63%, KL div.: -0.046451] [G loss: 0.639390, KL div.: 0.639066, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4078 [D loss: 0.637442, acc.: 61.82%, KL div.: -0.046012] [G loss: 0.640596, KL div.: 0.640254, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4079 [D loss: 0.637433, acc.: 61.49%, KL div.: -0.045004] [G loss: 0.638464, KL div.: 0.638113, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4080 [D loss: 0.637918, acc.: 61.57%, KL div.: -0.045037] [G loss: 0.638171, KL div.: 0.637808, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4081 [D loss: 0.641935, acc.: 61.95%, KL div.: -0.043421] [G loss: 0.638351, KL div.: 0.637984, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4082 [D loss: 0.645113, acc.: 61.87%, KL div.: -0.042793] [G loss: 0.632282, KL div.: 0.631927, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4083 [D loss: 0.646041, acc.: 61.59%, KL div.: -0.041989] [G loss: 0.625576, KL div.: 0.625221, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4084 [D loss: 0.648639, acc.: 61.49%, KL div.: -0.041766] [G loss: 0.620235, KL div.: 0.619877, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4085 [D loss: 0.651278, acc.: 61.44%, KL div.: -0.041535] [G loss: 0.616065, KL div.: 0.615735, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4086 [D loss: 0.650593, acc.: 61.10%, KL div.: -0.042063] [G loss: 0.612974, KL div.: 0.612655, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4087 [D loss: 0.651821, acc.: 61.28%, KL div.: -0.042956] [G loss: 0.609601, KL div.: 0.609281, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4088 [D loss: 0.649675, acc.: 61.05%, KL div.: -0.043385] [G loss: 0.609842, KL div.: 0.609544, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4089 [D loss: 0.648887, acc.: 60.86%, KL div.: -0.043643] [G loss: 0.609132, KL div.: 0.608842, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4090 [D loss: 0.648077, acc.: 60.66%, KL div.: -0.044885] [G loss: 0.605966, KL div.: 0.605687, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4091 [D loss: 0.646458, acc.: 60.37%, KL div.: -0.044767] [G loss: 0.605938, KL div.: 0.605681, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4092 [D loss: 0.643772, acc.: 60.35%, KL div.: -0.046383] [G loss: 0.607922, KL div.: 0.607654, FID: 0.000000]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4093 [D loss: 0.641684, acc.: 60.12%, KL div.: -0.047384] [G loss: 0.607777, KL div.: 0.607523, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4094 [D loss: 0.640952, acc.: 60.03%, KL div.: -0.047475] [G loss: 0.607703, KL div.: 0.607454, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4095 [D loss: 0.637867, acc.: 59.73%, KL div.: -0.047936] [G loss: 0.608529, KL div.: 0.608278, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4096 [D loss: 0.637060, acc.: 59.76%, KL div.: -0.047964] [G loss: 0.608803, KL div.: 0.608553, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4097 [D loss: 0.635258, acc.: 59.49%, KL div.: -0.048262] [G loss: 0.608941, KL div.: 0.608682, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4098 [D loss: 0.635078, acc.: 59.49%, KL div.: -0.048710] [G loss: 0.608457, KL div.: 0.608208, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4099 [D loss: 0.632243, acc.: 59.08%, KL div.: -0.048506] [G loss: 0.607544, KL div.: 0.607280, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 3s 74ms/step
4/4 [==============================] - 0s 37ms/step
4100 [D loss: 0.634130, acc.: 59.27%, KL div.: -0.049072] [G loss: 0.606207, KL div.: 0.605938, FID: 37.774853]
1/1 [==============================] - 0s 59ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4101 [D loss: 0.633532, acc.: 59.18%, KL div.: -0.048785] [G loss: 0.605079, KL div.: 0.604791, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4102 [D loss: 0.634093, acc.: 59.13%, KL div.: -0.048505] [G loss: 0.604658, KL div.: 0.604376, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4103 [D loss: 0.634998, acc.: 59.07%, KL div.: -0.049058] [G loss: 0.600667, KL div.: 0.600374, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4104 [D loss: 0.635212, acc.: 59.14%, KL div.: -0.048669] [G loss: 0.601967, KL div.: 0.601663, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4105 [D loss: 0.635927, acc.: 59.33%, KL div.: -0.049804] [G loss: 0.601985, KL div.: 0.601681, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4106 [D loss: 0.637190, acc.: 59.25%, KL div.: -0.048943] [G loss: 0.599466, KL div.: 0.599155, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4107 [D loss: 0.635628, acc.: 59.10%, KL div.: -0.049034] [G loss: 0.600632, KL div.: 0.600318, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4108 [D loss: 0.638432, acc.: 59.84%, KL div.: -0.050524] [G loss: 0.601596, KL div.: 0.601290, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4109 [D loss: 0.638092, acc.: 59.75%, KL div.: -0.049845] [G loss: 0.601953, KL div.: 0.601645, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4110 [D loss: 0.638888, acc.: 60.23%, KL div.: -0.051083] [G loss: 0.604790, KL div.: 0.604495, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4111 [D loss: 0.637813, acc.: 60.15%, KL div.: -0.050462] [G loss: 0.606519, KL div.: 0.606229, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4112 [D loss: 0.637663, acc.: 60.44%, KL div.: -0.051237] [G loss: 0.608762, KL div.: 0.608469, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4113 [D loss: 0.638132, acc.: 60.65%, KL div.: -0.050706] [G loss: 0.610255, KL div.: 0.609961, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4114 [D loss: 0.637015, acc.: 60.87%, KL div.: -0.051240] [G loss: 0.614765, KL div.: 0.614486, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4115 [D loss: 0.636731, acc.: 61.00%, KL div.: -0.050655] [G loss: 0.618301, KL div.: 0.618024, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4116 [D loss: 0.635997, acc.: 61.11%, KL div.: -0.050951] [G loss: 0.620951, KL div.: 0.620671, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4117 [D loss: 0.634579, acc.: 61.22%, KL div.: -0.050254] [G loss: 0.624629, KL div.: 0.624346, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4118 [D loss: 0.634824, acc.: 61.33%, KL div.: -0.050918] [G loss: 0.625796, KL div.: 0.625511, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4119 [D loss: 0.634842, acc.: 61.55%, KL div.: -0.050202] [G loss: 0.629336, KL div.: 0.629053, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4120 [D loss: 0.634750, acc.: 61.56%, KL div.: -0.049587] [G loss: 0.631910, KL div.: 0.631625, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
4121 [D loss: 0.635522, acc.: 61.80%, KL div.: -0.048973] [G loss: 0.633011, KL div.: 0.632721, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4122 [D loss: 0.634980, acc.: 61.77%, KL div.: -0.049288] [G loss: 0.633947, KL div.: 0.633657, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
4123 [D loss: 0.636514, acc.: 61.64%, KL div.: -0.048387] [G loss: 0.632004, KL div.: 0.631715, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4124 [D loss: 0.636638, acc.: 61.94%, KL div.: -0.047941] [G loss: 0.635701, KL div.: 0.635402, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4125 [D loss: 0.637906, acc.: 61.87%, KL div.: -0.048011] [G loss: 0.632675, KL div.: 0.632376, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 0s/step
4126 [D loss: 0.638656, acc.: 61.71%, KL div.: -0.047634] [G loss: 0.631108, KL div.: 0.630806, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4127 [D loss: 0.641351, acc.: 61.92%, KL div.: -0.047070] [G loss: 0.629645, KL div.: 0.629351, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4128 [D loss: 0.642514, acc.: 61.80%, KL div.: -0.046831] [G loss: 0.625371, KL div.: 0.625077, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4129 [D loss: 0.642771, acc.: 61.75%, KL div.: -0.046807] [G loss: 0.624008, KL div.: 0.623719, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 662us/step
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4130 [D loss: 0.642549, acc.: 61.29%, KL div.: -0.046368] [G loss: 0.620424, KL div.: 0.620143, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
4131 [D loss: 0.642532, acc.: 61.22%, KL div.: -0.046920] [G loss: 0.618765, KL div.: 0.618479, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 7ms/step
4132 [D loss: 0.643861, acc.: 61.27%, KL div.: -0.046087] [G loss: 0.616509, KL div.: 0.616239, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4133 [D loss: 0.643187, acc.: 61.31%, KL div.: -0.047560] [G loss: 0.616624, KL div.: 0.616350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4134 [D loss: 0.642064, acc.: 61.00%, KL div.: -0.047343] [G loss: 0.615878, KL div.: 0.615613, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4135 [D loss: 0.640411, acc.: 60.61%, KL div.: -0.047580] [G loss: 0.614188, KL div.: 0.613920, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
4136 [D loss: 0.640448, acc.: 60.64%, KL div.: -0.047407] [G loss: 0.613646, KL div.: 0.613378, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4137 [D loss: 0.640920, acc.: 60.64%, KL div.: -0.047238] [G loss: 0.612937, KL div.: 0.612676, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4138 [D loss: 0.639297, acc.: 60.49%, KL div.: -0.048281] [G loss: 0.612075, KL div.: 0.611819, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
4139 [D loss: 0.638527, acc.: 60.27%, KL div.: -0.048604] [G loss: 0.610533, KL div.: 0.610272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
4140 [D loss: 0.638055, acc.: 60.27%, KL div.: -0.048741] [G loss: 0.610059, KL div.: 0.609804, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4141 [D loss: 0.637043, acc.: 60.00%, KL div.: -0.048747] [G loss: 0.610330, KL div.: 0.610070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
4142 [D loss: 0.637276, acc.: 59.95%, KL div.: -0.048218] [G loss: 0.607899, KL div.: 0.607638, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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4143 [D loss: 0.636355, acc.: 59.82%, KL div.: -0.048907] [G loss: 0.607955, KL div.: 0.607684, FID: 0.000000]
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4144 [D loss: 0.635371, acc.: 59.33%, KL div.: -0.049192] [G loss: 0.604936, KL div.: 0.604658, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
4145 [D loss: 0.636502, acc.: 59.46%, KL div.: -0.048614] [G loss: 0.604801, KL div.: 0.604523, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
4146 [D loss: 0.637115, acc.: 59.45%, KL div.: -0.048947] [G loss: 0.602570, KL div.: 0.602283, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 994us/step
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4147 [D loss: 0.638074, acc.: 59.43%, KL div.: -0.049082] [G loss: 0.600899, KL div.: 0.600593, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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4148 [D loss: 0.639144, acc.: 59.37%, KL div.: -0.048337] [G loss: 0.598192, KL div.: 0.597890, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
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4149 [D loss: 0.637169, acc.: 59.11%, KL div.: -0.048738] [G loss: 0.600935, KL div.: 0.600621, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
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4150 [D loss: 0.640268, acc.: 59.48%, KL div.: -0.049277] [G loss: 0.596841, KL div.: 0.596531, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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4151 [D loss: 0.641091, acc.: 59.78%, KL div.: -0.048903] [G loss: 0.598767, KL div.: 0.598476, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 1ms/step
4152 [D loss: 0.639610, acc.: 59.60%, KL div.: -0.049410] [G loss: 0.598944, KL div.: 0.598641, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
4153 [D loss: 0.638384, acc.: 59.85%, KL div.: -0.049867] [G loss: 0.602588, KL div.: 0.602279, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4154 [D loss: 0.637255, acc.: 59.54%, KL div.: -0.049856] [G loss: 0.602882, KL div.: 0.602573, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4155 [D loss: 0.637530, acc.: 60.15%, KL div.: -0.049463] [G loss: 0.607234, KL div.: 0.606936, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4156 [D loss: 0.636373, acc.: 60.32%, KL div.: -0.049891] [G loss: 0.610837, KL div.: 0.610545, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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4157 [D loss: 0.635434, acc.: 60.48%, KL div.: -0.049688] [G loss: 0.615397, KL div.: 0.615105, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4158 [D loss: 0.633968, acc.: 60.63%, KL div.: -0.049338] [G loss: 0.620643, KL div.: 0.620358, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 6ms/step
4159 [D loss: 0.633278, acc.: 60.91%, KL div.: -0.049556] [G loss: 0.622002, KL div.: 0.621708, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
4160 [D loss: 0.634091, acc.: 60.82%, KL div.: -0.047957] [G loss: 0.623873, KL div.: 0.623575, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
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4161 [D loss: 0.634884, acc.: 61.15%, KL div.: -0.048549] [G loss: 0.626145, KL div.: 0.625849, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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4162 [D loss: 0.634130, acc.: 60.95%, KL div.: -0.047622] [G loss: 0.627953, KL div.: 0.627646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4163 [D loss: 0.636009, acc.: 61.32%, KL div.: -0.047107] [G loss: 0.629038, KL div.: 0.628732, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4164 [D loss: 0.637177, acc.: 61.35%, KL div.: -0.046521] [G loss: 0.627937, KL div.: 0.627632, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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4165 [D loss: 0.638298, acc.: 61.37%, KL div.: -0.045559] [G loss: 0.629031, KL div.: 0.628724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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4166 [D loss: 0.639015, acc.: 61.47%, KL div.: -0.045463] [G loss: 0.628382, KL div.: 0.628071, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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4167 [D loss: 0.639496, acc.: 61.43%, KL div.: -0.046272] [G loss: 0.626534, KL div.: 0.626215, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4168 [D loss: 0.642731, acc.: 61.58%, KL div.: -0.044092] [G loss: 0.624305, KL div.: 0.623987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
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4169 [D loss: 0.643546, acc.: 61.37%, KL div.: -0.045300] [G loss: 0.619411, KL div.: 0.619101, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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4170 [D loss: 0.644315, acc.: 61.55%, KL div.: -0.045659] [G loss: 0.619149, KL div.: 0.618841, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
4171 [D loss: 0.645694, acc.: 61.51%, KL div.: -0.045137] [G loss: 0.616873, KL div.: 0.616564, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
4172 [D loss: 0.647358, acc.: 61.57%, KL div.: -0.045099] [G loss: 0.616304, KL div.: 0.616006, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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4173 [D loss: 0.647029, acc.: 61.33%, KL div.: -0.044976] [G loss: 0.613968, KL div.: 0.613687, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4174 [D loss: 0.646989, acc.: 61.39%, KL div.: -0.046090] [G loss: 0.613551, KL div.: 0.613270, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
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4175 [D loss: 0.646311, acc.: 61.36%, KL div.: -0.045941] [G loss: 0.611771, KL div.: 0.611501, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
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4176 [D loss: 0.645026, acc.: 61.23%, KL div.: -0.047482] [G loss: 0.612671, KL div.: 0.612407, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4177 [D loss: 0.644531, acc.: 61.22%, KL div.: -0.047988] [G loss: 0.612073, KL div.: 0.611815, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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4178 [D loss: 0.642300, acc.: 60.98%, KL div.: -0.047942] [G loss: 0.613088, KL div.: 0.612830, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4179 [D loss: 0.642163, acc.: 61.03%, KL div.: -0.048556] [G loss: 0.613667, KL div.: 0.613416, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4180 [D loss: 0.641127, acc.: 60.90%, KL div.: -0.048253] [G loss: 0.614922, KL div.: 0.614673, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
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4181 [D loss: 0.639868, acc.: 60.83%, KL div.: -0.048849] [G loss: 0.615261, KL div.: 0.615012, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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4182 [D loss: 0.638111, acc.: 60.72%, KL div.: -0.049060] [G loss: 0.615877, KL div.: 0.615638, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
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4183 [D loss: 0.637299, acc.: 60.64%, KL div.: -0.048724] [G loss: 0.616709, KL div.: 0.616468, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4184 [D loss: 0.636808, acc.: 60.64%, KL div.: -0.048139] [G loss: 0.618440, KL div.: 0.618189, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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4185 [D loss: 0.636491, acc.: 60.52%, KL div.: -0.048336] [G loss: 0.618570, KL div.: 0.618323, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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4186 [D loss: 0.635209, acc.: 60.35%, KL div.: -0.048047] [G loss: 0.618581, KL div.: 0.618328, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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4187 [D loss: 0.634052, acc.: 60.30%, KL div.: -0.048531] [G loss: 0.618549, KL div.: 0.618291, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 339us/step
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4188 [D loss: 0.632692, acc.: 60.10%, KL div.: -0.048629] [G loss: 0.619579, KL div.: 0.619312, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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4189 [D loss: 0.632808, acc.: 60.10%, KL div.: -0.047467] [G loss: 0.618914, KL div.: 0.618645, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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4/4 [==============================] - 0s 5ms/step
4190 [D loss: 0.634044, acc.: 60.08%, KL div.: -0.047399] [G loss: 0.617630, KL div.: 0.617359, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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4191 [D loss: 0.634496, acc.: 59.80%, KL div.: -0.046473] [G loss: 0.615523, KL div.: 0.615229, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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4192 [D loss: 0.636489, acc.: 60.04%, KL div.: -0.047532] [G loss: 0.613694, KL div.: 0.613404, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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4193 [D loss: 0.636157, acc.: 60.00%, KL div.: -0.047488] [G loss: 0.613657, KL div.: 0.613365, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
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4194 [D loss: 0.637235, acc.: 59.77%, KL div.: -0.047107] [G loss: 0.610603, KL div.: 0.610300, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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4195 [D loss: 0.638951, acc.: 60.09%, KL div.: -0.047688] [G loss: 0.610050, KL div.: 0.609751, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4196 [D loss: 0.640803, acc.: 60.19%, KL div.: -0.047563] [G loss: 0.607850, KL div.: 0.607540, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4197 [D loss: 0.641547, acc.: 60.18%, KL div.: -0.047099] [G loss: 0.606827, KL div.: 0.606516, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4198 [D loss: 0.643553, acc.: 60.22%, KL div.: -0.047465] [G loss: 0.602630, KL div.: 0.602318, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4199 [D loss: 0.643035, acc.: 60.44%, KL div.: -0.047183] [G loss: 0.606566, KL div.: 0.606266, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 0s 23ms/step
4200 [D loss: 0.642763, acc.: 60.28%, KL div.: -0.046800] [G loss: 0.605683, KL div.: 0.605371, FID: 41.783372]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 67ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4201 [D loss: 0.643151, acc.: 60.42%, KL div.: -0.047224] [G loss: 0.606755, KL div.: 0.606455, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4202 [D loss: 0.643424, acc.: 60.77%, KL div.: -0.047402] [G loss: 0.609643, KL div.: 0.609350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4203 [D loss: 0.642431, acc.: 60.83%, KL div.: -0.047789] [G loss: 0.610133, KL div.: 0.609833, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4204 [D loss: 0.642303, acc.: 60.89%, KL div.: -0.047349] [G loss: 0.613982, KL div.: 0.613694, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4205 [D loss: 0.641470, acc.: 61.09%, KL div.: -0.047450] [G loss: 0.617422, KL div.: 0.617141, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4206 [D loss: 0.640001, acc.: 61.25%, KL div.: -0.047983] [G loss: 0.620667, KL div.: 0.620386, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4207 [D loss: 0.639371, acc.: 61.17%, KL div.: -0.047567] [G loss: 0.621171, KL div.: 0.620884, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4208 [D loss: 0.636816, acc.: 61.01%, KL div.: -0.047461] [G loss: 0.623996, KL div.: 0.623712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4209 [D loss: 0.637687, acc.: 61.13%, KL div.: -0.047221] [G loss: 0.625982, KL div.: 0.625692, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4210 [D loss: 0.637877, acc.: 61.27%, KL div.: -0.046570] [G loss: 0.627855, KL div.: 0.627569, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4211 [D loss: 0.638475, acc.: 61.38%, KL div.: -0.045535] [G loss: 0.629191, KL div.: 0.628898, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4212 [D loss: 0.639436, acc.: 61.32%, KL div.: -0.045114] [G loss: 0.627446, KL div.: 0.627157, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4213 [D loss: 0.639287, acc.: 61.20%, KL div.: -0.045123] [G loss: 0.626633, KL div.: 0.626340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4214 [D loss: 0.642095, acc.: 61.20%, KL div.: -0.043483] [G loss: 0.623347, KL div.: 0.623060, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4215 [D loss: 0.643410, acc.: 61.63%, KL div.: -0.044192] [G loss: 0.623684, KL div.: 0.623398, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4216 [D loss: 0.642327, acc.: 61.17%, KL div.: -0.044965] [G loss: 0.621239, KL div.: 0.620954, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4217 [D loss: 0.643462, acc.: 61.03%, KL div.: -0.043232] [G loss: 0.618644, KL div.: 0.618372, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4218 [D loss: 0.644264, acc.: 60.88%, KL div.: -0.043996] [G loss: 0.614984, KL div.: 0.614724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4219 [D loss: 0.645909, acc.: 61.22%, KL div.: -0.044414] [G loss: 0.613079, KL div.: 0.612814, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4220 [D loss: 0.647271, acc.: 61.17%, KL div.: -0.044407] [G loss: 0.610629, KL div.: 0.610371, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4221 [D loss: 0.646145, acc.: 61.09%, KL div.: -0.045687] [G loss: 0.609956, KL div.: 0.609706, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4222 [D loss: 0.643132, acc.: 60.63%, KL div.: -0.045671] [G loss: 0.610284, KL div.: 0.610046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4223 [D loss: 0.644017, acc.: 60.87%, KL div.: -0.046488] [G loss: 0.610968, KL div.: 0.610734, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4224 [D loss: 0.641569, acc.: 60.44%, KL div.: -0.047041] [G loss: 0.609480, KL div.: 0.609239, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4225 [D loss: 0.641163, acc.: 60.46%, KL div.: -0.047632] [G loss: 0.610120, KL div.: 0.609884, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4226 [D loss: 0.639648, acc.: 60.26%, KL div.: -0.046690] [G loss: 0.610743, KL div.: 0.610514, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4227 [D loss: 0.638775, acc.: 60.10%, KL div.: -0.047544] [G loss: 0.609747, KL div.: 0.609503, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4228 [D loss: 0.636908, acc.: 59.93%, KL div.: -0.047677] [G loss: 0.611350, KL div.: 0.611105, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4229 [D loss: 0.637799, acc.: 59.90%, KL div.: -0.047484] [G loss: 0.609739, KL div.: 0.609495, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4230 [D loss: 0.637174, acc.: 59.88%, KL div.: -0.047600] [G loss: 0.610115, KL div.: 0.609867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4231 [D loss: 0.637598, acc.: 59.76%, KL div.: -0.047798] [G loss: 0.608197, KL div.: 0.607945, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4232 [D loss: 0.636516, acc.: 59.51%, KL div.: -0.047865] [G loss: 0.608509, KL div.: 0.608246, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4233 [D loss: 0.638194, acc.: 59.59%, KL div.: -0.047594] [G loss: 0.607233, KL div.: 0.606962, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4234 [D loss: 0.636996, acc.: 59.29%, KL div.: -0.047737] [G loss: 0.606572, KL div.: 0.606301, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4235 [D loss: 0.639234, acc.: 59.47%, KL div.: -0.047038] [G loss: 0.604678, KL div.: 0.604400, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4236 [D loss: 0.638567, acc.: 59.21%, KL div.: -0.047015] [G loss: 0.603523, KL div.: 0.603236, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4237 [D loss: 0.640280, acc.: 59.40%, KL div.: -0.046777] [G loss: 0.601908, KL div.: 0.601610, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4238 [D loss: 0.642672, acc.: 59.63%, KL div.: -0.046838] [G loss: 0.599959, KL div.: 0.599666, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4239 [D loss: 0.643528, acc.: 59.62%, KL div.: -0.047505] [G loss: 0.599636, KL div.: 0.599332, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4240 [D loss: 0.642887, acc.: 59.64%, KL div.: -0.046680] [G loss: 0.601802, KL div.: 0.601503, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4241 [D loss: 0.644317, acc.: 59.94%, KL div.: -0.046916] [G loss: 0.600581, KL div.: 0.600285, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4242 [D loss: 0.643350, acc.: 60.00%, KL div.: -0.047018] [G loss: 0.602974, KL div.: 0.602676, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4243 [D loss: 0.643468, acc.: 60.20%, KL div.: -0.046774] [G loss: 0.606048, KL div.: 0.605755, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4244 [D loss: 0.642283, acc.: 60.47%, KL div.: -0.048565] [G loss: 0.608323, KL div.: 0.608030, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4245 [D loss: 0.642294, acc.: 60.47%, KL div.: -0.047225] [G loss: 0.612275, KL div.: 0.611984, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4246 [D loss: 0.641053, acc.: 60.55%, KL div.: -0.046385] [G loss: 0.614115, KL div.: 0.613827, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4247 [D loss: 0.640131, acc.: 60.87%, KL div.: -0.046471] [G loss: 0.620444, KL div.: 0.620143, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4248 [D loss: 0.640360, acc.: 60.86%, KL div.: -0.046398] [G loss: 0.620558, KL div.: 0.620260, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4249 [D loss: 0.639789, acc.: 61.01%, KL div.: -0.045289] [G loss: 0.625448, KL div.: 0.625150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4250 [D loss: 0.641000, acc.: 61.13%, KL div.: -0.044077] [G loss: 0.623807, KL div.: 0.623510, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4251 [D loss: 0.639339, acc.: 60.96%, KL div.: -0.044872] [G loss: 0.626796, KL div.: 0.626495, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4252 [D loss: 0.640588, acc.: 61.07%, KL div.: -0.043141] [G loss: 0.626639, KL div.: 0.626333, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4253 [D loss: 0.639864, acc.: 60.97%, KL div.: -0.043144] [G loss: 0.628340, KL div.: 0.628035, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4254 [D loss: 0.641017, acc.: 61.10%, KL div.: -0.043619] [G loss: 0.626515, KL div.: 0.626206, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4255 [D loss: 0.641977, acc.: 60.98%, KL div.: -0.042293] [G loss: 0.624720, KL div.: 0.624417, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4256 [D loss: 0.642609, acc.: 61.16%, KL div.: -0.042684] [G loss: 0.624221, KL div.: 0.623915, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4257 [D loss: 0.642686, acc.: 61.05%, KL div.: -0.042574] [G loss: 0.622730, KL div.: 0.622428, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4258 [D loss: 0.646402, acc.: 61.24%, KL div.: -0.042354] [G loss: 0.618444, KL div.: 0.618151, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4259 [D loss: 0.646590, acc.: 61.31%, KL div.: -0.042515] [G loss: 0.615999, KL div.: 0.615709, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4260 [D loss: 0.646675, acc.: 61.26%, KL div.: -0.042391] [G loss: 0.615190, KL div.: 0.614909, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4261 [D loss: 0.646239, acc.: 61.07%, KL div.: -0.043050] [G loss: 0.611952, KL div.: 0.611679, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4262 [D loss: 0.645598, acc.: 61.05%, KL div.: -0.044032] [G loss: 0.612102, KL div.: 0.611842, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4263 [D loss: 0.644565, acc.: 60.99%, KL div.: -0.044386] [G loss: 0.610427, KL div.: 0.610172, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4264 [D loss: 0.644875, acc.: 60.97%, KL div.: -0.045039] [G loss: 0.609077, KL div.: 0.608826, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4265 [D loss: 0.643266, acc.: 60.89%, KL div.: -0.045738] [G loss: 0.610994, KL div.: 0.610748, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4266 [D loss: 0.642378, acc.: 60.71%, KL div.: -0.045272] [G loss: 0.609784, KL div.: 0.609544, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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4267 [D loss: 0.640681, acc.: 60.51%, KL div.: -0.046321] [G loss: 0.611450, KL div.: 0.611211, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4268 [D loss: 0.638921, acc.: 60.50%, KL div.: -0.047099] [G loss: 0.613120, KL div.: 0.612881, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4269 [D loss: 0.637848, acc.: 60.32%, KL div.: -0.047016] [G loss: 0.614316, KL div.: 0.614079, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4270 [D loss: 0.637440, acc.: 60.34%, KL div.: -0.047169] [G loss: 0.614686, KL div.: 0.614443, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4271 [D loss: 0.635901, acc.: 60.11%, KL div.: -0.046546] [G loss: 0.615304, KL div.: 0.615051, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4272 [D loss: 0.634141, acc.: 59.78%, KL div.: -0.046764] [G loss: 0.615408, KL div.: 0.615143, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4273 [D loss: 0.633542, acc.: 59.74%, KL div.: -0.046323] [G loss: 0.616965, KL div.: 0.616707, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4274 [D loss: 0.634108, acc.: 59.87%, KL div.: -0.046881] [G loss: 0.616223, KL div.: 0.615949, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4275 [D loss: 0.634873, acc.: 59.71%, KL div.: -0.045936] [G loss: 0.614448, KL div.: 0.614158, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4276 [D loss: 0.636010, acc.: 59.33%, KL div.: -0.045194] [G loss: 0.611057, KL div.: 0.610755, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4277 [D loss: 0.635528, acc.: 59.14%, KL div.: -0.044709] [G loss: 0.609053, KL div.: 0.608729, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4278 [D loss: 0.638503, acc.: 59.56%, KL div.: -0.045934] [G loss: 0.609381, KL div.: 0.609059, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4279 [D loss: 0.638456, acc.: 59.25%, KL div.: -0.045103] [G loss: 0.607669, KL div.: 0.607337, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4280 [D loss: 0.643926, acc.: 59.61%, KL div.: -0.044865] [G loss: 0.603239, KL div.: 0.602902, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4281 [D loss: 0.643693, acc.: 59.50%, KL div.: -0.045058] [G loss: 0.602309, KL div.: 0.601965, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4282 [D loss: 0.644514, acc.: 59.33%, KL div.: -0.045964] [G loss: 0.598797, KL div.: 0.598445, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4283 [D loss: 0.645980, acc.: 59.73%, KL div.: -0.044738] [G loss: 0.601244, KL div.: 0.600897, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4284 [D loss: 0.647854, acc.: 60.02%, KL div.: -0.045887] [G loss: 0.599907, KL div.: 0.599564, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4285 [D loss: 0.648643, acc.: 60.45%, KL div.: -0.046095] [G loss: 0.603883, KL div.: 0.603544, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4286 [D loss: 0.645251, acc.: 60.53%, KL div.: -0.046678] [G loss: 0.607128, KL div.: 0.606794, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4287 [D loss: 0.645972, acc.: 60.52%, KL div.: -0.046857] [G loss: 0.607262, KL div.: 0.606930, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4288 [D loss: 0.644339, acc.: 60.86%, KL div.: -0.046474] [G loss: 0.612674, KL div.: 0.612348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4289 [D loss: 0.643261, acc.: 60.83%, KL div.: -0.046558] [G loss: 0.617456, KL div.: 0.617129, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4290 [D loss: 0.642005, acc.: 60.91%, KL div.: -0.046189] [G loss: 0.622543, KL div.: 0.622212, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4291 [D loss: 0.639686, acc.: 61.12%, KL div.: -0.045824] [G loss: 0.628237, KL div.: 0.627903, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4292 [D loss: 0.641028, acc.: 61.28%, KL div.: -0.045309] [G loss: 0.628338, KL div.: 0.628000, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4293 [D loss: 0.639515, acc.: 61.17%, KL div.: -0.043873] [G loss: 0.631250, KL div.: 0.630905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4294 [D loss: 0.639417, acc.: 61.13%, KL div.: -0.043039] [G loss: 0.633905, KL div.: 0.633553, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4295 [D loss: 0.642688, acc.: 61.42%, KL div.: -0.041262] [G loss: 0.630932, KL div.: 0.630571, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4296 [D loss: 0.642217, acc.: 61.21%, KL div.: -0.041351] [G loss: 0.631377, KL div.: 0.631010, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4297 [D loss: 0.644976, acc.: 61.20%, KL div.: -0.040768] [G loss: 0.626989, KL div.: 0.626634, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4298 [D loss: 0.648101, acc.: 61.54%, KL div.: -0.040192] [G loss: 0.624877, KL div.: 0.624521, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4299 [D loss: 0.650053, acc.: 61.54%, KL div.: -0.040754] [G loss: 0.617646, KL div.: 0.617304, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 57ms/step
4/4 [==============================] - 0s 34ms/step
4300 [D loss: 0.650532, acc.: 61.36%, KL div.: -0.041343] [G loss: 0.615387, KL div.: 0.615054, FID: 43.203378]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4301 [D loss: 0.650360, acc.: 61.32%, KL div.: -0.040380] [G loss: 0.615129, KL div.: 0.614814, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4302 [D loss: 0.648887, acc.: 61.05%, KL div.: -0.041794] [G loss: 0.612631, KL div.: 0.612321, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4303 [D loss: 0.649495, acc.: 61.16%, KL div.: -0.042496] [G loss: 0.610811, KL div.: 0.610515, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4304 [D loss: 0.648190, acc.: 60.82%, KL div.: -0.042843] [G loss: 0.608185, KL div.: 0.607909, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4305 [D loss: 0.646862, acc.: 60.90%, KL div.: -0.043855] [G loss: 0.610771, KL div.: 0.610501, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 6ms/step
4306 [D loss: 0.646126, acc.: 60.98%, KL div.: -0.044418] [G loss: 0.611098, KL div.: 0.610839, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4307 [D loss: 0.643162, acc.: 60.68%, KL div.: -0.044299] [G loss: 0.613241, KL div.: 0.612986, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4308 [D loss: 0.638847, acc.: 60.33%, KL div.: -0.046346] [G loss: 0.614463, KL div.: 0.614219, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4309 [D loss: 0.637189, acc.: 60.26%, KL div.: -0.046706] [G loss: 0.617004, KL div.: 0.616760, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4310 [D loss: 0.637175, acc.: 60.20%, KL div.: -0.046238] [G loss: 0.615965, KL div.: 0.615722, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4311 [D loss: 0.635230, acc.: 59.99%, KL div.: -0.046529] [G loss: 0.617535, KL div.: 0.617285, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4312 [D loss: 0.634066, acc.: 59.86%, KL div.: -0.047037] [G loss: 0.617712, KL div.: 0.617457, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4313 [D loss: 0.631622, acc.: 59.54%, KL div.: -0.045985] [G loss: 0.618531, KL div.: 0.618270, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4314 [D loss: 0.631970, acc.: 59.32%, KL div.: -0.045692] [G loss: 0.616690, KL div.: 0.616421, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4315 [D loss: 0.633397, acc.: 59.22%, KL div.: -0.045692] [G loss: 0.613585, KL div.: 0.613306, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4316 [D loss: 0.636026, acc.: 59.21%, KL div.: -0.045686] [G loss: 0.608103, KL div.: 0.607804, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 449us/step
4317 [D loss: 0.636356, acc.: 58.86%, KL div.: -0.044963] [G loss: 0.605316, KL div.: 0.605015, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4318 [D loss: 0.639174, acc.: 59.03%, KL div.: -0.045683] [G loss: 0.601779, KL div.: 0.601466, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4319 [D loss: 0.642144, acc.: 58.85%, KL div.: -0.044647] [G loss: 0.596615, KL div.: 0.596295, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4320 [D loss: 0.644186, acc.: 58.97%, KL div.: -0.044709] [G loss: 0.595106, KL div.: 0.594771, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4321 [D loss: 0.643916, acc.: 58.99%, KL div.: -0.044943] [G loss: 0.594733, KL div.: 0.594396, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4322 [D loss: 0.647609, acc.: 59.33%, KL div.: -0.045412] [G loss: 0.591587, KL div.: 0.591255, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4323 [D loss: 0.650192, acc.: 59.51%, KL div.: -0.046102] [G loss: 0.590183, KL div.: 0.589847, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 4ms/step
4324 [D loss: 0.648487, acc.: 59.90%, KL div.: -0.047264] [G loss: 0.592367, KL div.: 0.592044, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4325 [D loss: 0.646994, acc.: 60.15%, KL div.: -0.047543] [G loss: 0.596713, KL div.: 0.596405, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
4326 [D loss: 0.646831, acc.: 60.30%, KL div.: -0.047499] [G loss: 0.599716, KL div.: 0.599412, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4327 [D loss: 0.645709, acc.: 60.69%, KL div.: -0.047612] [G loss: 0.604282, KL div.: 0.603983, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4328 [D loss: 0.643412, acc.: 60.77%, KL div.: -0.048137] [G loss: 0.609490, KL div.: 0.609194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4329 [D loss: 0.641824, acc.: 60.82%, KL div.: -0.047860] [G loss: 0.613080, KL div.: 0.612792, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4330 [D loss: 0.639401, acc.: 61.01%, KL div.: -0.047530] [G loss: 0.619139, KL div.: 0.618854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4331 [D loss: 0.638633, acc.: 61.21%, KL div.: -0.047371] [G loss: 0.626703, KL div.: 0.626418, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4332 [D loss: 0.637565, acc.: 61.15%, KL div.: -0.046892] [G loss: 0.627115, KL div.: 0.626829, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 713us/step
4/4 [==============================] - 0s 4ms/step
4333 [D loss: 0.634809, acc.: 61.12%, KL div.: -0.046391] [G loss: 0.632124, KL div.: 0.631825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
4334 [D loss: 0.635338, acc.: 61.29%, KL div.: -0.046264] [G loss: 0.633626, KL div.: 0.633333, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4335 [D loss: 0.636014, acc.: 61.35%, KL div.: -0.044985] [G loss: 0.635431, KL div.: 0.635133, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4336 [D loss: 0.634696, acc.: 61.29%, KL div.: -0.045240] [G loss: 0.639576, KL div.: 0.639271, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4337 [D loss: 0.637114, acc.: 61.50%, KL div.: -0.043516] [G loss: 0.637367, KL div.: 0.637058, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4338 [D loss: 0.639540, acc.: 61.59%, KL div.: -0.042638] [G loss: 0.633728, KL div.: 0.633419, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4339 [D loss: 0.638830, acc.: 61.25%, KL div.: -0.042081] [G loss: 0.632163, KL div.: 0.631860, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4340 [D loss: 0.642024, acc.: 61.52%, KL div.: -0.041342] [G loss: 0.629429, KL div.: 0.629134, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4341 [D loss: 0.644015, acc.: 61.80%, KL div.: -0.041542] [G loss: 0.626471, KL div.: 0.626166, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4342 [D loss: 0.645219, acc.: 61.47%, KL div.: -0.042309] [G loss: 0.619403, KL div.: 0.619118, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4343 [D loss: 0.645248, acc.: 61.41%, KL div.: -0.043321] [G loss: 0.617511, KL div.: 0.617225, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4344 [D loss: 0.646238, acc.: 61.43%, KL div.: -0.043579] [G loss: 0.616008, KL div.: 0.615733, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4345 [D loss: 0.648033, acc.: 61.25%, KL div.: -0.043189] [G loss: 0.610457, KL div.: 0.610197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4346 [D loss: 0.648971, acc.: 61.57%, KL div.: -0.043721] [G loss: 0.611629, KL div.: 0.611363, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4347 [D loss: 0.645411, acc.: 61.19%, KL div.: -0.045151] [G loss: 0.611909, KL div.: 0.611656, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4348 [D loss: 0.645245, acc.: 61.14%, KL div.: -0.045040] [G loss: 0.609968, KL div.: 0.609726, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4349 [D loss: 0.644264, acc.: 61.15%, KL div.: -0.046089] [G loss: 0.610424, KL div.: 0.610183, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4350 [D loss: 0.642444, acc.: 61.06%, KL div.: -0.046701] [G loss: 0.612187, KL div.: 0.611952, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4351 [D loss: 0.640596, acc.: 60.73%, KL div.: -0.047120] [G loss: 0.613520, KL div.: 0.613282, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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4352 [D loss: 0.638197, acc.: 60.54%, KL div.: -0.047012] [G loss: 0.615176, KL div.: 0.614938, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4353 [D loss: 0.637682, acc.: 60.37%, KL div.: -0.047111] [G loss: 0.614615, KL div.: 0.614365, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4354 [D loss: 0.635396, acc.: 60.20%, KL div.: -0.047189] [G loss: 0.617671, KL div.: 0.617427, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4355 [D loss: 0.635344, acc.: 60.10%, KL div.: -0.047708] [G loss: 0.616274, KL div.: 0.616014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4356 [D loss: 0.636348, acc.: 60.12%, KL div.: -0.047882] [G loss: 0.613846, KL div.: 0.613579, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4357 [D loss: 0.635628, acc.: 60.01%, KL div.: -0.046908] [G loss: 0.615664, KL div.: 0.615404, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4358 [D loss: 0.636044, acc.: 59.79%, KL div.: -0.045949] [G loss: 0.613386, KL div.: 0.613103, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4359 [D loss: 0.636072, acc.: 59.56%, KL div.: -0.045628] [G loss: 0.612683, KL div.: 0.612388, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4360 [D loss: 0.639082, acc.: 59.72%, KL div.: -0.046706] [G loss: 0.607703, KL div.: 0.607398, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4361 [D loss: 0.639960, acc.: 59.86%, KL div.: -0.046769] [G loss: 0.608351, KL div.: 0.608033, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4362 [D loss: 0.640329, acc.: 59.69%, KL div.: -0.045670] [G loss: 0.607234, KL div.: 0.606908, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4363 [D loss: 0.639894, acc.: 59.41%, KL div.: -0.044905] [G loss: 0.606682, KL div.: 0.606344, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4364 [D loss: 0.643449, acc.: 60.06%, KL div.: -0.046139] [G loss: 0.605693, KL div.: 0.605359, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4365 [D loss: 0.646219, acc.: 60.25%, KL div.: -0.046336] [G loss: 0.603089, KL div.: 0.602760, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4366 [D loss: 0.644130, acc.: 60.02%, KL div.: -0.046785] [G loss: 0.605193, KL div.: 0.604854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4367 [D loss: 0.645086, acc.: 60.28%, KL div.: -0.046587] [G loss: 0.604428, KL div.: 0.604099, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4368 [D loss: 0.645292, acc.: 60.79%, KL div.: -0.047897] [G loss: 0.608941, KL div.: 0.608612, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4369 [D loss: 0.644670, acc.: 60.74%, KL div.: -0.048215] [G loss: 0.610370, KL div.: 0.610040, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4370 [D loss: 0.643528, acc.: 60.83%, KL div.: -0.047793] [G loss: 0.614695, KL div.: 0.614364, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4371 [D loss: 0.642462, acc.: 60.96%, KL div.: -0.047149] [G loss: 0.618189, KL div.: 0.617856, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4372 [D loss: 0.640346, acc.: 60.98%, KL div.: -0.047022] [G loss: 0.621689, KL div.: 0.621357, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4373 [D loss: 0.640809, acc.: 61.28%, KL div.: -0.046369] [G loss: 0.627286, KL div.: 0.626964, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4374 [D loss: 0.639480, acc.: 61.32%, KL div.: -0.045809] [G loss: 0.629223, KL div.: 0.628889, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4375 [D loss: 0.639820, acc.: 61.36%, KL div.: -0.045652] [G loss: 0.630659, KL div.: 0.630327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4376 [D loss: 0.639565, acc.: 61.32%, KL div.: -0.044436] [G loss: 0.630981, KL div.: 0.630652, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4377 [D loss: 0.639291, acc.: 61.40%, KL div.: -0.043581] [G loss: 0.633770, KL div.: 0.633443, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4378 [D loss: 0.641299, acc.: 61.54%, KL div.: -0.042662] [G loss: 0.632048, KL div.: 0.631716, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4379 [D loss: 0.642421, acc.: 61.52%, KL div.: -0.042783] [G loss: 0.627757, KL div.: 0.627426, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4380 [D loss: 0.643272, acc.: 61.49%, KL div.: -0.042222] [G loss: 0.627372, KL div.: 0.627044, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4381 [D loss: 0.645419, acc.: 61.58%, KL div.: -0.041462] [G loss: 0.624535, KL div.: 0.624209, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4382 [D loss: 0.643779, acc.: 61.19%, KL div.: -0.042820] [G loss: 0.620194, KL div.: 0.619891, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4383 [D loss: 0.646812, acc.: 61.40%, KL div.: -0.041565] [G loss: 0.618620, KL div.: 0.618316, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4384 [D loss: 0.647002, acc.: 61.30%, KL div.: -0.042640] [G loss: 0.615392, KL div.: 0.615095, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4385 [D loss: 0.649470, acc.: 61.40%, KL div.: -0.042818] [G loss: 0.610299, KL div.: 0.610021, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4386 [D loss: 0.650075, acc.: 61.56%, KL div.: -0.041985] [G loss: 0.611717, KL div.: 0.611443, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4387 [D loss: 0.647131, acc.: 61.26%, KL div.: -0.044591] [G loss: 0.609379, KL div.: 0.609115, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4388 [D loss: 0.644618, acc.: 60.94%, KL div.: -0.044319] [G loss: 0.610102, KL div.: 0.609859, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4389 [D loss: 0.644199, acc.: 60.95%, KL div.: -0.044888] [G loss: 0.610644, KL div.: 0.610403, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4390 [D loss: 0.641815, acc.: 60.63%, KL div.: -0.045248] [G loss: 0.612346, KL div.: 0.612107, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4391 [D loss: 0.639887, acc.: 60.53%, KL div.: -0.045376] [G loss: 0.614271, KL div.: 0.614034, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4392 [D loss: 0.639160, acc.: 60.58%, KL div.: -0.046086] [G loss: 0.614513, KL div.: 0.614279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4393 [D loss: 0.638267, acc.: 60.44%, KL div.: -0.046533] [G loss: 0.615446, KL div.: 0.615214, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4394 [D loss: 0.637549, acc.: 60.37%, KL div.: -0.047134] [G loss: 0.615516, KL div.: 0.615279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4395 [D loss: 0.635654, acc.: 59.90%, KL div.: -0.046945] [G loss: 0.614046, KL div.: 0.613802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4396 [D loss: 0.634591, acc.: 59.80%, KL div.: -0.047018] [G loss: 0.615150, KL div.: 0.614906, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4397 [D loss: 0.635072, acc.: 59.71%, KL div.: -0.047027] [G loss: 0.614682, KL div.: 0.614421, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4398 [D loss: 0.635181, acc.: 59.65%, KL div.: -0.047515] [G loss: 0.610615, KL div.: 0.610347, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4399 [D loss: 0.635842, acc.: 59.62%, KL div.: -0.046925] [G loss: 0.610845, KL div.: 0.610571, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 54ms/step
4/4 [==============================] - 0s 23ms/step
4400 [D loss: 0.635159, acc.: 59.44%, KL div.: -0.046359] [G loss: 0.611873, KL div.: 0.611592, FID: 34.383525]
1/1 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 57ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4401 [D loss: 0.637906, acc.: 59.56%, KL div.: -0.047347] [G loss: 0.608272, KL div.: 0.607978, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4402 [D loss: 0.637941, acc.: 59.35%, KL div.: -0.046456] [G loss: 0.605655, KL div.: 0.605354, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4403 [D loss: 0.641639, acc.: 59.36%, KL div.: -0.046390] [G loss: 0.601212, KL div.: 0.600904, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4404 [D loss: 0.641817, acc.: 59.34%, KL div.: -0.046864] [G loss: 0.599844, KL div.: 0.599521, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4405 [D loss: 0.644141, acc.: 59.42%, KL div.: -0.046443] [G loss: 0.598896, KL div.: 0.598575, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4406 [D loss: 0.643836, acc.: 59.77%, KL div.: -0.047914] [G loss: 0.599327, KL div.: 0.599002, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4407 [D loss: 0.647404, acc.: 60.05%, KL div.: -0.047701] [G loss: 0.598871, KL div.: 0.598550, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4408 [D loss: 0.645454, acc.: 60.08%, KL div.: -0.047756] [G loss: 0.601786, KL div.: 0.601475, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4409 [D loss: 0.645052, acc.: 60.39%, KL div.: -0.048392] [G loss: 0.604138, KL div.: 0.603824, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4410 [D loss: 0.644083, acc.: 60.46%, KL div.: -0.048704] [G loss: 0.607089, KL div.: 0.606787, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4411 [D loss: 0.642191, acc.: 60.60%, KL div.: -0.048092] [G loss: 0.611479, KL div.: 0.611178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4412 [D loss: 0.641470, acc.: 60.89%, KL div.: -0.048380] [G loss: 0.615711, KL div.: 0.615409, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4413 [D loss: 0.640069, acc.: 60.92%, KL div.: -0.048095] [G loss: 0.619289, KL div.: 0.618988, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4414 [D loss: 0.639874, acc.: 61.17%, KL div.: -0.047924] [G loss: 0.622649, KL div.: 0.622348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4415 [D loss: 0.638450, acc.: 61.27%, KL div.: -0.048262] [G loss: 0.626480, KL div.: 0.626176, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4416 [D loss: 0.638701, acc.: 61.29%, KL div.: -0.047320] [G loss: 0.629692, KL div.: 0.629388, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4417 [D loss: 0.638248, acc.: 61.41%, KL div.: -0.046507] [G loss: 0.632501, KL div.: 0.632198, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4418 [D loss: 0.636510, acc.: 61.24%, KL div.: -0.046983] [G loss: 0.633515, KL div.: 0.633196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4419 [D loss: 0.637721, acc.: 61.53%, KL div.: -0.045362] [G loss: 0.636822, KL div.: 0.636503, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4420 [D loss: 0.638993, acc.: 61.63%, KL div.: -0.044178] [G loss: 0.635567, KL div.: 0.635247, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4421 [D loss: 0.639181, acc.: 61.67%, KL div.: -0.043958] [G loss: 0.636527, KL div.: 0.636205, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4422 [D loss: 0.643525, acc.: 62.01%, KL div.: -0.042967] [G loss: 0.633308, KL div.: 0.632984, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4423 [D loss: 0.642581, acc.: 61.57%, KL div.: -0.042849] [G loss: 0.628896, KL div.: 0.628584, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4424 [D loss: 0.641678, acc.: 61.29%, KL div.: -0.043157] [G loss: 0.626030, KL div.: 0.625721, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4425 [D loss: 0.645809, acc.: 61.57%, KL div.: -0.042297] [G loss: 0.621439, KL div.: 0.621134, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4426 [D loss: 0.646053, acc.: 61.38%, KL div.: -0.042115] [G loss: 0.618508, KL div.: 0.618212, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4427 [D loss: 0.648376, acc.: 61.56%, KL div.: -0.042267] [G loss: 0.614863, KL div.: 0.614573, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4428 [D loss: 0.644843, acc.: 61.05%, KL div.: -0.044468] [G loss: 0.612249, KL div.: 0.611971, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4429 [D loss: 0.648837, acc.: 61.57%, KL div.: -0.042492] [G loss: 0.610358, KL div.: 0.610082, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4430 [D loss: 0.645596, acc.: 61.07%, KL div.: -0.044218] [G loss: 0.610345, KL div.: 0.610080, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4431 [D loss: 0.644273, acc.: 60.81%, KL div.: -0.044832] [G loss: 0.608893, KL div.: 0.608641, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4432 [D loss: 0.641260, acc.: 60.58%, KL div.: -0.045617] [G loss: 0.611891, KL div.: 0.611646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4433 [D loss: 0.641008, acc.: 60.59%, KL div.: -0.045896] [G loss: 0.611089, KL div.: 0.610837, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4434 [D loss: 0.639884, acc.: 60.38%, KL div.: -0.045184] [G loss: 0.611232, KL div.: 0.610977, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4435 [D loss: 0.637005, acc.: 59.98%, KL div.: -0.046718] [G loss: 0.612857, KL div.: 0.612612, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4436 [D loss: 0.637700, acc.: 60.04%, KL div.: -0.046856] [G loss: 0.610764, KL div.: 0.610514, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4437 [D loss: 0.636100, acc.: 59.81%, KL div.: -0.047871] [G loss: 0.610060, KL div.: 0.609806, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4438 [D loss: 0.635360, acc.: 59.64%, KL div.: -0.047452] [G loss: 0.609827, KL div.: 0.609563, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4439 [D loss: 0.636249, acc.: 59.24%, KL div.: -0.046282] [G loss: 0.607442, KL div.: 0.607167, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4440 [D loss: 0.635663, acc.: 58.74%, KL div.: -0.046354] [G loss: 0.604104, KL div.: 0.603803, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4441 [D loss: 0.636878, acc.: 58.91%, KL div.: -0.046084] [G loss: 0.602759, KL div.: 0.602457, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4442 [D loss: 0.638764, acc.: 58.80%, KL div.: -0.046376] [G loss: 0.599500, KL div.: 0.599189, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4443 [D loss: 0.642657, acc.: 59.13%, KL div.: -0.046964] [G loss: 0.595977, KL div.: 0.595649, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4444 [D loss: 0.641693, acc.: 58.80%, KL div.: -0.046124] [G loss: 0.594874, KL div.: 0.594545, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4445 [D loss: 0.644035, acc.: 58.87%, KL div.: -0.046852] [G loss: 0.594239, KL div.: 0.593905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4446 [D loss: 0.641935, acc.: 58.90%, KL div.: -0.046470] [G loss: 0.597751, KL div.: 0.597425, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4447 [D loss: 0.643906, acc.: 59.22%, KL div.: -0.046891] [G loss: 0.596033, KL div.: 0.595713, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4448 [D loss: 0.644406, acc.: 59.54%, KL div.: -0.048633] [G loss: 0.596138, KL div.: 0.595806, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4449 [D loss: 0.643577, acc.: 59.62%, KL div.: -0.047147] [G loss: 0.600131, KL div.: 0.599815, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4450 [D loss: 0.644331, acc.: 59.93%, KL div.: -0.047082] [G loss: 0.602902, KL div.: 0.602590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4451 [D loss: 0.643072, acc.: 60.11%, KL div.: -0.048037] [G loss: 0.606995, KL div.: 0.606684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4452 [D loss: 0.640538, acc.: 60.19%, KL div.: -0.048608] [G loss: 0.610933, KL div.: 0.610632, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4453 [D loss: 0.640341, acc.: 60.34%, KL div.: -0.047729] [G loss: 0.612870, KL div.: 0.612566, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4454 [D loss: 0.639542, acc.: 60.54%, KL div.: -0.047625] [G loss: 0.617120, KL div.: 0.616817, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4455 [D loss: 0.640006, acc.: 60.89%, KL div.: -0.047885] [G loss: 0.619936, KL div.: 0.619626, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4456 [D loss: 0.638817, acc.: 61.04%, KL div.: -0.047245] [G loss: 0.623837, KL div.: 0.623527, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4457 [D loss: 0.637202, acc.: 61.04%, KL div.: -0.046241] [G loss: 0.630400, KL div.: 0.630078, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4458 [D loss: 0.637190, acc.: 61.03%, KL div.: -0.045655] [G loss: 0.629877, KL div.: 0.629555, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4459 [D loss: 0.637259, acc.: 61.17%, KL div.: -0.045677] [G loss: 0.632817, KL div.: 0.632498, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4460 [D loss: 0.639790, acc.: 61.36%, KL div.: -0.043901] [G loss: 0.632081, KL div.: 0.631745, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4461 [D loss: 0.639700, acc.: 61.38%, KL div.: -0.043089] [G loss: 0.633775, KL div.: 0.633441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4462 [D loss: 0.640484, acc.: 61.51%, KL div.: -0.044352] [G loss: 0.634306, KL div.: 0.633971, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4463 [D loss: 0.642947, acc.: 61.76%, KL div.: -0.043353] [G loss: 0.629855, KL div.: 0.629526, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4464 [D loss: 0.643693, acc.: 61.50%, KL div.: -0.043096] [G loss: 0.624673, KL div.: 0.624353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4465 [D loss: 0.646576, acc.: 61.82%, KL div.: -0.042469] [G loss: 0.621882, KL div.: 0.621563, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4466 [D loss: 0.647256, acc.: 61.73%, KL div.: -0.042521] [G loss: 0.618608, KL div.: 0.618305, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4467 [D loss: 0.647764, acc.: 61.62%, KL div.: -0.042950] [G loss: 0.615919, KL div.: 0.615623, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4468 [D loss: 0.649231, acc.: 61.75%, KL div.: -0.042364] [G loss: 0.614316, KL div.: 0.614029, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4469 [D loss: 0.648014, acc.: 61.51%, KL div.: -0.044833] [G loss: 0.611343, KL div.: 0.611066, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4470 [D loss: 0.648171, acc.: 61.63%, KL div.: -0.045100] [G loss: 0.610893, KL div.: 0.610628, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
4471 [D loss: 0.646836, acc.: 61.52%, KL div.: -0.044529] [G loss: 0.612574, KL div.: 0.612321, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4472 [D loss: 0.642842, acc.: 61.26%, KL div.: -0.046900] [G loss: 0.613731, KL div.: 0.613484, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4473 [D loss: 0.641037, acc.: 60.92%, KL div.: -0.046977] [G loss: 0.614463, KL div.: 0.614222, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4474 [D loss: 0.640979, acc.: 60.93%, KL div.: -0.046871] [G loss: 0.615257, KL div.: 0.615024, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4475 [D loss: 0.638957, acc.: 60.85%, KL div.: -0.048038] [G loss: 0.615466, KL div.: 0.615225, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4476 [D loss: 0.636948, acc.: 60.60%, KL div.: -0.048222] [G loss: 0.617472, KL div.: 0.617240, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4477 [D loss: 0.636173, acc.: 60.58%, KL div.: -0.047745] [G loss: 0.618100, KL div.: 0.617859, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4478 [D loss: 0.634323, acc.: 60.17%, KL div.: -0.048353] [G loss: 0.616607, KL div.: 0.616369, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4479 [D loss: 0.633472, acc.: 60.14%, KL div.: -0.048881] [G loss: 0.619086, KL div.: 0.618839, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4480 [D loss: 0.633178, acc.: 59.98%, KL div.: -0.047649] [G loss: 0.617614, KL div.: 0.617362, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4481 [D loss: 0.634605, acc.: 59.76%, KL div.: -0.047214] [G loss: 0.614628, KL div.: 0.614365, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4482 [D loss: 0.634153, acc.: 59.79%, KL div.: -0.047521] [G loss: 0.615045, KL div.: 0.614782, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4483 [D loss: 0.636775, acc.: 59.54%, KL div.: -0.046963] [G loss: 0.609761, KL div.: 0.609480, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4484 [D loss: 0.636097, acc.: 59.55%, KL div.: -0.046782] [G loss: 0.612402, KL div.: 0.612119, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4485 [D loss: 0.637009, acc.: 59.33%, KL div.: -0.046465] [G loss: 0.609005, KL div.: 0.608714, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4486 [D loss: 0.637842, acc.: 59.40%, KL div.: -0.046411] [G loss: 0.609084, KL div.: 0.608783, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4487 [D loss: 0.638077, acc.: 59.16%, KL div.: -0.046674] [G loss: 0.605253, KL div.: 0.604945, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4488 [D loss: 0.640267, acc.: 59.26%, KL div.: -0.045479] [G loss: 0.604497, KL div.: 0.604176, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4489 [D loss: 0.644715, acc.: 59.90%, KL div.: -0.046580] [G loss: 0.602314, KL div.: 0.601994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4490 [D loss: 0.643542, acc.: 59.66%, KL div.: -0.046906] [G loss: 0.602909, KL div.: 0.602576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4491 [D loss: 0.644696, acc.: 59.83%, KL div.: -0.046484] [G loss: 0.603858, KL div.: 0.603525, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4492 [D loss: 0.645748, acc.: 59.98%, KL div.: -0.045815] [G loss: 0.603621, KL div.: 0.603289, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4493 [D loss: 0.644478, acc.: 60.25%, KL div.: -0.046941] [G loss: 0.607097, KL div.: 0.606761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4494 [D loss: 0.647240, acc.: 60.42%, KL div.: -0.047313] [G loss: 0.606469, KL div.: 0.606137, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4495 [D loss: 0.646288, acc.: 60.69%, KL div.: -0.046742] [G loss: 0.608354, KL div.: 0.608024, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4496 [D loss: 0.645300, acc.: 60.84%, KL div.: -0.046770] [G loss: 0.611217, KL div.: 0.610890, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4497 [D loss: 0.644044, acc.: 60.99%, KL div.: -0.046079] [G loss: 0.615276, KL div.: 0.614962, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4498 [D loss: 0.643134, acc.: 61.17%, KL div.: -0.046296] [G loss: 0.620986, KL div.: 0.620677, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4499 [D loss: 0.639559, acc.: 61.17%, KL div.: -0.047121] [G loss: 0.624862, KL div.: 0.624548, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 3s 80ms/step
4/4 [==============================] - 0s 26ms/step
4500 [D loss: 0.639826, acc.: 61.41%, KL div.: -0.046157] [G loss: 0.627072, KL div.: 0.626743, FID: 51.465436]
1/1 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 62ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4501 [D loss: 0.637302, acc.: 61.11%, KL div.: -0.046406] [G loss: 0.631436, KL div.: 0.631125, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4502 [D loss: 0.639086, acc.: 61.26%, KL div.: -0.043355] [G loss: 0.632094, KL div.: 0.631777, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4503 [D loss: 0.639966, acc.: 61.57%, KL div.: -0.042792] [G loss: 0.635788, KL div.: 0.635462, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4504 [D loss: 0.637495, acc.: 61.18%, KL div.: -0.043909] [G loss: 0.634422, KL div.: 0.634096, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4505 [D loss: 0.639435, acc.: 61.60%, KL div.: -0.043193] [G loss: 0.635922, KL div.: 0.635595, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4506 [D loss: 0.640004, acc.: 61.21%, KL div.: -0.043265] [G loss: 0.631286, KL div.: 0.630966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4507 [D loss: 0.644379, acc.: 61.63%, KL div.: -0.041204] [G loss: 0.628786, KL div.: 0.628469, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4508 [D loss: 0.643283, acc.: 61.31%, KL div.: -0.041671] [G loss: 0.625309, KL div.: 0.624994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4509 [D loss: 0.646398, acc.: 61.50%, KL div.: -0.041276] [G loss: 0.620939, KL div.: 0.620642, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4510 [D loss: 0.647494, acc.: 61.46%, KL div.: -0.041957] [G loss: 0.615407, KL div.: 0.615113, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4511 [D loss: 0.648171, acc.: 61.36%, KL div.: -0.041965] [G loss: 0.613275, KL div.: 0.612991, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4512 [D loss: 0.649990, acc.: 61.63%, KL div.: -0.042472] [G loss: 0.610713, KL div.: 0.610442, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4513 [D loss: 0.645723, acc.: 61.02%, KL div.: -0.044150] [G loss: 0.611692, KL div.: 0.611428, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4514 [D loss: 0.645551, acc.: 61.03%, KL div.: -0.043956] [G loss: 0.611642, KL div.: 0.611388, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4515 [D loss: 0.646395, acc.: 60.96%, KL div.: -0.045058] [G loss: 0.607829, KL div.: 0.607586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4516 [D loss: 0.642709, acc.: 60.63%, KL div.: -0.046805] [G loss: 0.610779, KL div.: 0.610536, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4517 [D loss: 0.642286, acc.: 60.59%, KL div.: -0.046528] [G loss: 0.611064, KL div.: 0.610828, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4518 [D loss: 0.638098, acc.: 60.17%, KL div.: -0.047551] [G loss: 0.612418, KL div.: 0.612188, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
4519 [D loss: 0.638603, acc.: 60.30%, KL div.: -0.048003] [G loss: 0.611960, KL div.: 0.611725, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4520 [D loss: 0.637898, acc.: 60.04%, KL div.: -0.047998] [G loss: 0.610931, KL div.: 0.610701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4521 [D loss: 0.633600, acc.: 59.40%, KL div.: -0.047664] [G loss: 0.614157, KL div.: 0.613914, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4522 [D loss: 0.635918, acc.: 59.74%, KL div.: -0.047296] [G loss: 0.612476, KL div.: 0.612230, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4523 [D loss: 0.633930, acc.: 59.22%, KL div.: -0.047629] [G loss: 0.610902, KL div.: 0.610643, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4524 [D loss: 0.633875, acc.: 59.13%, KL div.: -0.048053] [G loss: 0.610147, KL div.: 0.609870, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4525 [D loss: 0.635514, acc.: 59.09%, KL div.: -0.046961] [G loss: 0.608571, KL div.: 0.608290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4526 [D loss: 0.638958, acc.: 58.75%, KL div.: -0.046284] [G loss: 0.600147, KL div.: 0.599851, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4527 [D loss: 0.638709, acc.: 59.10%, KL div.: -0.047519] [G loss: 0.602600, KL div.: 0.602304, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4528 [D loss: 0.639421, acc.: 58.61%, KL div.: -0.046833] [G loss: 0.599630, KL div.: 0.599316, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 16ms/step
4529 [D loss: 0.643599, acc.: 59.04%, KL div.: -0.047405] [G loss: 0.596517, KL div.: 0.596191, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4530 [D loss: 0.645356, acc.: 59.08%, KL div.: -0.046362] [G loss: 0.595630, KL div.: 0.595301, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4531 [D loss: 0.646449, acc.: 59.49%, KL div.: -0.046881] [G loss: 0.596034, KL div.: 0.595711, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4532 [D loss: 0.646693, acc.: 59.59%, KL div.: -0.047767] [G loss: 0.595058, KL div.: 0.594739, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4533 [D loss: 0.645440, acc.: 59.91%, KL div.: -0.048040] [G loss: 0.601347, KL div.: 0.601034, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4534 [D loss: 0.644130, acc.: 59.98%, KL div.: -0.048409] [G loss: 0.603020, KL div.: 0.602701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4535 [D loss: 0.642918, acc.: 60.10%, KL div.: -0.048038] [G loss: 0.606195, KL div.: 0.605875, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4536 [D loss: 0.643069, acc.: 60.29%, KL div.: -0.047806] [G loss: 0.608566, KL div.: 0.608255, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4537 [D loss: 0.642701, acc.: 60.50%, KL div.: -0.047885] [G loss: 0.610542, KL div.: 0.610243, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4538 [D loss: 0.642393, acc.: 60.73%, KL div.: -0.047645] [G loss: 0.614995, KL div.: 0.614682, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4539 [D loss: 0.641367, acc.: 60.79%, KL div.: -0.047657] [G loss: 0.618471, KL div.: 0.618159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4540 [D loss: 0.639460, acc.: 60.90%, KL div.: -0.048271] [G loss: 0.622281, KL div.: 0.621965, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4541 [D loss: 0.637086, acc.: 60.68%, KL div.: -0.047762] [G loss: 0.626225, KL div.: 0.625906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4542 [D loss: 0.639221, acc.: 61.05%, KL div.: -0.046474] [G loss: 0.628028, KL div.: 0.627714, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4543 [D loss: 0.637629, acc.: 60.96%, KL div.: -0.045489] [G loss: 0.631961, KL div.: 0.631633, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4544 [D loss: 0.638115, acc.: 61.08%, KL div.: -0.044455] [G loss: 0.632902, KL div.: 0.632577, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
4545 [D loss: 0.638108, acc.: 60.99%, KL div.: -0.044563] [G loss: 0.634289, KL div.: 0.633948, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4546 [D loss: 0.640161, acc.: 61.46%, KL div.: -0.043314] [G loss: 0.634816, KL div.: 0.634474, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4547 [D loss: 0.638808, acc.: 61.26%, KL div.: -0.043087] [G loss: 0.635502, KL div.: 0.635158, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4548 [D loss: 0.640573, acc.: 61.32%, KL div.: -0.042856] [G loss: 0.631563, KL div.: 0.631223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4549 [D loss: 0.642042, acc.: 61.23%, KL div.: -0.043264] [G loss: 0.626504, KL div.: 0.626161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4550 [D loss: 0.643348, acc.: 61.02%, KL div.: -0.043104] [G loss: 0.621690, KL div.: 0.621354, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4551 [D loss: 0.645501, acc.: 61.07%, KL div.: -0.042698] [G loss: 0.618173, KL div.: 0.617848, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4552 [D loss: 0.648333, acc.: 61.28%, KL div.: -0.042151] [G loss: 0.611783, KL div.: 0.611474, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4553 [D loss: 0.651250, acc.: 61.48%, KL div.: -0.041299] [G loss: 0.609372, KL div.: 0.609073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4554 [D loss: 0.649039, acc.: 61.33%, KL div.: -0.043201] [G loss: 0.607408, KL div.: 0.607124, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4555 [D loss: 0.649097, acc.: 61.18%, KL div.: -0.043519] [G loss: 0.606179, KL div.: 0.605904, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4556 [D loss: 0.647734, acc.: 61.21%, KL div.: -0.043998] [G loss: 0.607099, KL div.: 0.606840, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4557 [D loss: 0.643622, acc.: 60.70%, KL div.: -0.045793] [G loss: 0.606794, KL div.: 0.606554, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4558 [D loss: 0.644135, acc.: 60.92%, KL div.: -0.046464] [G loss: 0.606544, KL div.: 0.606305, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4559 [D loss: 0.640368, acc.: 60.73%, KL div.: -0.048121] [G loss: 0.610565, KL div.: 0.610333, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4560 [D loss: 0.638470, acc.: 60.72%, KL div.: -0.048233] [G loss: 0.612443, KL div.: 0.612222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4561 [D loss: 0.635990, acc.: 60.36%, KL div.: -0.048559] [G loss: 0.615111, KL div.: 0.614890, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
4562 [D loss: 0.634343, acc.: 60.31%, KL div.: -0.048904] [G loss: 0.616457, KL div.: 0.616229, FID: 0.000000]
4/4 [==============================] - 0s 35ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4563 [D loss: 0.631468, acc.: 60.05%, KL div.: -0.049776] [G loss: 0.617644, KL div.: 0.617421, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4564 [D loss: 0.631104, acc.: 59.87%, KL div.: -0.048984] [G loss: 0.618132, KL div.: 0.617893, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4565 [D loss: 0.630445, acc.: 59.71%, KL div.: -0.049444] [G loss: 0.618113, KL div.: 0.617870, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4566 [D loss: 0.630404, acc.: 59.58%, KL div.: -0.049009] [G loss: 0.616872, KL div.: 0.616616, FID: 0.000000]
4/4 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4567 [D loss: 0.629026, acc.: 59.08%, KL div.: -0.048078] [G loss: 0.616626, KL div.: 0.616354, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4568 [D loss: 0.633901, acc.: 59.58%, KL div.: -0.049716] [G loss: 0.611812, KL div.: 0.611528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4569 [D loss: 0.631346, acc.: 59.04%, KL div.: -0.048252] [G loss: 0.613034, KL div.: 0.612747, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4570 [D loss: 0.636075, acc.: 59.23%, KL div.: -0.049146] [G loss: 0.604372, KL div.: 0.604060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4571 [D loss: 0.637626, acc.: 59.04%, KL div.: -0.048377] [G loss: 0.604863, KL div.: 0.604543, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4572 [D loss: 0.640074, acc.: 58.88%, KL div.: -0.047759] [G loss: 0.597924, KL div.: 0.597593, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4573 [D loss: 0.642535, acc.: 59.14%, KL div.: -0.048232] [G loss: 0.596577, KL div.: 0.596258, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4574 [D loss: 0.643377, acc.: 59.23%, KL div.: -0.049080] [G loss: 0.595973, KL div.: 0.595651, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4575 [D loss: 0.644209, acc.: 58.91%, KL div.: -0.047691] [G loss: 0.594506, KL div.: 0.594177, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4576 [D loss: 0.645517, acc.: 59.64%, KL div.: -0.048920] [G loss: 0.595937, KL div.: 0.595616, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4577 [D loss: 0.644989, acc.: 59.83%, KL div.: -0.049676] [G loss: 0.598976, KL div.: 0.598665, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 26ms/step
4578 [D loss: 0.643243, acc.: 59.84%, KL div.: -0.049927] [G loss: 0.599765, KL div.: 0.599450, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4579 [D loss: 0.643820, acc.: 60.30%, KL div.: -0.048988] [G loss: 0.606466, KL div.: 0.606156, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4580 [D loss: 0.643175, acc.: 60.67%, KL div.: -0.048992] [G loss: 0.609486, KL div.: 0.609184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4581 [D loss: 0.640955, acc.: 60.57%, KL div.: -0.048911] [G loss: 0.613978, KL div.: 0.613674, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4582 [D loss: 0.640119, acc.: 60.74%, KL div.: -0.049468] [G loss: 0.616430, KL div.: 0.616126, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4583 [D loss: 0.638224, acc.: 60.84%, KL div.: -0.047783] [G loss: 0.623172, KL div.: 0.622855, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4584 [D loss: 0.637337, acc.: 60.92%, KL div.: -0.047835] [G loss: 0.628162, KL div.: 0.627846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4585 [D loss: 0.638234, acc.: 61.40%, KL div.: -0.047314] [G loss: 0.630984, KL div.: 0.630650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4586 [D loss: 0.637618, acc.: 61.10%, KL div.: -0.046217] [G loss: 0.632587, KL div.: 0.632250, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4587 [D loss: 0.637446, acc.: 61.36%, KL div.: -0.045943] [G loss: 0.636279, KL div.: 0.635935, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4588 [D loss: 0.638231, acc.: 61.34%, KL div.: -0.044209] [G loss: 0.636955, KL div.: 0.636611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4589 [D loss: 0.640071, acc.: 61.41%, KL div.: -0.043415] [G loss: 0.635869, KL div.: 0.635519, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4590 [D loss: 0.639496, acc.: 61.40%, KL div.: -0.043535] [G loss: 0.634785, KL div.: 0.634426, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4591 [D loss: 0.642034, acc.: 61.39%, KL div.: -0.042719] [G loss: 0.632878, KL div.: 0.632525, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4592 [D loss: 0.644772, acc.: 61.55%, KL div.: -0.042149] [G loss: 0.627427, KL div.: 0.627078, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4593 [D loss: 0.649390, acc.: 61.85%, KL div.: -0.040176] [G loss: 0.622108, KL div.: 0.621773, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4594 [D loss: 0.646438, acc.: 61.29%, KL div.: -0.041672] [G loss: 0.619999, KL div.: 0.619668, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4595 [D loss: 0.647216, acc.: 61.25%, KL div.: -0.042622] [G loss: 0.613943, KL div.: 0.613626, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4596 [D loss: 0.649717, acc.: 61.45%, KL div.: -0.042132] [G loss: 0.611203, KL div.: 0.610894, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4597 [D loss: 0.645725, acc.: 60.95%, KL div.: -0.044527] [G loss: 0.609957, KL div.: 0.609669, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4598 [D loss: 0.646101, acc.: 61.05%, KL div.: -0.044475] [G loss: 0.608864, KL div.: 0.608579, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4599 [D loss: 0.646165, acc.: 61.12%, KL div.: -0.045718] [G loss: 0.607972, KL div.: 0.607706, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 1s 66ms/step
4/4 [==============================] - 0s 27ms/step
4600 [D loss: 0.644785, acc.: 60.95%, KL div.: -0.045204] [G loss: 0.608055, KL div.: 0.607798, FID: 36.696395]
1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 55ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4601 [D loss: 0.642873, acc.: 60.77%, KL div.: -0.046732] [G loss: 0.609244, KL div.: 0.608994, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
4602 [D loss: 0.641088, acc.: 60.70%, KL div.: -0.046222] [G loss: 0.610745, KL div.: 0.610503, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4603 [D loss: 0.639907, acc.: 60.72%, KL div.: -0.047735] [G loss: 0.612096, KL div.: 0.611857, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
4604 [D loss: 0.634888, acc.: 60.20%, KL div.: -0.047617] [G loss: 0.614174, KL div.: 0.613939, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4605 [D loss: 0.635534, acc.: 60.18%, KL div.: -0.047818] [G loss: 0.614526, KL div.: 0.614288, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
4606 [D loss: 0.634369, acc.: 60.32%, KL div.: -0.048389] [G loss: 0.615626, KL div.: 0.615388, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
4607 [D loss: 0.631526, acc.: 59.85%, KL div.: -0.048557] [G loss: 0.615850, KL div.: 0.615597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
4608 [D loss: 0.629521, acc.: 59.56%, KL div.: -0.048636] [G loss: 0.617555, KL div.: 0.617293, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
4609 [D loss: 0.632048, acc.: 59.75%, KL div.: -0.049326] [G loss: 0.613729, KL div.: 0.613460, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4610 [D loss: 0.629055, acc.: 59.34%, KL div.: -0.048168] [G loss: 0.616592, KL div.: 0.616320, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4611 [D loss: 0.632608, acc.: 59.22%, KL div.: -0.048003] [G loss: 0.610461, KL div.: 0.610183, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4612 [D loss: 0.630830, acc.: 59.13%, KL div.: -0.048347] [G loss: 0.612744, KL div.: 0.612445, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4613 [D loss: 0.634348, acc.: 58.92%, KL div.: -0.046853] [G loss: 0.606408, KL div.: 0.606102, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4614 [D loss: 0.636020, acc.: 59.15%, KL div.: -0.047728] [G loss: 0.604766, KL div.: 0.604448, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4615 [D loss: 0.639022, acc.: 59.21%, KL div.: -0.047734] [G loss: 0.601460, KL div.: 0.601135, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4616 [D loss: 0.644140, acc.: 59.25%, KL div.: -0.047818] [G loss: 0.593328, KL div.: 0.592987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4617 [D loss: 0.643928, acc.: 59.11%, KL div.: -0.046734] [G loss: 0.591375, KL div.: 0.591036, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4618 [D loss: 0.645237, acc.: 59.55%, KL div.: -0.048367] [G loss: 0.593952, KL div.: 0.593624, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4619 [D loss: 0.646334, acc.: 59.65%, KL div.: -0.048814] [G loss: 0.594089, KL div.: 0.593762, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4620 [D loss: 0.646199, acc.: 60.03%, KL div.: -0.048571] [G loss: 0.598044, KL div.: 0.597729, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4621 [D loss: 0.645606, acc.: 60.18%, KL div.: -0.049879] [G loss: 0.600322, KL div.: 0.600007, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4622 [D loss: 0.644710, acc.: 60.20%, KL div.: -0.049180] [G loss: 0.603858, KL div.: 0.603554, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4623 [D loss: 0.642731, acc.: 60.42%, KL div.: -0.049254] [G loss: 0.608042, KL div.: 0.607749, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4624 [D loss: 0.642232, acc.: 60.69%, KL div.: -0.049556] [G loss: 0.612184, KL div.: 0.611895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4625 [D loss: 0.639359, acc.: 60.91%, KL div.: -0.049321] [G loss: 0.619536, KL div.: 0.619250, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4626 [D loss: 0.638744, acc.: 61.00%, KL div.: -0.048963] [G loss: 0.623595, KL div.: 0.623314, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4627 [D loss: 0.635717, acc.: 60.95%, KL div.: -0.049252] [G loss: 0.628778, KL div.: 0.628485, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4628 [D loss: 0.636183, acc.: 61.11%, KL div.: -0.047060] [G loss: 0.633242, KL div.: 0.632947, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4629 [D loss: 0.637091, acc.: 61.35%, KL div.: -0.046759] [G loss: 0.633639, KL div.: 0.633336, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4630 [D loss: 0.636229, acc.: 61.25%, KL div.: -0.046437] [G loss: 0.637845, KL div.: 0.637532, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4631 [D loss: 0.636788, acc.: 61.14%, KL div.: -0.044911] [G loss: 0.635593, KL div.: 0.635279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4632 [D loss: 0.638091, acc.: 61.22%, KL div.: -0.044200] [G loss: 0.634918, KL div.: 0.634595, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4633 [D loss: 0.639892, acc.: 61.39%, KL div.: -0.042577] [G loss: 0.634241, KL div.: 0.633919, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4634 [D loss: 0.643673, acc.: 61.49%, KL div.: -0.041300] [G loss: 0.629597, KL div.: 0.629279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4635 [D loss: 0.642113, acc.: 60.97%, KL div.: -0.042853] [G loss: 0.626731, KL div.: 0.626410, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4636 [D loss: 0.646492, acc.: 61.14%, KL div.: -0.041886] [G loss: 0.620202, KL div.: 0.619892, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4637 [D loss: 0.649595, acc.: 61.37%, KL div.: -0.041488] [G loss: 0.617419, KL div.: 0.617115, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4638 [D loss: 0.650526, acc.: 61.39%, KL div.: -0.042291] [G loss: 0.613936, KL div.: 0.613639, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4639 [D loss: 0.650405, acc.: 61.31%, KL div.: -0.042697] [G loss: 0.611213, KL div.: 0.610931, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4640 [D loss: 0.648076, acc.: 61.02%, KL div.: -0.045008] [G loss: 0.610068, KL div.: 0.609792, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4641 [D loss: 0.649055, acc.: 61.16%, KL div.: -0.043868] [G loss: 0.609118, KL div.: 0.608855, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4642 [D loss: 0.648523, acc.: 61.20%, KL div.: -0.045193] [G loss: 0.607813, KL div.: 0.607557, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4643 [D loss: 0.646392, acc.: 61.00%, KL div.: -0.046680] [G loss: 0.607324, KL div.: 0.607077, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4644 [D loss: 0.642898, acc.: 60.57%, KL div.: -0.047304] [G loss: 0.608144, KL div.: 0.607910, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4645 [D loss: 0.641211, acc.: 60.64%, KL div.: -0.048341] [G loss: 0.609628, KL div.: 0.609395, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4646 [D loss: 0.640387, acc.: 60.63%, KL div.: -0.049206] [G loss: 0.609866, KL div.: 0.609638, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4647 [D loss: 0.638758, acc.: 60.57%, KL div.: -0.049689] [G loss: 0.611306, KL div.: 0.611081, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4648 [D loss: 0.637225, acc.: 60.44%, KL div.: -0.049461] [G loss: 0.611020, KL div.: 0.610794, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4649 [D loss: 0.633498, acc.: 60.23%, KL div.: -0.051199] [G loss: 0.613998, KL div.: 0.613773, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4650 [D loss: 0.633578, acc.: 60.18%, KL div.: -0.050381] [G loss: 0.614884, KL div.: 0.614660, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4651 [D loss: 0.631796, acc.: 60.13%, KL div.: -0.051223] [G loss: 0.615498, KL div.: 0.615276, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4652 [D loss: 0.632567, acc.: 60.07%, KL div.: -0.050241] [G loss: 0.614903, KL div.: 0.614674, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4653 [D loss: 0.631548, acc.: 59.89%, KL div.: -0.050727] [G loss: 0.616076, KL div.: 0.615850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4654 [D loss: 0.630353, acc.: 59.76%, KL div.: -0.050837] [G loss: 0.614712, KL div.: 0.614468, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4655 [D loss: 0.629347, acc.: 59.67%, KL div.: -0.050641] [G loss: 0.615795, KL div.: 0.615537, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4656 [D loss: 0.630465, acc.: 59.64%, KL div.: -0.051048] [G loss: 0.613693, KL div.: 0.613428, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4657 [D loss: 0.630893, acc.: 59.57%, KL div.: -0.050114] [G loss: 0.613719, KL div.: 0.613449, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4658 [D loss: 0.631982, acc.: 59.44%, KL div.: -0.050443] [G loss: 0.611266, KL div.: 0.610987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4659 [D loss: 0.634705, acc.: 59.73%, KL div.: -0.050821] [G loss: 0.607907, KL div.: 0.607613, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4660 [D loss: 0.634573, acc.: 59.48%, KL div.: -0.048989] [G loss: 0.607517, KL div.: 0.607213, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4661 [D loss: 0.635678, acc.: 59.76%, KL div.: -0.049651] [G loss: 0.607734, KL div.: 0.607432, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4662 [D loss: 0.636304, acc.: 59.69%, KL div.: -0.049638] [G loss: 0.606682, KL div.: 0.606381, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4663 [D loss: 0.638562, acc.: 60.08%, KL div.: -0.050503] [G loss: 0.604792, KL div.: 0.604486, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4664 [D loss: 0.640914, acc.: 60.28%, KL div.: -0.050340] [G loss: 0.604098, KL div.: 0.603797, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4665 [D loss: 0.638894, acc.: 60.06%, KL div.: -0.049958] [G loss: 0.604913, KL div.: 0.604612, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
4666 [D loss: 0.641026, acc.: 60.39%, KL div.: -0.049932] [G loss: 0.604115, KL div.: 0.603824, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 834us/step
4667 [D loss: 0.639767, acc.: 60.58%, KL div.: -0.051848] [G loss: 0.607669, KL div.: 0.607381, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4668 [D loss: 0.640100, acc.: 60.69%, KL div.: -0.051114] [G loss: 0.609770, KL div.: 0.609488, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4669 [D loss: 0.640476, acc.: 60.83%, KL div.: -0.050670] [G loss: 0.610993, KL div.: 0.610712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4670 [D loss: 0.638930, acc.: 61.02%, KL div.: -0.051687] [G loss: 0.614550, KL div.: 0.614277, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4671 [D loss: 0.638735, acc.: 61.04%, KL div.: -0.050757] [G loss: 0.616899, KL div.: 0.616627, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4672 [D loss: 0.637990, acc.: 61.17%, KL div.: -0.050462] [G loss: 0.620248, KL div.: 0.619975, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4673 [D loss: 0.636505, acc.: 61.10%, KL div.: -0.051326] [G loss: 0.621366, KL div.: 0.621105, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4674 [D loss: 0.636083, acc.: 61.27%, KL div.: -0.051558] [G loss: 0.622809, KL div.: 0.622538, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4675 [D loss: 0.636104, acc.: 61.32%, KL div.: -0.050096] [G loss: 0.625420, KL div.: 0.625147, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4676 [D loss: 0.635915, acc.: 61.44%, KL div.: -0.050500] [G loss: 0.627754, KL div.: 0.627483, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4677 [D loss: 0.636290, acc.: 61.36%, KL div.: -0.049910] [G loss: 0.627800, KL div.: 0.627523, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4678 [D loss: 0.635364, acc.: 61.31%, KL div.: -0.049383] [G loss: 0.629907, KL div.: 0.629626, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4679 [D loss: 0.635803, acc.: 61.24%, KL div.: -0.048655] [G loss: 0.629915, KL div.: 0.629638, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4680 [D loss: 0.635817, acc.: 60.96%, KL div.: -0.048421] [G loss: 0.626797, KL div.: 0.626522, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4681 [D loss: 0.637986, acc.: 61.18%, KL div.: -0.047872] [G loss: 0.625074, KL div.: 0.624796, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4682 [D loss: 0.638640, acc.: 61.28%, KL div.: -0.046954] [G loss: 0.625686, KL div.: 0.625405, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4683 [D loss: 0.641226, acc.: 61.33%, KL div.: -0.046781] [G loss: 0.620572, KL div.: 0.620303, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
4684 [D loss: 0.641319, acc.: 61.19%, KL div.: -0.047246] [G loss: 0.617434, KL div.: 0.617165, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4685 [D loss: 0.643897, acc.: 61.27%, KL div.: -0.046291] [G loss: 0.613843, KL div.: 0.613582, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4686 [D loss: 0.642985, acc.: 61.14%, KL div.: -0.046654] [G loss: 0.614289, KL div.: 0.614037, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4687 [D loss: 0.642425, acc.: 60.84%, KL div.: -0.047440] [G loss: 0.612090, KL div.: 0.611844, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 37ms/step
4688 [D loss: 0.644225, acc.: 60.97%, KL div.: -0.046597] [G loss: 0.611030, KL div.: 0.610797, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4689 [D loss: 0.641494, acc.: 60.68%, KL div.: -0.048051] [G loss: 0.609631, KL div.: 0.609394, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4690 [D loss: 0.640913, acc.: 60.69%, KL div.: -0.048878] [G loss: 0.609079, KL div.: 0.608851, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4691 [D loss: 0.639753, acc.: 60.49%, KL div.: -0.048590] [G loss: 0.609843, KL div.: 0.609622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4692 [D loss: 0.639395, acc.: 60.62%, KL div.: -0.048904] [G loss: 0.609723, KL div.: 0.609501, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4693 [D loss: 0.636308, acc.: 60.34%, KL div.: -0.050316] [G loss: 0.610686, KL div.: 0.610468, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4694 [D loss: 0.635224, acc.: 60.14%, KL div.: -0.050028] [G loss: 0.611272, KL div.: 0.611054, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4695 [D loss: 0.635200, acc.: 60.01%, KL div.: -0.050805] [G loss: 0.610036, KL div.: 0.609822, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4696 [D loss: 0.632454, acc.: 59.71%, KL div.: -0.050756] [G loss: 0.610098, KL div.: 0.609871, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4697 [D loss: 0.632921, acc.: 59.60%, KL div.: -0.050585] [G loss: 0.608616, KL div.: 0.608389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4698 [D loss: 0.631656, acc.: 59.34%, KL div.: -0.050641] [G loss: 0.607959, KL div.: 0.607725, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4699 [D loss: 0.631801, acc.: 59.36%, KL div.: -0.050736] [G loss: 0.606841, KL div.: 0.606600, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 3s 84ms/step
4/4 [==============================] - 0s 27ms/step
4700 [D loss: 0.632116, acc.: 59.26%, KL div.: -0.051000] [G loss: 0.606240, KL div.: 0.605992, FID: 41.099180]
1/1 [==============================] - 0s 48ms/step
4/4 [==============================] - 0s 98ms/step
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 5ms/step
4701 [D loss: 0.632994, acc.: 59.13%, KL div.: -0.051230] [G loss: 0.602757, KL div.: 0.602497, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4702 [D loss: 0.632014, acc.: 59.00%, KL div.: -0.052153] [G loss: 0.602399, KL div.: 0.602135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4703 [D loss: 0.634958, acc.: 59.29%, KL div.: -0.052244] [G loss: 0.598613, KL div.: 0.598345, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4704 [D loss: 0.634353, acc.: 58.82%, KL div.: -0.052297] [G loss: 0.596840, KL div.: 0.596556, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 24ms/step
4705 [D loss: 0.635495, acc.: 58.92%, KL div.: -0.051329] [G loss: 0.597089, KL div.: 0.596797, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4706 [D loss: 0.637445, acc.: 59.09%, KL div.: -0.051293] [G loss: 0.596505, KL div.: 0.596224, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4707 [D loss: 0.637434, acc.: 59.51%, KL div.: -0.052303] [G loss: 0.598407, KL div.: 0.598123, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4708 [D loss: 0.638601, acc.: 59.68%, KL div.: -0.052492] [G loss: 0.598427, KL div.: 0.598139, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4709 [D loss: 0.639062, acc.: 60.04%, KL div.: -0.052130] [G loss: 0.601158, KL div.: 0.600872, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4710 [D loss: 0.636948, acc.: 59.87%, KL div.: -0.051574] [G loss: 0.604357, KL div.: 0.604078, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4711 [D loss: 0.639024, acc.: 60.41%, KL div.: -0.052067] [G loss: 0.606111, KL div.: 0.605837, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4712 [D loss: 0.637505, acc.: 60.87%, KL div.: -0.053120] [G loss: 0.612646, KL div.: 0.612380, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4713 [D loss: 0.637701, acc.: 60.95%, KL div.: -0.052264] [G loss: 0.615272, KL div.: 0.615003, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4714 [D loss: 0.635248, acc.: 60.91%, KL div.: -0.051974] [G loss: 0.618808, KL div.: 0.618538, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4715 [D loss: 0.633997, acc.: 61.07%, KL div.: -0.051759] [G loss: 0.624156, KL div.: 0.623888, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4716 [D loss: 0.634463, acc.: 61.24%, KL div.: -0.051070] [G loss: 0.627629, KL div.: 0.627352, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4717 [D loss: 0.633821, acc.: 61.26%, KL div.: -0.051221] [G loss: 0.629060, KL div.: 0.628778, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
4718 [D loss: 0.633774, acc.: 61.38%, KL div.: -0.049576] [G loss: 0.632832, KL div.: 0.632549, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4719 [D loss: 0.632945, acc.: 61.41%, KL div.: -0.050019] [G loss: 0.636921, KL div.: 0.636631, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4720 [D loss: 0.632569, acc.: 61.36%, KL div.: -0.049614] [G loss: 0.636499, KL div.: 0.636202, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4721 [D loss: 0.632982, acc.: 61.41%, KL div.: -0.048943] [G loss: 0.637730, KL div.: 0.637432, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4722 [D loss: 0.635309, acc.: 61.49%, KL div.: -0.048504] [G loss: 0.636245, KL div.: 0.635944, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4723 [D loss: 0.637091, acc.: 61.73%, KL div.: -0.047115] [G loss: 0.637416, KL div.: 0.637105, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4724 [D loss: 0.639879, acc.: 62.00%, KL div.: -0.046270] [G loss: 0.634289, KL div.: 0.633980, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4725 [D loss: 0.639271, acc.: 61.61%, KL div.: -0.047138] [G loss: 0.628381, KL div.: 0.628084, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4726 [D loss: 0.639759, acc.: 61.50%, KL div.: -0.046820] [G loss: 0.628385, KL div.: 0.628092, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4727 [D loss: 0.643350, acc.: 61.79%, KL div.: -0.046259] [G loss: 0.620974, KL div.: 0.620681, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4728 [D loss: 0.644631, acc.: 61.75%, KL div.: -0.046473] [G loss: 0.617707, KL div.: 0.617417, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4729 [D loss: 0.645133, acc.: 61.45%, KL div.: -0.046320] [G loss: 0.613750, KL div.: 0.613470, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4730 [D loss: 0.645525, acc.: 61.34%, KL div.: -0.046880] [G loss: 0.611183, KL div.: 0.610918, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4731 [D loss: 0.644461, acc.: 61.19%, KL div.: -0.047053] [G loss: 0.610274, KL div.: 0.610016, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4732 [D loss: 0.642919, acc.: 60.85%, KL div.: -0.047819] [G loss: 0.610700, KL div.: 0.610449, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4733 [D loss: 0.645232, acc.: 61.18%, KL div.: -0.047329] [G loss: 0.608418, KL div.: 0.608181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4734 [D loss: 0.642266, acc.: 60.90%, KL div.: -0.048903] [G loss: 0.608505, KL div.: 0.608272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4735 [D loss: 0.641793, acc.: 60.79%, KL div.: -0.048976] [G loss: 0.608160, KL div.: 0.607931, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4736 [D loss: 0.638657, acc.: 60.59%, KL div.: -0.049820] [G loss: 0.611378, KL div.: 0.611155, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4737 [D loss: 0.636745, acc.: 60.46%, KL div.: -0.050903] [G loss: 0.612094, KL div.: 0.611869, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4738 [D loss: 0.635838, acc.: 60.45%, KL div.: -0.050974] [G loss: 0.613283, KL div.: 0.613064, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4739 [D loss: 0.634977, acc.: 60.31%, KL div.: -0.050427] [G loss: 0.613553, KL div.: 0.613330, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4740 [D loss: 0.632650, acc.: 60.23%, KL div.: -0.051286] [G loss: 0.617188, KL div.: 0.616970, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4741 [D loss: 0.630874, acc.: 59.93%, KL div.: -0.050509] [G loss: 0.617622, KL div.: 0.617396, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4742 [D loss: 0.630778, acc.: 59.71%, KL div.: -0.051164] [G loss: 0.614686, KL div.: 0.614449, FID: 0.000000]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 26ms/step
4743 [D loss: 0.630584, acc.: 59.91%, KL div.: -0.052049] [G loss: 0.614761, KL div.: 0.614519, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4744 [D loss: 0.629809, acc.: 59.59%, KL div.: -0.051594] [G loss: 0.613635, KL div.: 0.613385, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 27ms/step
4745 [D loss: 0.631963, acc.: 59.31%, KL div.: -0.051298] [G loss: 0.607913, KL div.: 0.607647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4746 [D loss: 0.632902, acc.: 59.28%, KL div.: -0.050519] [G loss: 0.607338, KL div.: 0.607059, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4747 [D loss: 0.633813, acc.: 59.49%, KL div.: -0.050854] [G loss: 0.605851, KL div.: 0.605576, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4748 [D loss: 0.635395, acc.: 59.35%, KL div.: -0.050705] [G loss: 0.601659, KL div.: 0.601384, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4749 [D loss: 0.635044, acc.: 59.26%, KL div.: -0.051331] [G loss: 0.602192, KL div.: 0.601904, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4750 [D loss: 0.634933, acc.: 59.01%, KL div.: -0.050968] [G loss: 0.600831, KL div.: 0.600543, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4751 [D loss: 0.636591, acc.: 59.26%, KL div.: -0.050554] [G loss: 0.598995, KL div.: 0.598703, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 26ms/step
4752 [D loss: 0.640656, acc.: 59.69%, KL div.: -0.050808] [G loss: 0.597299, KL div.: 0.597002, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4753 [D loss: 0.641129, acc.: 59.71%, KL div.: -0.050320] [G loss: 0.597900, KL div.: 0.597615, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4754 [D loss: 0.640771, acc.: 59.83%, KL div.: -0.050855] [G loss: 0.598939, KL div.: 0.598649, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4755 [D loss: 0.638594, acc.: 59.85%, KL div.: -0.050852] [G loss: 0.604513, KL div.: 0.604234, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4756 [D loss: 0.638415, acc.: 60.33%, KL div.: -0.051242] [G loss: 0.607702, KL div.: 0.607421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4757 [D loss: 0.638072, acc.: 60.46%, KL div.: -0.051465] [G loss: 0.609140, KL div.: 0.608865, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4758 [D loss: 0.635814, acc.: 60.42%, KL div.: -0.052541] [G loss: 0.613699, KL div.: 0.613415, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4759 [D loss: 0.637423, acc.: 60.96%, KL div.: -0.051552] [G loss: 0.617315, KL div.: 0.617046, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4760 [D loss: 0.635837, acc.: 61.02%, KL div.: -0.050336] [G loss: 0.621628, KL div.: 0.621354, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4761 [D loss: 0.634532, acc.: 61.01%, KL div.: -0.049949] [G loss: 0.625408, KL div.: 0.625124, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4762 [D loss: 0.636227, acc.: 61.06%, KL div.: -0.048611] [G loss: 0.623708, KL div.: 0.623415, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4763 [D loss: 0.636007, acc.: 61.15%, KL div.: -0.048157] [G loss: 0.627873, KL div.: 0.627579, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4764 [D loss: 0.636737, acc.: 61.36%, KL div.: -0.047951] [G loss: 0.629574, KL div.: 0.629278, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4765 [D loss: 0.636775, acc.: 61.36%, KL div.: -0.047016] [G loss: 0.630755, KL div.: 0.630450, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4766 [D loss: 0.635755, acc.: 61.26%, KL div.: -0.047041] [G loss: 0.630482, KL div.: 0.630176, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
4767 [D loss: 0.639920, acc.: 61.51%, KL div.: -0.046560] [G loss: 0.626483, KL div.: 0.626181, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 5ms/step
4768 [D loss: 0.640089, acc.: 61.46%, KL div.: -0.046346] [G loss: 0.625842, KL div.: 0.625531, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4769 [D loss: 0.639552, acc.: 61.32%, KL div.: -0.046499] [G loss: 0.624593, KL div.: 0.624286, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4770 [D loss: 0.640917, acc.: 61.33%, KL div.: -0.046120] [G loss: 0.621967, KL div.: 0.621671, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4771 [D loss: 0.643218, acc.: 61.48%, KL div.: -0.045776] [G loss: 0.619854, KL div.: 0.619559, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
4772 [D loss: 0.643646, acc.: 61.56%, KL div.: -0.046633] [G loss: 0.617230, KL div.: 0.616934, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4773 [D loss: 0.644193, acc.: 61.55%, KL div.: -0.045981] [G loss: 0.614173, KL div.: 0.613885, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4774 [D loss: 0.643374, acc.: 61.34%, KL div.: -0.046360] [G loss: 0.614909, KL div.: 0.614634, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4775 [D loss: 0.641756, acc.: 61.17%, KL div.: -0.047289] [G loss: 0.613905, KL div.: 0.613639, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
4776 [D loss: 0.640638, acc.: 60.99%, KL div.: -0.047268] [G loss: 0.613298, KL div.: 0.613043, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4777 [D loss: 0.641422, acc.: 61.16%, KL div.: -0.047541] [G loss: 0.613634, KL div.: 0.613378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
4778 [D loss: 0.640856, acc.: 61.03%, KL div.: -0.048134] [G loss: 0.611692, KL div.: 0.611449, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4779 [D loss: 0.639121, acc.: 60.87%, KL div.: -0.048242] [G loss: 0.614048, KL div.: 0.613804, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4780 [D loss: 0.636430, acc.: 60.68%, KL div.: -0.049308] [G loss: 0.614228, KL div.: 0.613992, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
4781 [D loss: 0.635547, acc.: 60.72%, KL div.: -0.049632] [G loss: 0.615493, KL div.: 0.615257, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4782 [D loss: 0.634871, acc.: 60.61%, KL div.: -0.049057] [G loss: 0.615306, KL div.: 0.615073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4783 [D loss: 0.633168, acc.: 60.40%, KL div.: -0.049685] [G loss: 0.617684, KL div.: 0.617449, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4784 [D loss: 0.632936, acc.: 60.43%, KL div.: -0.050422] [G loss: 0.615976, KL div.: 0.615739, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4785 [D loss: 0.632592, acc.: 60.21%, KL div.: -0.049884] [G loss: 0.615866, KL div.: 0.615623, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4786 [D loss: 0.632215, acc.: 60.00%, KL div.: -0.049374] [G loss: 0.615990, KL div.: 0.615746, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4787 [D loss: 0.632870, acc.: 59.78%, KL div.: -0.048286] [G loss: 0.613082, KL div.: 0.612819, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4788 [D loss: 0.631157, acc.: 59.62%, KL div.: -0.049468] [G loss: 0.614281, KL div.: 0.614020, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4789 [D loss: 0.632597, acc.: 59.78%, KL div.: -0.049158] [G loss: 0.613948, KL div.: 0.613684, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4790 [D loss: 0.633793, acc.: 59.29%, KL div.: -0.046985] [G loss: 0.609271, KL div.: 0.608988, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4791 [D loss: 0.635575, acc.: 59.71%, KL div.: -0.049294] [G loss: 0.607258, KL div.: 0.606974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4792 [D loss: 0.638402, acc.: 59.72%, KL div.: -0.047980] [G loss: 0.604435, KL div.: 0.604151, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4793 [D loss: 0.640008, acc.: 59.85%, KL div.: -0.048361] [G loss: 0.603202, KL div.: 0.602912, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4794 [D loss: 0.640672, acc.: 59.63%, KL div.: -0.048610] [G loss: 0.600228, KL div.: 0.599933, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4795 [D loss: 0.641908, acc.: 59.68%, KL div.: -0.048829] [G loss: 0.600149, KL div.: 0.599851, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4796 [D loss: 0.644779, acc.: 60.11%, KL div.: -0.048724] [G loss: 0.598208, KL div.: 0.597915, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4797 [D loss: 0.643390, acc.: 60.20%, KL div.: -0.049359] [G loss: 0.601424, KL div.: 0.601135, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4798 [D loss: 0.643948, acc.: 60.43%, KL div.: -0.049577] [G loss: 0.603164, KL div.: 0.602874, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4799 [D loss: 0.644943, acc.: 60.68%, KL div.: -0.049550] [G loss: 0.604840, KL div.: 0.604560, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 78ms/step
4/4 [==============================] - 0s 29ms/step
4800 [D loss: 0.641742, acc.: 60.82%, KL div.: -0.050063] [G loss: 0.609745, KL div.: 0.609475, FID: 39.349547]
1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4801 [D loss: 0.640456, acc.: 60.85%, KL div.: -0.051007] [G loss: 0.612663, KL div.: 0.612394, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4802 [D loss: 0.639261, acc.: 61.04%, KL div.: -0.050548] [G loss: 0.617572, KL div.: 0.617309, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4803 [D loss: 0.637509, acc.: 61.13%, KL div.: -0.049839] [G loss: 0.622507, KL div.: 0.622242, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4804 [D loss: 0.635317, acc.: 61.25%, KL div.: -0.050254] [G loss: 0.627432, KL div.: 0.627165, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4805 [D loss: 0.635269, acc.: 61.37%, KL div.: -0.049784] [G loss: 0.632397, KL div.: 0.632125, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4806 [D loss: 0.635028, acc.: 61.52%, KL div.: -0.048804] [G loss: 0.634873, KL div.: 0.634594, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4807 [D loss: 0.634251, acc.: 61.49%, KL div.: -0.048033] [G loss: 0.637958, KL div.: 0.637673, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4808 [D loss: 0.634051, acc.: 61.54%, KL div.: -0.047393] [G loss: 0.638646, KL div.: 0.638350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4809 [D loss: 0.633663, acc.: 61.51%, KL div.: -0.046738] [G loss: 0.642878, KL div.: 0.642575, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4810 [D loss: 0.634945, acc.: 61.38%, KL div.: -0.046174] [G loss: 0.639202, KL div.: 0.638896, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4811 [D loss: 0.635661, acc.: 61.56%, KL div.: -0.045079] [G loss: 0.639889, KL div.: 0.639570, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4812 [D loss: 0.637916, acc.: 61.39%, KL div.: -0.044363] [G loss: 0.636813, KL div.: 0.636494, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4813 [D loss: 0.642416, acc.: 61.75%, KL div.: -0.043843] [G loss: 0.628806, KL div.: 0.628489, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4814 [D loss: 0.642597, acc.: 61.40%, KL div.: -0.043529] [G loss: 0.625050, KL div.: 0.624746, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4815 [D loss: 0.645330, acc.: 61.55%, KL div.: -0.043973] [G loss: 0.622138, KL div.: 0.621836, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4816 [D loss: 0.647324, acc.: 61.48%, KL div.: -0.043632] [G loss: 0.615848, KL div.: 0.615550, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4817 [D loss: 0.649283, acc.: 61.73%, KL div.: -0.043475] [G loss: 0.613367, KL div.: 0.613078, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4818 [D loss: 0.647246, acc.: 61.24%, KL div.: -0.044766] [G loss: 0.609657, KL div.: 0.609387, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4819 [D loss: 0.647429, acc.: 61.08%, KL div.: -0.045375] [G loss: 0.607762, KL div.: 0.607502, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4820 [D loss: 0.648989, acc.: 61.17%, KL div.: -0.044998] [G loss: 0.605428, KL div.: 0.605181, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4821 [D loss: 0.646692, acc.: 61.01%, KL div.: -0.046385] [G loss: 0.605998, KL div.: 0.605752, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4822 [D loss: 0.646586, acc.: 61.04%, KL div.: -0.046860] [G loss: 0.605065, KL div.: 0.604824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4823 [D loss: 0.644523, acc.: 60.94%, KL div.: -0.047605] [G loss: 0.607013, KL div.: 0.606790, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4824 [D loss: 0.641343, acc.: 60.65%, KL div.: -0.048338] [G loss: 0.608406, KL div.: 0.608183, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4825 [D loss: 0.641157, acc.: 60.81%, KL div.: -0.048136] [G loss: 0.610778, KL div.: 0.610561, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4826 [D loss: 0.638160, acc.: 60.55%, KL div.: -0.048309] [G loss: 0.613372, KL div.: 0.613150, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4827 [D loss: 0.636050, acc.: 60.38%, KL div.: -0.048874] [G loss: 0.613890, KL div.: 0.613663, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4828 [D loss: 0.634881, acc.: 60.34%, KL div.: -0.048689] [G loss: 0.615513, KL div.: 0.615289, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4829 [D loss: 0.633465, acc.: 60.16%, KL div.: -0.049824] [G loss: 0.616456, KL div.: 0.616222, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 5ms/step
4830 [D loss: 0.632225, acc.: 60.00%, KL div.: -0.049251] [G loss: 0.617473, KL div.: 0.617237, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4831 [D loss: 0.629855, acc.: 59.59%, KL div.: -0.049141] [G loss: 0.618221, KL div.: 0.617976, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4832 [D loss: 0.631288, acc.: 59.54%, KL div.: -0.048414] [G loss: 0.616091, KL div.: 0.615843, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4833 [D loss: 0.631879, acc.: 59.58%, KL div.: -0.048994] [G loss: 0.612934, KL div.: 0.612668, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4834 [D loss: 0.630928, acc.: 58.89%, KL div.: -0.047693] [G loss: 0.610754, KL div.: 0.610478, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4835 [D loss: 0.632718, acc.: 59.25%, KL div.: -0.048006] [G loss: 0.610905, KL div.: 0.610620, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4836 [D loss: 0.633788, acc.: 59.01%, KL div.: -0.048064] [G loss: 0.607097, KL div.: 0.606798, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4837 [D loss: 0.637034, acc.: 58.82%, KL div.: -0.046481] [G loss: 0.602363, KL div.: 0.602049, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4838 [D loss: 0.640033, acc.: 58.76%, KL div.: -0.046584] [G loss: 0.597150, KL div.: 0.596819, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4839 [D loss: 0.642316, acc.: 58.91%, KL div.: -0.046968] [G loss: 0.595297, KL div.: 0.594969, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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4840 [D loss: 0.645527, acc.: 59.50%, KL div.: -0.048040] [G loss: 0.593976, KL div.: 0.593650, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4841 [D loss: 0.643220, acc.: 59.18%, KL div.: -0.047522] [G loss: 0.594901, KL div.: 0.594572, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4842 [D loss: 0.645539, acc.: 59.56%, KL div.: -0.047982] [G loss: 0.596233, KL div.: 0.595905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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4843 [D loss: 0.645173, acc.: 59.85%, KL div.: -0.048554] [G loss: 0.598958, KL div.: 0.598634, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4844 [D loss: 0.644875, acc.: 60.03%, KL div.: -0.048408] [G loss: 0.601197, KL div.: 0.600867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4845 [D loss: 0.644977, acc.: 60.34%, KL div.: -0.048214] [G loss: 0.606130, KL div.: 0.605828, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4846 [D loss: 0.643231, acc.: 60.52%, KL div.: -0.048116] [G loss: 0.609238, KL div.: 0.608927, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4847 [D loss: 0.642842, acc.: 60.64%, KL div.: -0.047120] [G loss: 0.613480, KL div.: 0.613178, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4848 [D loss: 0.641359, acc.: 60.78%, KL div.: -0.047509] [G loss: 0.616965, KL div.: 0.616659, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4849 [D loss: 0.640716, acc.: 60.99%, KL div.: -0.047069] [G loss: 0.619783, KL div.: 0.619482, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4850 [D loss: 0.641164, acc.: 61.12%, KL div.: -0.046771] [G loss: 0.622410, KL div.: 0.622097, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4851 [D loss: 0.639918, acc.: 61.08%, KL div.: -0.045629] [G loss: 0.625667, KL div.: 0.625352, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4852 [D loss: 0.638937, acc.: 61.14%, KL div.: -0.045572] [G loss: 0.629567, KL div.: 0.629248, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4853 [D loss: 0.637767, acc.: 60.92%, KL div.: -0.046259] [G loss: 0.630981, KL div.: 0.630661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4854 [D loss: 0.641185, acc.: 61.46%, KL div.: -0.044997] [G loss: 0.629446, KL div.: 0.629122, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4855 [D loss: 0.643232, acc.: 61.51%, KL div.: -0.042803] [G loss: 0.629798, KL div.: 0.629485, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4856 [D loss: 0.643211, acc.: 61.41%, KL div.: -0.043150] [G loss: 0.626979, KL div.: 0.626665, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4857 [D loss: 0.641459, acc.: 61.21%, KL div.: -0.043373] [G loss: 0.625537, KL div.: 0.625227, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4858 [D loss: 0.641536, acc.: 61.05%, KL div.: -0.043807] [G loss: 0.624938, KL div.: 0.624624, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4859 [D loss: 0.645183, acc.: 61.46%, KL div.: -0.042564] [G loss: 0.620813, KL div.: 0.620503, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4860 [D loss: 0.644009, acc.: 61.20%, KL div.: -0.043075] [G loss: 0.619225, KL div.: 0.618925, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4861 [D loss: 0.645483, acc.: 61.28%, KL div.: -0.043741] [G loss: 0.618303, KL div.: 0.618003, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4862 [D loss: 0.645801, acc.: 61.53%, KL div.: -0.044078] [G loss: 0.617171, KL div.: 0.616889, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4863 [D loss: 0.645102, acc.: 61.45%, KL div.: -0.044196] [G loss: 0.616313, KL div.: 0.616035, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4864 [D loss: 0.642600, acc.: 60.98%, KL div.: -0.045701] [G loss: 0.613653, KL div.: 0.613380, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4865 [D loss: 0.644811, acc.: 61.27%, KL div.: -0.046368] [G loss: 0.612259, KL div.: 0.611995, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4866 [D loss: 0.641799, acc.: 61.02%, KL div.: -0.046598] [G loss: 0.613091, KL div.: 0.612835, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4867 [D loss: 0.641758, acc.: 61.01%, KL div.: -0.046756] [G loss: 0.613106, KL div.: 0.612863, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4868 [D loss: 0.640422, acc.: 60.88%, KL div.: -0.047808] [G loss: 0.613532, KL div.: 0.613289, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4869 [D loss: 0.639777, acc.: 60.83%, KL div.: -0.047342] [G loss: 0.613738, KL div.: 0.613500, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4870 [D loss: 0.637556, acc.: 60.75%, KL div.: -0.048013] [G loss: 0.616678, KL div.: 0.616446, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4871 [D loss: 0.636320, acc.: 60.63%, KL div.: -0.048666] [G loss: 0.615938, KL div.: 0.615707, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4872 [D loss: 0.634137, acc.: 60.34%, KL div.: -0.049229] [G loss: 0.616454, KL div.: 0.616223, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4873 [D loss: 0.632867, acc.: 60.38%, KL div.: -0.049619] [G loss: 0.617291, KL div.: 0.617054, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4874 [D loss: 0.631324, acc.: 60.21%, KL div.: -0.049233] [G loss: 0.619210, KL div.: 0.618974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4875 [D loss: 0.630983, acc.: 59.93%, KL div.: -0.049715] [G loss: 0.617472, KL div.: 0.617227, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4876 [D loss: 0.630488, acc.: 59.66%, KL div.: -0.049609] [G loss: 0.616557, KL div.: 0.616300, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4877 [D loss: 0.630890, acc.: 59.51%, KL div.: -0.048822] [G loss: 0.614286, KL div.: 0.614013, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4878 [D loss: 0.630521, acc.: 59.32%, KL div.: -0.049401] [G loss: 0.614309, KL div.: 0.614023, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4879 [D loss: 0.631693, acc.: 59.29%, KL div.: -0.048371] [G loss: 0.612794, KL div.: 0.612500, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4880 [D loss: 0.633397, acc.: 59.30%, KL div.: -0.047977] [G loss: 0.609282, KL div.: 0.608966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4881 [D loss: 0.639358, acc.: 59.66%, KL div.: -0.048835] [G loss: 0.602284, KL div.: 0.601965, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4882 [D loss: 0.637972, acc.: 59.24%, KL div.: -0.048111] [G loss: 0.601293, KL div.: 0.600965, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4883 [D loss: 0.639669, acc.: 59.25%, KL div.: -0.048447] [G loss: 0.599378, KL div.: 0.599049, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4884 [D loss: 0.643347, acc.: 59.41%, KL div.: -0.049449] [G loss: 0.594339, KL div.: 0.593992, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4885 [D loss: 0.646404, acc.: 59.87%, KL div.: -0.049326] [G loss: 0.593592, KL div.: 0.593259, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4886 [D loss: 0.645236, acc.: 59.66%, KL div.: -0.049001] [G loss: 0.594939, KL div.: 0.594604, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4887 [D loss: 0.644642, acc.: 59.93%, KL div.: -0.049678] [G loss: 0.597565, KL div.: 0.597245, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4888 [D loss: 0.645066, acc.: 60.01%, KL div.: -0.049842] [G loss: 0.597716, KL div.: 0.597393, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4889 [D loss: 0.645562, acc.: 60.36%, KL div.: -0.050216] [G loss: 0.601145, KL div.: 0.600848, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4890 [D loss: 0.642710, acc.: 60.48%, KL div.: -0.050952] [G loss: 0.605657, KL div.: 0.605360, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4891 [D loss: 0.641945, acc.: 60.71%, KL div.: -0.050048] [G loss: 0.610442, KL div.: 0.610152, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4892 [D loss: 0.640572, acc.: 60.78%, KL div.: -0.049431] [G loss: 0.614266, KL div.: 0.613986, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4893 [D loss: 0.637861, acc.: 60.91%, KL div.: -0.051172] [G loss: 0.618370, KL div.: 0.618089, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4894 [D loss: 0.636859, acc.: 60.94%, KL div.: -0.049524] [G loss: 0.624073, KL div.: 0.623787, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4895 [D loss: 0.634974, acc.: 61.04%, KL div.: -0.049368] [G loss: 0.628855, KL div.: 0.628567, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4896 [D loss: 0.635572, acc.: 61.10%, KL div.: -0.048383] [G loss: 0.632427, KL div.: 0.632140, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4897 [D loss: 0.636471, acc.: 61.37%, KL div.: -0.047091] [G loss: 0.635915, KL div.: 0.635617, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4898 [D loss: 0.637302, acc.: 61.43%, KL div.: -0.045686] [G loss: 0.635741, KL div.: 0.635441, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4899 [D loss: 0.636122, acc.: 61.22%, KL div.: -0.045729] [G loss: 0.635697, KL div.: 0.635393, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 75ms/step
4/4 [==============================] - 0s 25ms/step
4900 [D loss: 0.634557, acc.: 60.91%, KL div.: -0.045644] [G loss: 0.636955, KL div.: 0.636638, FID: 48.850955]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4901 [D loss: 0.637942, acc.: 61.12%, KL div.: -0.043999] [G loss: 0.633928, KL div.: 0.633616, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4902 [D loss: 0.640425, acc.: 61.38%, KL div.: -0.043394] [G loss: 0.633361, KL div.: 0.633044, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4903 [D loss: 0.641900, acc.: 61.08%, KL div.: -0.042769] [G loss: 0.627506, KL div.: 0.627187, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4904 [D loss: 0.645222, acc.: 61.33%, KL div.: -0.041232] [G loss: 0.622534, KL div.: 0.622225, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4905 [D loss: 0.644805, acc.: 61.06%, KL div.: -0.042337] [G loss: 0.617834, KL div.: 0.617524, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4906 [D loss: 0.649193, acc.: 61.34%, KL div.: -0.041955] [G loss: 0.612951, KL div.: 0.612660, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4907 [D loss: 0.647363, acc.: 60.95%, KL div.: -0.042710] [G loss: 0.611250, KL div.: 0.610963, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4908 [D loss: 0.647451, acc.: 61.04%, KL div.: -0.043484] [G loss: 0.608997, KL div.: 0.608718, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4909 [D loss: 0.647276, acc.: 60.83%, KL div.: -0.044315] [G loss: 0.606971, KL div.: 0.606708, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4910 [D loss: 0.647386, acc.: 60.82%, KL div.: -0.044471] [G loss: 0.605870, KL div.: 0.605622, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4911 [D loss: 0.645296, acc.: 60.64%, KL div.: -0.045255] [G loss: 0.605937, KL div.: 0.605694, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4912 [D loss: 0.644743, acc.: 60.76%, KL div.: -0.046347] [G loss: 0.605712, KL div.: 0.605473, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4913 [D loss: 0.642757, acc.: 60.46%, KL div.: -0.046961] [G loss: 0.606259, KL div.: 0.606028, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4914 [D loss: 0.640017, acc.: 60.46%, KL div.: -0.048173] [G loss: 0.608427, KL div.: 0.608198, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4915 [D loss: 0.637895, acc.: 60.21%, KL div.: -0.049188] [G loss: 0.609044, KL div.: 0.608822, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4916 [D loss: 0.637579, acc.: 60.15%, KL div.: -0.048992] [G loss: 0.610546, KL div.: 0.610331, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4917 [D loss: 0.636986, acc.: 60.14%, KL div.: -0.048520] [G loss: 0.611307, KL div.: 0.611084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4918 [D loss: 0.635552, acc.: 59.98%, KL div.: -0.049203] [G loss: 0.610541, KL div.: 0.610321, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4919 [D loss: 0.633515, acc.: 59.72%, KL div.: -0.049962] [G loss: 0.609583, KL div.: 0.609349, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4920 [D loss: 0.631647, acc.: 59.45%, KL div.: -0.049031] [G loss: 0.612539, KL div.: 0.612309, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4921 [D loss: 0.631493, acc.: 59.48%, KL div.: -0.050427] [G loss: 0.610747, KL div.: 0.610506, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4922 [D loss: 0.631837, acc.: 59.60%, KL div.: -0.050263] [G loss: 0.611350, KL div.: 0.611106, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4923 [D loss: 0.632523, acc.: 59.39%, KL div.: -0.050568] [G loss: 0.608702, KL div.: 0.608440, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4924 [D loss: 0.631922, acc.: 59.36%, KL div.: -0.050753] [G loss: 0.610701, KL div.: 0.610436, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4925 [D loss: 0.633459, acc.: 59.24%, KL div.: -0.050851] [G loss: 0.605586, KL div.: 0.605320, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4926 [D loss: 0.633736, acc.: 58.80%, KL div.: -0.049754] [G loss: 0.601997, KL div.: 0.601714, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4927 [D loss: 0.634987, acc.: 59.22%, KL div.: -0.050555] [G loss: 0.602297, KL div.: 0.602011, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4928 [D loss: 0.638974, acc.: 59.60%, KL div.: -0.051623] [G loss: 0.598218, KL div.: 0.597928, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4929 [D loss: 0.637085, acc.: 59.21%, KL div.: -0.050193] [G loss: 0.598560, KL div.: 0.598275, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4930 [D loss: 0.638893, acc.: 59.54%, KL div.: -0.051287] [G loss: 0.599317, KL div.: 0.599028, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4931 [D loss: 0.637351, acc.: 59.45%, KL div.: -0.050293] [G loss: 0.601114, KL div.: 0.600826, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4932 [D loss: 0.640798, acc.: 59.94%, KL div.: -0.051475] [G loss: 0.599010, KL div.: 0.598722, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4933 [D loss: 0.640565, acc.: 60.32%, KL div.: -0.051945] [G loss: 0.602580, KL div.: 0.602294, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4934 [D loss: 0.640030, acc.: 60.44%, KL div.: -0.051929] [G loss: 0.604918, KL div.: 0.604646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4935 [D loss: 0.638751, acc.: 60.48%, KL div.: -0.051779] [G loss: 0.606683, KL div.: 0.606412, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4936 [D loss: 0.638158, acc.: 60.68%, KL div.: -0.052119] [G loss: 0.610236, KL div.: 0.609970, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4937 [D loss: 0.636304, acc.: 60.60%, KL div.: -0.050958] [G loss: 0.612880, KL div.: 0.612606, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4938 [D loss: 0.635653, acc.: 61.02%, KL div.: -0.051257] [G loss: 0.618302, KL div.: 0.618037, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4939 [D loss: 0.635913, acc.: 61.03%, KL div.: -0.050675] [G loss: 0.620024, KL div.: 0.619756, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4940 [D loss: 0.635856, acc.: 61.15%, KL div.: -0.050691] [G loss: 0.622794, KL div.: 0.622522, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4941 [D loss: 0.635698, acc.: 61.23%, KL div.: -0.048830] [G loss: 0.624762, KL div.: 0.624499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4942 [D loss: 0.634949, acc.: 61.31%, KL div.: -0.049629] [G loss: 0.628325, KL div.: 0.628055, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4943 [D loss: 0.634145, acc.: 61.31%, KL div.: -0.049432] [G loss: 0.629671, KL div.: 0.629396, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4944 [D loss: 0.634534, acc.: 61.40%, KL div.: -0.048656] [G loss: 0.631264, KL div.: 0.630988, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4945 [D loss: 0.635516, acc.: 61.40%, KL div.: -0.047986] [G loss: 0.630466, KL div.: 0.630187, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4946 [D loss: 0.634740, acc.: 61.27%, KL div.: -0.047582] [G loss: 0.631928, KL div.: 0.631646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4947 [D loss: 0.636154, acc.: 61.27%, KL div.: -0.047257] [G loss: 0.628278, KL div.: 0.627998, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4948 [D loss: 0.637855, acc.: 61.46%, KL div.: -0.046339] [G loss: 0.629761, KL div.: 0.629469, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4949 [D loss: 0.638497, acc.: 61.28%, KL div.: -0.045061] [G loss: 0.628833, KL div.: 0.628536, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4950 [D loss: 0.638782, acc.: 61.23%, KL div.: -0.045998] [G loss: 0.626565, KL div.: 0.626269, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4951 [D loss: 0.640658, acc.: 61.30%, KL div.: -0.045557] [G loss: 0.623338, KL div.: 0.623051, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4952 [D loss: 0.640563, acc.: 60.98%, KL div.: -0.046504] [G loss: 0.620317, KL div.: 0.620037, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4953 [D loss: 0.642287, acc.: 61.21%, KL div.: -0.045952] [G loss: 0.617735, KL div.: 0.617456, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4954 [D loss: 0.642325, acc.: 61.14%, KL div.: -0.047870] [G loss: 0.617108, KL div.: 0.616833, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4955 [D loss: 0.643245, acc.: 61.12%, KL div.: -0.046461] [G loss: 0.613870, KL div.: 0.613594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4956 [D loss: 0.644507, acc.: 61.30%, KL div.: -0.046905] [G loss: 0.613234, KL div.: 0.612974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4957 [D loss: 0.643189, acc.: 60.95%, KL div.: -0.046990] [G loss: 0.609753, KL div.: 0.609510, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4958 [D loss: 0.642643, acc.: 60.94%, KL div.: -0.047799] [G loss: 0.610062, KL div.: 0.609818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4959 [D loss: 0.642296, acc.: 60.87%, KL div.: -0.048422] [G loss: 0.610290, KL div.: 0.610053, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4960 [D loss: 0.641662, acc.: 60.90%, KL div.: -0.047919] [G loss: 0.611289, KL div.: 0.611057, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4961 [D loss: 0.639286, acc.: 60.67%, KL div.: -0.048880] [G loss: 0.612506, KL div.: 0.612286, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4962 [D loss: 0.637324, acc.: 60.68%, KL div.: -0.048938] [G loss: 0.613958, KL div.: 0.613727, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4963 [D loss: 0.635582, acc.: 60.25%, KL div.: -0.049459] [G loss: 0.613943, KL div.: 0.613711, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4964 [D loss: 0.634344, acc.: 60.17%, KL div.: -0.048043] [G loss: 0.615327, KL div.: 0.615096, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4965 [D loss: 0.634536, acc.: 59.98%, KL div.: -0.048927] [G loss: 0.613299, KL div.: 0.613061, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4966 [D loss: 0.631179, acc.: 59.71%, KL div.: -0.049253] [G loss: 0.616914, KL div.: 0.616684, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4967 [D loss: 0.632140, acc.: 59.60%, KL div.: -0.049424] [G loss: 0.613236, KL div.: 0.612985, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4968 [D loss: 0.631390, acc.: 59.33%, KL div.: -0.048137] [G loss: 0.613764, KL div.: 0.613508, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4969 [D loss: 0.634477, acc.: 59.34%, KL div.: -0.048547] [G loss: 0.610170, KL div.: 0.609901, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4970 [D loss: 0.634064, acc.: 59.05%, KL div.: -0.048926] [G loss: 0.606021, KL div.: 0.605728, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4971 [D loss: 0.636937, acc.: 59.15%, KL div.: -0.048064] [G loss: 0.603437, KL div.: 0.603148, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4972 [D loss: 0.636203, acc.: 58.65%, KL div.: -0.047106] [G loss: 0.600001, KL div.: 0.599686, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4973 [D loss: 0.638477, acc.: 58.76%, KL div.: -0.048400] [G loss: 0.597960, KL div.: 0.597638, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4974 [D loss: 0.640894, acc.: 58.77%, KL div.: -0.048527] [G loss: 0.594058, KL div.: 0.593731, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4975 [D loss: 0.641885, acc.: 58.99%, KL div.: -0.048228] [G loss: 0.594468, KL div.: 0.594144, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4976 [D loss: 0.644571, acc.: 59.21%, KL div.: -0.048296] [G loss: 0.593329, KL div.: 0.592997, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4977 [D loss: 0.645837, acc.: 59.71%, KL div.: -0.048125] [G loss: 0.594883, KL div.: 0.594566, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4978 [D loss: 0.644158, acc.: 59.85%, KL div.: -0.049528] [G loss: 0.598162, KL div.: 0.597849, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4979 [D loss: 0.643233, acc.: 59.73%, KL div.: -0.048579] [G loss: 0.598894, KL div.: 0.598579, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4980 [D loss: 0.642155, acc.: 60.12%, KL div.: -0.049841] [G loss: 0.604254, KL div.: 0.603953, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4981 [D loss: 0.642820, acc.: 60.50%, KL div.: -0.048345] [G loss: 0.606465, KL div.: 0.606161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4982 [D loss: 0.641767, acc.: 60.65%, KL div.: -0.049410] [G loss: 0.611616, KL div.: 0.611313, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4983 [D loss: 0.640041, acc.: 60.72%, KL div.: -0.048854] [G loss: 0.614770, KL div.: 0.614470, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4984 [D loss: 0.636932, acc.: 60.85%, KL div.: -0.049826] [G loss: 0.619711, KL div.: 0.619414, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4985 [D loss: 0.635868, acc.: 60.89%, KL div.: -0.047839] [G loss: 0.625852, KL div.: 0.625555, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4986 [D loss: 0.636430, acc.: 61.25%, KL div.: -0.048344] [G loss: 0.628298, KL div.: 0.628002, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4987 [D loss: 0.636276, acc.: 61.20%, KL div.: -0.048373] [G loss: 0.629732, KL div.: 0.629437, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4988 [D loss: 0.635230, acc.: 61.24%, KL div.: -0.047259] [G loss: 0.631536, KL div.: 0.631226, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4989 [D loss: 0.635691, acc.: 61.42%, KL div.: -0.046769] [G loss: 0.634667, KL div.: 0.634356, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4990 [D loss: 0.636576, acc.: 61.46%, KL div.: -0.046243] [G loss: 0.635599, KL div.: 0.635286, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4991 [D loss: 0.635077, acc.: 61.29%, KL div.: -0.046846] [G loss: 0.633933, KL div.: 0.633623, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4992 [D loss: 0.636897, acc.: 61.41%, KL div.: -0.045344] [G loss: 0.632723, KL div.: 0.632410, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4993 [D loss: 0.639323, acc.: 61.68%, KL div.: -0.045173] [G loss: 0.627765, KL div.: 0.627461, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4994 [D loss: 0.641602, acc.: 61.64%, KL div.: -0.044408] [G loss: 0.625210, KL div.: 0.624905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4995 [D loss: 0.639905, acc.: 61.33%, KL div.: -0.045134] [G loss: 0.622835, KL div.: 0.622538, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4996 [D loss: 0.640754, acc.: 61.40%, KL div.: -0.045176] [G loss: 0.620529, KL div.: 0.620244, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4997 [D loss: 0.641627, acc.: 61.20%, KL div.: -0.044468] [G loss: 0.618785, KL div.: 0.618503, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4998 [D loss: 0.641686, acc.: 61.20%, KL div.: -0.045430] [G loss: 0.617696, KL div.: 0.617422, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4999 [D loss: 0.645803, acc.: 61.56%, KL div.: -0.044879] [G loss: 0.613957, KL div.: 0.613693, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 58ms/step
4/4 [==============================] - 0s 24ms/step
5000 [D loss: 0.643498, acc.: 61.27%, KL div.: -0.045955] [G loss: 0.612816, KL div.: 0.612556, FID: 38.900662]
1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 62ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5001 [D loss: 0.642443, acc.: 61.14%, KL div.: -0.047577] [G loss: 0.612673, KL div.: 0.612433, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5002 [D loss: 0.642325, acc.: 61.18%, KL div.: -0.046823] [G loss: 0.613558, KL div.: 0.613306, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5003 [D loss: 0.642635, acc.: 61.14%, KL div.: -0.047072] [G loss: 0.611750, KL div.: 0.611515, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5004 [D loss: 0.641646, acc.: 60.87%, KL div.: -0.047323] [G loss: 0.610358, KL div.: 0.610128, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5005 [D loss: 0.640547, acc.: 60.74%, KL div.: -0.047612] [G loss: 0.611484, KL div.: 0.611259, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5006 [D loss: 0.638491, acc.: 60.60%, KL div.: -0.049392] [G loss: 0.611312, KL div.: 0.611078, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5007 [D loss: 0.637245, acc.: 60.37%, KL div.: -0.048438] [G loss: 0.613585, KL div.: 0.613361, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5008 [D loss: 0.635964, acc.: 60.11%, KL div.: -0.048818] [G loss: 0.612116, KL div.: 0.611883, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5009 [D loss: 0.636498, acc.: 60.09%, KL div.: -0.049179] [G loss: 0.611515, KL div.: 0.611280, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5010 [D loss: 0.634475, acc.: 59.72%, KL div.: -0.049024] [G loss: 0.610988, KL div.: 0.610742, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5011 [D loss: 0.635269, acc.: 59.78%, KL div.: -0.049486] [G loss: 0.610416, KL div.: 0.610164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5012 [D loss: 0.636529, acc.: 59.60%, KL div.: -0.048479] [G loss: 0.608302, KL div.: 0.608043, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5013 [D loss: 0.633976, acc.: 59.04%, KL div.: -0.047527] [G loss: 0.609031, KL div.: 0.608763, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5014 [D loss: 0.637597, acc.: 59.35%, KL div.: -0.048660] [G loss: 0.605485, KL div.: 0.605194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5015 [D loss: 0.638690, acc.: 59.46%, KL div.: -0.047997] [G loss: 0.606714, KL div.: 0.606426, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5016 [D loss: 0.638881, acc.: 59.33%, KL div.: -0.048053] [G loss: 0.604843, KL div.: 0.604540, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5017 [D loss: 0.638251, acc.: 59.16%, KL div.: -0.048193] [G loss: 0.604546, KL div.: 0.604230, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5018 [D loss: 0.640946, acc.: 59.47%, KL div.: -0.048354] [G loss: 0.604776, KL div.: 0.604460, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5019 [D loss: 0.640245, acc.: 59.51%, KL div.: -0.048130] [G loss: 0.607453, KL div.: 0.607133, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5020 [D loss: 0.642479, acc.: 60.19%, KL div.: -0.049869] [G loss: 0.608916, KL div.: 0.608590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5021 [D loss: 0.639939, acc.: 60.00%, KL div.: -0.048969] [G loss: 0.610358, KL div.: 0.610043, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5022 [D loss: 0.641552, acc.: 60.02%, KL div.: -0.049458] [G loss: 0.609744, KL div.: 0.609430, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5023 [D loss: 0.641152, acc.: 60.48%, KL div.: -0.049727] [G loss: 0.612230, KL div.: 0.611919, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5024 [D loss: 0.640611, acc.: 60.54%, KL div.: -0.049564] [G loss: 0.615637, KL div.: 0.615318, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5025 [D loss: 0.640276, acc.: 60.69%, KL div.: -0.049452] [G loss: 0.616178, KL div.: 0.615856, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5026 [D loss: 0.641346, acc.: 61.04%, KL div.: -0.049216] [G loss: 0.620341, KL div.: 0.620026, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5027 [D loss: 0.640131, acc.: 61.05%, KL div.: -0.049356] [G loss: 0.621181, KL div.: 0.620874, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5028 [D loss: 0.641003, acc.: 61.21%, KL div.: -0.048765] [G loss: 0.624296, KL div.: 0.623988, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5029 [D loss: 0.639087, acc.: 61.41%, KL div.: -0.048704] [G loss: 0.628262, KL div.: 0.627947, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5030 [D loss: 0.640014, acc.: 61.51%, KL div.: -0.048407] [G loss: 0.627009, KL div.: 0.626701, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5031 [D loss: 0.638100, acc.: 61.39%, KL div.: -0.049304] [G loss: 0.629565, KL div.: 0.629257, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5032 [D loss: 0.638958, acc.: 61.56%, KL div.: -0.048153] [G loss: 0.630001, KL div.: 0.629685, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5033 [D loss: 0.639079, acc.: 61.53%, KL div.: -0.048177] [G loss: 0.629178, KL div.: 0.628858, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5034 [D loss: 0.638052, acc.: 61.23%, KL div.: -0.046852] [G loss: 0.629042, KL div.: 0.628727, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5035 [D loss: 0.639806, acc.: 61.47%, KL div.: -0.046618] [G loss: 0.627891, KL div.: 0.627577, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5036 [D loss: 0.640010, acc.: 61.51%, KL div.: -0.046594] [G loss: 0.626475, KL div.: 0.626161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5037 [D loss: 0.641271, acc.: 61.53%, KL div.: -0.045961] [G loss: 0.623207, KL div.: 0.622903, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5038 [D loss: 0.642991, acc.: 61.51%, KL div.: -0.045755] [G loss: 0.619955, KL div.: 0.619648, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5039 [D loss: 0.642987, acc.: 61.42%, KL div.: -0.045735] [G loss: 0.617720, KL div.: 0.617424, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5040 [D loss: 0.640746, acc.: 60.81%, KL div.: -0.047146] [G loss: 0.614654, KL div.: 0.614372, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5041 [D loss: 0.643742, acc.: 61.04%, KL div.: -0.046825] [G loss: 0.611173, KL div.: 0.610901, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5042 [D loss: 0.644751, acc.: 60.99%, KL div.: -0.045622] [G loss: 0.609052, KL div.: 0.608784, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5043 [D loss: 0.642142, acc.: 60.86%, KL div.: -0.046429] [G loss: 0.610607, KL div.: 0.610350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5044 [D loss: 0.640687, acc.: 60.41%, KL div.: -0.047620] [G loss: 0.608930, KL div.: 0.608681, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5045 [D loss: 0.641402, acc.: 60.55%, KL div.: -0.046414] [G loss: 0.607965, KL div.: 0.607723, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5046 [D loss: 0.639970, acc.: 60.40%, KL div.: -0.047748] [G loss: 0.608050, KL div.: 0.607812, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5047 [D loss: 0.637161, acc.: 60.05%, KL div.: -0.048106] [G loss: 0.608366, KL div.: 0.608130, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5048 [D loss: 0.635625, acc.: 59.87%, KL div.: -0.048169] [G loss: 0.609827, KL div.: 0.609598, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5049 [D loss: 0.633164, acc.: 59.70%, KL div.: -0.048983] [G loss: 0.610414, KL div.: 0.610183, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5050 [D loss: 0.631192, acc.: 59.28%, KL div.: -0.049549] [G loss: 0.611031, KL div.: 0.610804, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5051 [D loss: 0.630990, acc.: 59.10%, KL div.: -0.049017] [G loss: 0.609659, KL div.: 0.609427, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5052 [D loss: 0.631761, acc.: 58.84%, KL div.: -0.048798] [G loss: 0.605610, KL div.: 0.605362, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5053 [D loss: 0.632337, acc.: 58.75%, KL div.: -0.049128] [G loss: 0.604773, KL div.: 0.604515, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5054 [D loss: 0.631155, acc.: 58.44%, KL div.: -0.048945] [G loss: 0.603025, KL div.: 0.602760, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5055 [D loss: 0.630620, acc.: 57.77%, KL div.: -0.048057] [G loss: 0.600279, KL div.: 0.600001, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5056 [D loss: 0.634446, acc.: 57.98%, KL div.: -0.048915] [G loss: 0.594863, KL div.: 0.594566, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5057 [D loss: 0.636838, acc.: 58.00%, KL div.: -0.049016] [G loss: 0.592340, KL div.: 0.592033, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5058 [D loss: 0.638602, acc.: 57.85%, KL div.: -0.049221] [G loss: 0.587799, KL div.: 0.587490, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5059 [D loss: 0.642084, acc.: 58.06%, KL div.: -0.048677] [G loss: 0.584678, KL div.: 0.584358, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5060 [D loss: 0.643532, acc.: 57.95%, KL div.: -0.047721] [G loss: 0.584130, KL div.: 0.583806, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5061 [D loss: 0.644084, acc.: 58.48%, KL div.: -0.048898] [G loss: 0.586300, KL div.: 0.585987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5062 [D loss: 0.644663, acc.: 58.90%, KL div.: -0.050272] [G loss: 0.590020, KL div.: 0.589699, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5063 [D loss: 0.644476, acc.: 59.44%, KL div.: -0.050625] [G loss: 0.593538, KL div.: 0.593228, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5064 [D loss: 0.643665, acc.: 59.70%, KL div.: -0.050670] [G loss: 0.597564, KL div.: 0.597269, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5065 [D loss: 0.643062, acc.: 59.97%, KL div.: -0.050446] [G loss: 0.602098, KL div.: 0.601802, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5066 [D loss: 0.642657, acc.: 60.38%, KL div.: -0.050725] [G loss: 0.607479, KL div.: 0.607193, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5067 [D loss: 0.640147, acc.: 60.56%, KL div.: -0.050937] [G loss: 0.612053, KL div.: 0.611760, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5068 [D loss: 0.636955, acc.: 60.72%, KL div.: -0.051568] [G loss: 0.619129, KL div.: 0.618840, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5069 [D loss: 0.636157, acc.: 61.08%, KL div.: -0.050514] [G loss: 0.624997, KL div.: 0.624714, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5070 [D loss: 0.634118, acc.: 61.08%, KL div.: -0.050245] [G loss: 0.631072, KL div.: 0.630778, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5071 [D loss: 0.634290, acc.: 61.37%, KL div.: -0.049381] [G loss: 0.634823, KL div.: 0.634530, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5072 [D loss: 0.633371, acc.: 61.52%, KL div.: -0.049039] [G loss: 0.638561, KL div.: 0.638254, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5073 [D loss: 0.632781, acc.: 61.60%, KL div.: -0.049149] [G loss: 0.640333, KL div.: 0.640031, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5074 [D loss: 0.632215, acc.: 61.64%, KL div.: -0.048218] [G loss: 0.646549, KL div.: 0.646238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5075 [D loss: 0.634059, acc.: 61.89%, KL div.: -0.047420] [G loss: 0.644305, KL div.: 0.643993, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5076 [D loss: 0.634039, acc.: 61.84%, KL div.: -0.047374] [G loss: 0.644129, KL div.: 0.643808, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
5077 [D loss: 0.635386, acc.: 61.72%, KL div.: -0.046754] [G loss: 0.638225, KL div.: 0.637907, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5078 [D loss: 0.637040, acc.: 61.82%, KL div.: -0.046544] [G loss: 0.635948, KL div.: 0.635630, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5079 [D loss: 0.639381, acc.: 61.77%, KL div.: -0.045857] [G loss: 0.631504, KL div.: 0.631196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5080 [D loss: 0.642349, acc.: 61.92%, KL div.: -0.045770] [G loss: 0.625402, KL div.: 0.625100, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5081 [D loss: 0.645300, acc.: 61.92%, KL div.: -0.046089] [G loss: 0.617467, KL div.: 0.617173, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5082 [D loss: 0.643112, acc.: 61.57%, KL div.: -0.046559] [G loss: 0.616526, KL div.: 0.616235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5083 [D loss: 0.644553, acc.: 61.43%, KL div.: -0.046736] [G loss: 0.613674, KL div.: 0.613390, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5084 [D loss: 0.646903, acc.: 61.72%, KL div.: -0.046911] [G loss: 0.610829, KL div.: 0.610556, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5085 [D loss: 0.644562, acc.: 61.27%, KL div.: -0.048072] [G loss: 0.606007, KL div.: 0.605749, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5086 [D loss: 0.646763, acc.: 61.37%, KL div.: -0.047156] [G loss: 0.606061, KL div.: 0.605812, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5087 [D loss: 0.645110, acc.: 61.23%, KL div.: -0.047825] [G loss: 0.605873, KL div.: 0.605629, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5088 [D loss: 0.641800, acc.: 60.91%, KL div.: -0.048920] [G loss: 0.608027, KL div.: 0.607787, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5089 [D loss: 0.640137, acc.: 60.77%, KL div.: -0.050264] [G loss: 0.608339, KL div.: 0.608104, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5090 [D loss: 0.638938, acc.: 60.80%, KL div.: -0.049750] [G loss: 0.610967, KL div.: 0.610738, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5091 [D loss: 0.636835, acc.: 60.53%, KL div.: -0.049434] [G loss: 0.611136, KL div.: 0.610906, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5092 [D loss: 0.635477, acc.: 60.48%, KL div.: -0.050984] [G loss: 0.612664, KL div.: 0.612435, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5093 [D loss: 0.634542, acc.: 60.25%, KL div.: -0.050685] [G loss: 0.613335, KL div.: 0.613107, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5094 [D loss: 0.633639, acc.: 60.22%, KL div.: -0.049881] [G loss: 0.615890, KL div.: 0.615657, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5095 [D loss: 0.631393, acc.: 59.93%, KL div.: -0.050321] [G loss: 0.615251, KL div.: 0.615010, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5096 [D loss: 0.632174, acc.: 59.99%, KL div.: -0.050471] [G loss: 0.614357, KL div.: 0.614108, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5097 [D loss: 0.632548, acc.: 59.84%, KL div.: -0.049696] [G loss: 0.614239, KL div.: 0.613985, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5098 [D loss: 0.631275, acc.: 59.38%, KL div.: -0.049688] [G loss: 0.613498, KL div.: 0.613240, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5099 [D loss: 0.633419, acc.: 59.68%, KL div.: -0.050608] [G loss: 0.611622, KL div.: 0.611356, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 56ms/step
4/4 [==============================] - 0s 25ms/step
5100 [D loss: 0.632515, acc.: 59.23%, KL div.: -0.048668] [G loss: 0.608980, KL div.: 0.608705, FID: 32.925697]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 70ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5101 [D loss: 0.635015, acc.: 59.40%, KL div.: -0.049158] [G loss: 0.607092, KL div.: 0.606812, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5102 [D loss: 0.634332, acc.: 59.10%, KL div.: -0.048988] [G loss: 0.604808, KL div.: 0.604517, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5103 [D loss: 0.639238, acc.: 59.46%, KL div.: -0.049344] [G loss: 0.599518, KL div.: 0.599220, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5104 [D loss: 0.639538, acc.: 59.64%, KL div.: -0.050726] [G loss: 0.600918, KL div.: 0.600617, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5105 [D loss: 0.641947, acc.: 59.45%, KL div.: -0.049341] [G loss: 0.597016, KL div.: 0.596716, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5106 [D loss: 0.643502, acc.: 59.96%, KL div.: -0.050542] [G loss: 0.598365, KL div.: 0.598064, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5107 [D loss: 0.643973, acc.: 59.77%, KL div.: -0.049815] [G loss: 0.596015, KL div.: 0.595706, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5108 [D loss: 0.643065, acc.: 59.87%, KL div.: -0.049010] [G loss: 0.599705, KL div.: 0.599406, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5109 [D loss: 0.642493, acc.: 59.87%, KL div.: -0.048719] [G loss: 0.601001, KL div.: 0.600705, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5110 [D loss: 0.642698, acc.: 60.18%, KL div.: -0.049740] [G loss: 0.602167, KL div.: 0.601871, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5111 [D loss: 0.642090, acc.: 60.40%, KL div.: -0.049092] [G loss: 0.606954, KL div.: 0.606667, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5112 [D loss: 0.642301, acc.: 60.21%, KL div.: -0.048509] [G loss: 0.607660, KL div.: 0.607375, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5113 [D loss: 0.640904, acc.: 60.52%, KL div.: -0.048696] [G loss: 0.610738, KL div.: 0.610449, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5114 [D loss: 0.638761, acc.: 60.60%, KL div.: -0.049702] [G loss: 0.615768, KL div.: 0.615476, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5115 [D loss: 0.638826, acc.: 60.75%, KL div.: -0.048914] [G loss: 0.618508, KL div.: 0.618219, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5116 [D loss: 0.639041, acc.: 60.75%, KL div.: -0.047192] [G loss: 0.619853, KL div.: 0.619559, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5117 [D loss: 0.637830, acc.: 60.88%, KL div.: -0.047814] [G loss: 0.622984, KL div.: 0.622689, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5118 [D loss: 0.636156, acc.: 60.96%, KL div.: -0.048293] [G loss: 0.626407, KL div.: 0.626106, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5119 [D loss: 0.637490, acc.: 60.94%, KL div.: -0.046357] [G loss: 0.627043, KL div.: 0.626737, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5120 [D loss: 0.636657, acc.: 61.02%, KL div.: -0.046606] [G loss: 0.628649, KL div.: 0.628340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5121 [D loss: 0.637179, acc.: 60.97%, KL div.: -0.045927] [G loss: 0.629051, KL div.: 0.628741, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5122 [D loss: 0.637847, acc.: 61.07%, KL div.: -0.045432] [G loss: 0.626487, KL div.: 0.626182, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5123 [D loss: 0.638684, acc.: 60.99%, KL div.: -0.045248] [G loss: 0.624214, KL div.: 0.623909, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5124 [D loss: 0.638594, acc.: 61.07%, KL div.: -0.045179] [G loss: 0.623490, KL div.: 0.623186, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5125 [D loss: 0.638016, acc.: 60.85%, KL div.: -0.045865] [G loss: 0.621875, KL div.: 0.621581, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5126 [D loss: 0.639943, acc.: 60.91%, KL div.: -0.045517] [G loss: 0.619183, KL div.: 0.618886, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5127 [D loss: 0.641816, acc.: 61.16%, KL div.: -0.044698] [G loss: 0.617330, KL div.: 0.617035, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5128 [D loss: 0.642079, acc.: 61.18%, KL div.: -0.045755] [G loss: 0.615948, KL div.: 0.615662, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5129 [D loss: 0.642251, acc.: 61.03%, KL div.: -0.046720] [G loss: 0.614336, KL div.: 0.614061, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5130 [D loss: 0.641971, acc.: 61.01%, KL div.: -0.046418] [G loss: 0.614556, KL div.: 0.614291, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5131 [D loss: 0.642108, acc.: 61.09%, KL div.: -0.046726] [G loss: 0.612621, KL div.: 0.612353, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5132 [D loss: 0.642338, acc.: 61.00%, KL div.: -0.046469] [G loss: 0.612265, KL div.: 0.612010, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5133 [D loss: 0.638332, acc.: 60.73%, KL div.: -0.047913] [G loss: 0.612482, KL div.: 0.612230, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5134 [D loss: 0.637006, acc.: 60.48%, KL div.: -0.048881] [G loss: 0.612187, KL div.: 0.611938, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5135 [D loss: 0.636733, acc.: 60.55%, KL div.: -0.048816] [G loss: 0.612905, KL div.: 0.612669, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5136 [D loss: 0.637162, acc.: 60.66%, KL div.: -0.049201] [G loss: 0.613576, KL div.: 0.613339, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5137 [D loss: 0.633916, acc.: 60.26%, KL div.: -0.049422] [G loss: 0.614053, KL div.: 0.613812, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5138 [D loss: 0.634637, acc.: 60.29%, KL div.: -0.049305] [G loss: 0.614566, KL div.: 0.614329, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5139 [D loss: 0.633035, acc.: 60.15%, KL div.: -0.050323] [G loss: 0.615867, KL div.: 0.615620, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5140 [D loss: 0.633438, acc.: 59.85%, KL div.: -0.049018] [G loss: 0.612581, KL div.: 0.612326, FID: 0.000000]
4/4 [==============================] - 0s 197us/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
5141 [D loss: 0.632172, acc.: 59.75%, KL div.: -0.048876] [G loss: 0.613816, KL div.: 0.613557, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5142 [D loss: 0.633844, acc.: 59.77%, KL div.: -0.049390] [G loss: 0.610504, KL div.: 0.610250, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5143 [D loss: 0.634499, acc.: 59.66%, KL div.: -0.049888] [G loss: 0.609324, KL div.: 0.609055, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5144 [D loss: 0.635013, acc.: 59.40%, KL div.: -0.049191] [G loss: 0.606232, KL div.: 0.605957, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5145 [D loss: 0.635719, acc.: 59.61%, KL div.: -0.049573] [G loss: 0.606838, KL div.: 0.606561, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5146 [D loss: 0.637542, acc.: 59.68%, KL div.: -0.050050] [G loss: 0.605511, KL div.: 0.605222, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5147 [D loss: 0.639203, acc.: 59.63%, KL div.: -0.049462] [G loss: 0.603175, KL div.: 0.602888, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5148 [D loss: 0.640264, acc.: 59.62%, KL div.: -0.049146] [G loss: 0.601053, KL div.: 0.600762, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5149 [D loss: 0.642505, acc.: 59.97%, KL div.: -0.050135] [G loss: 0.602042, KL div.: 0.601751, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5150 [D loss: 0.640337, acc.: 59.90%, KL div.: -0.050593] [G loss: 0.603139, KL div.: 0.602852, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5151 [D loss: 0.642705, acc.: 59.97%, KL div.: -0.049379] [G loss: 0.603406, KL div.: 0.603117, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5152 [D loss: 0.642813, acc.: 60.25%, KL div.: -0.050715] [G loss: 0.604967, KL div.: 0.604680, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5153 [D loss: 0.641086, acc.: 60.21%, KL div.: -0.050402] [G loss: 0.605496, KL div.: 0.605202, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5154 [D loss: 0.643050, acc.: 60.49%, KL div.: -0.049632] [G loss: 0.608386, KL div.: 0.608097, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5155 [D loss: 0.642047, acc.: 60.48%, KL div.: -0.050015] [G loss: 0.611833, KL div.: 0.611548, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5156 [D loss: 0.640288, acc.: 60.71%, KL div.: -0.050068] [G loss: 0.614350, KL div.: 0.614067, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5157 [D loss: 0.640361, acc.: 60.90%, KL div.: -0.049482] [G loss: 0.618657, KL div.: 0.618373, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5158 [D loss: 0.638592, acc.: 60.87%, KL div.: -0.049516] [G loss: 0.622870, KL div.: 0.622582, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 29ms/step
5159 [D loss: 0.639161, acc.: 60.98%, KL div.: -0.048099] [G loss: 0.625446, KL div.: 0.625161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
5160 [D loss: 0.637657, acc.: 61.00%, KL div.: -0.049302] [G loss: 0.626088, KL div.: 0.625799, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5161 [D loss: 0.636637, acc.: 60.90%, KL div.: -0.048805] [G loss: 0.628034, KL div.: 0.627740, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
5162 [D loss: 0.639481, acc.: 61.30%, KL div.: -0.046818] [G loss: 0.626630, KL div.: 0.626341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5163 [D loss: 0.638692, acc.: 61.17%, KL div.: -0.047500] [G loss: 0.625527, KL div.: 0.625233, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5164 [D loss: 0.638950, acc.: 61.15%, KL div.: -0.047183] [G loss: 0.626047, KL div.: 0.625754, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5165 [D loss: 0.638793, acc.: 61.14%, KL div.: -0.047047] [G loss: 0.625217, KL div.: 0.624927, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5166 [D loss: 0.639639, acc.: 60.88%, KL div.: -0.046942] [G loss: 0.620005, KL div.: 0.619717, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5167 [D loss: 0.639837, acc.: 60.72%, KL div.: -0.047702] [G loss: 0.618918, KL div.: 0.618638, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5168 [D loss: 0.641505, acc.: 60.94%, KL div.: -0.046753] [G loss: 0.617331, KL div.: 0.617050, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5169 [D loss: 0.642282, acc.: 60.85%, KL div.: -0.046952] [G loss: 0.613632, KL div.: 0.613359, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5170 [D loss: 0.641363, acc.: 60.78%, KL div.: -0.047122] [G loss: 0.612528, KL div.: 0.612252, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
5171 [D loss: 0.640889, acc.: 60.66%, KL div.: -0.048443] [G loss: 0.610305, KL div.: 0.610043, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5172 [D loss: 0.640548, acc.: 60.55%, KL div.: -0.048422] [G loss: 0.611005, KL div.: 0.610749, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5173 [D loss: 0.640525, acc.: 60.58%, KL div.: -0.048476] [G loss: 0.607917, KL div.: 0.607672, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
5174 [D loss: 0.639381, acc.: 60.43%, KL div.: -0.048755] [G loss: 0.608594, KL div.: 0.608346, FID: 0.000000]
4/4 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
5175 [D loss: 0.639894, acc.: 60.44%, KL div.: -0.048051] [G loss: 0.609135, KL div.: 0.608891, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
5176 [D loss: 0.637754, acc.: 60.24%, KL div.: -0.048935] [G loss: 0.608908, KL div.: 0.608672, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5177 [D loss: 0.637221, acc.: 60.25%, KL div.: -0.049534] [G loss: 0.609963, KL div.: 0.609728, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
5178 [D loss: 0.636669, acc.: 60.22%, KL div.: -0.049723] [G loss: 0.609945, KL div.: 0.609715, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5179 [D loss: 0.632526, acc.: 59.72%, KL div.: -0.050607] [G loss: 0.610752, KL div.: 0.610522, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5180 [D loss: 0.632073, acc.: 59.70%, KL div.: -0.050807] [G loss: 0.610555, KL div.: 0.610327, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 28ms/step
5181 [D loss: 0.632200, acc.: 59.49%, KL div.: -0.050583] [G loss: 0.608701, KL div.: 0.608470, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5182 [D loss: 0.632091, acc.: 59.71%, KL div.: -0.051695] [G loss: 0.609937, KL div.: 0.609702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5183 [D loss: 0.631008, acc.: 59.38%, KL div.: -0.051120] [G loss: 0.609244, KL div.: 0.609005, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5184 [D loss: 0.632362, acc.: 59.24%, KL div.: -0.050974] [G loss: 0.606494, KL div.: 0.606244, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5185 [D loss: 0.630916, acc.: 59.17%, KL div.: -0.050752] [G loss: 0.608389, KL div.: 0.608141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 12ms/step
5186 [D loss: 0.633155, acc.: 58.95%, KL div.: -0.051044] [G loss: 0.602656, KL div.: 0.602389, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5187 [D loss: 0.634724, acc.: 59.19%, KL div.: -0.051777] [G loss: 0.600544, KL div.: 0.600278, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5188 [D loss: 0.635180, acc.: 59.12%, KL div.: -0.051372] [G loss: 0.599865, KL div.: 0.599595, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5189 [D loss: 0.635602, acc.: 59.04%, KL div.: -0.051415] [G loss: 0.599603, KL div.: 0.599324, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5190 [D loss: 0.637075, acc.: 59.22%, KL div.: -0.051621] [G loss: 0.598486, KL div.: 0.598213, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
5191 [D loss: 0.638343, acc.: 59.18%, KL div.: -0.051257] [G loss: 0.597481, KL div.: 0.597197, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5192 [D loss: 0.638463, acc.: 59.45%, KL div.: -0.051211] [G loss: 0.598689, KL div.: 0.598408, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 26ms/step
5193 [D loss: 0.638290, acc.: 59.58%, KL div.: -0.051082] [G loss: 0.600029, KL div.: 0.599753, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5194 [D loss: 0.639298, acc.: 59.62%, KL div.: -0.051151] [G loss: 0.601476, KL div.: 0.601195, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5195 [D loss: 0.640627, acc.: 59.96%, KL div.: -0.051498] [G loss: 0.602202, KL div.: 0.601920, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5196 [D loss: 0.640660, acc.: 60.27%, KL div.: -0.050663] [G loss: 0.605887, KL div.: 0.605611, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
5197 [D loss: 0.639436, acc.: 60.06%, KL div.: -0.049267] [G loss: 0.608472, KL div.: 0.608198, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5198 [D loss: 0.638425, acc.: 60.48%, KL div.: -0.050186] [G loss: 0.612828, KL div.: 0.612555, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5199 [D loss: 0.638298, acc.: 60.63%, KL div.: -0.050583] [G loss: 0.615606, KL div.: 0.615341, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 3s 108ms/step
4/4 [==============================] - 0s 34ms/step
5200 [D loss: 0.637484, acc.: 60.69%, KL div.: -0.048979] [G loss: 0.620311, KL div.: 0.620046, FID: 43.214057]
1/1 [==============================] - 0s 36ms/step
4/4 [==============================] - 0s 70ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5201 [D loss: 0.635270, acc.: 60.66%, KL div.: -0.049943] [G loss: 0.624840, KL div.: 0.624566, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5202 [D loss: 0.636167, acc.: 60.91%, KL div.: -0.049514] [G loss: 0.626733, KL div.: 0.626453, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 25ms/step
5203 [D loss: 0.635316, acc.: 60.98%, KL div.: -0.048190] [G loss: 0.629539, KL div.: 0.629263, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 13ms/step
5204 [D loss: 0.635188, acc.: 61.03%, KL div.: -0.047443] [G loss: 0.629481, KL div.: 0.629196, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5205 [D loss: 0.636298, acc.: 61.05%, KL div.: -0.047070] [G loss: 0.631577, KL div.: 0.631291, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5206 [D loss: 0.635915, acc.: 61.09%, KL div.: -0.047413] [G loss: 0.631412, KL div.: 0.631122, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5207 [D loss: 0.640798, acc.: 61.50%, KL div.: -0.044832] [G loss: 0.626834, KL div.: 0.626556, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5208 [D loss: 0.640993, acc.: 61.28%, KL div.: -0.046414] [G loss: 0.623779, KL div.: 0.623498, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5209 [D loss: 0.640101, acc.: 61.09%, KL div.: -0.045640] [G loss: 0.622752, KL div.: 0.622471, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5210 [D loss: 0.641273, acc.: 61.20%, KL div.: -0.045643] [G loss: 0.619827, KL div.: 0.619555, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5211 [D loss: 0.643477, acc.: 61.25%, KL div.: -0.045461] [G loss: 0.616307, KL div.: 0.616037, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5212 [D loss: 0.643819, acc.: 61.11%, KL div.: -0.045330] [G loss: 0.612327, KL div.: 0.612072, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5213 [D loss: 0.641430, acc.: 60.92%, KL div.: -0.047383] [G loss: 0.612704, KL div.: 0.612447, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5214 [D loss: 0.642244, acc.: 60.96%, KL div.: -0.047339] [G loss: 0.609707, KL div.: 0.609459, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5215 [D loss: 0.643283, acc.: 60.95%, KL div.: -0.047866] [G loss: 0.607078, KL div.: 0.606846, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5216 [D loss: 0.641455, acc.: 60.73%, KL div.: -0.048227] [G loss: 0.608068, KL div.: 0.607835, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
5217 [D loss: 0.641297, acc.: 60.74%, KL div.: -0.047587] [G loss: 0.608035, KL div.: 0.607804, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5218 [D loss: 0.640700, acc.: 60.63%, KL div.: -0.047554] [G loss: 0.607119, KL div.: 0.606902, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
5219 [D loss: 0.637884, acc.: 60.39%, KL div.: -0.049734] [G loss: 0.609485, KL div.: 0.609264, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5220 [D loss: 0.636149, acc.: 60.24%, KL div.: -0.049434] [G loss: 0.610566, KL div.: 0.610349, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5221 [D loss: 0.635821, acc.: 60.16%, KL div.: -0.048942] [G loss: 0.610572, KL div.: 0.610350, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5222 [D loss: 0.633761, acc.: 60.08%, KL div.: -0.050419] [G loss: 0.612086, KL div.: 0.611861, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5223 [D loss: 0.632784, acc.: 59.82%, KL div.: -0.049888] [G loss: 0.611916, KL div.: 0.611686, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5224 [D loss: 0.633834, acc.: 59.96%, KL div.: -0.049281] [G loss: 0.612555, KL div.: 0.612317, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5225 [D loss: 0.634022, acc.: 60.10%, KL div.: -0.050759] [G loss: 0.612954, KL div.: 0.612715, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5226 [D loss: 0.631839, acc.: 59.86%, KL div.: -0.050498] [G loss: 0.613543, KL div.: 0.613297, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5227 [D loss: 0.630907, acc.: 59.52%, KL div.: -0.049760] [G loss: 0.612920, KL div.: 0.612666, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5228 [D loss: 0.633546, acc.: 59.76%, KL div.: -0.049029] [G loss: 0.611444, KL div.: 0.611185, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
5229 [D loss: 0.634262, acc.: 59.75%, KL div.: -0.049676] [G loss: 0.609920, KL div.: 0.609654, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5230 [D loss: 0.634272, acc.: 59.49%, KL div.: -0.049789] [G loss: 0.607466, KL div.: 0.607182, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5231 [D loss: 0.637030, acc.: 60.04%, KL div.: -0.049219] [G loss: 0.608193, KL div.: 0.607914, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5232 [D loss: 0.635846, acc.: 59.93%, KL div.: -0.049950] [G loss: 0.609536, KL div.: 0.609261, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
5233 [D loss: 0.637415, acc.: 59.88%, KL div.: -0.049996] [G loss: 0.607515, KL div.: 0.607230, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5234 [D loss: 0.638512, acc.: 60.07%, KL div.: -0.050822] [G loss: 0.607015, KL div.: 0.606730, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5235 [D loss: 0.637734, acc.: 60.07%, KL div.: -0.050784] [G loss: 0.607549, KL div.: 0.607258, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5236 [D loss: 0.639100, acc.: 60.19%, KL div.: -0.049894] [G loss: 0.607945, KL div.: 0.607659, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
5237 [D loss: 0.640468, acc.: 60.43%, KL div.: -0.050185] [G loss: 0.609121, KL div.: 0.608825, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
5238 [D loss: 0.639581, acc.: 60.51%, KL div.: -0.050340] [G loss: 0.611708, KL div.: 0.611418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5239 [D loss: 0.639586, acc.: 60.67%, KL div.: -0.050467] [G loss: 0.612119, KL div.: 0.611832, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
5240 [D loss: 0.638527, acc.: 60.77%, KL div.: -0.051080] [G loss: 0.616070, KL div.: 0.615784, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
5241 [D loss: 0.638048, acc.: 60.61%, KL div.: -0.050112] [G loss: 0.617521, KL div.: 0.617237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5242 [D loss: 0.638877, acc.: 61.00%, KL div.: -0.049111] [G loss: 0.619680, KL div.: 0.619392, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5243 [D loss: 0.636978, acc.: 61.05%, KL div.: -0.049859] [G loss: 0.623018, KL div.: 0.622719, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5244 [D loss: 0.637955, acc.: 61.12%, KL div.: -0.047772] [G loss: 0.623726, KL div.: 0.623433, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5245 [D loss: 0.637784, acc.: 61.21%, KL div.: -0.047657] [G loss: 0.626541, KL div.: 0.626244, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
5246 [D loss: 0.638572, acc.: 61.22%, KL div.: -0.047279] [G loss: 0.625325, KL div.: 0.625026, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5247 [D loss: 0.638271, acc.: 61.24%, KL div.: -0.047346] [G loss: 0.627719, KL div.: 0.627418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5248 [D loss: 0.639130, acc.: 61.26%, KL div.: -0.047063] [G loss: 0.624147, KL div.: 0.623853, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 22ms/step
5249 [D loss: 0.641489, acc.: 61.37%, KL div.: -0.045751] [G loss: 0.623750, KL div.: 0.623451, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5250 [D loss: 0.639955, acc.: 61.22%, KL div.: -0.046469] [G loss: 0.622029, KL div.: 0.621726, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5251 [D loss: 0.641524, acc.: 61.34%, KL div.: -0.045882] [G loss: 0.620428, KL div.: 0.620135, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
5252 [D loss: 0.641147, acc.: 61.02%, KL div.: -0.045703] [G loss: 0.620236, KL div.: 0.619950, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5253 [D loss: 0.641301, acc.: 60.96%, KL div.: -0.046028] [G loss: 0.618253, KL div.: 0.617970, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5254 [D loss: 0.641129, acc.: 61.00%, KL div.: -0.046227] [G loss: 0.618102, KL div.: 0.617818, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5255 [D loss: 0.642675, acc.: 61.16%, KL div.: -0.045492] [G loss: 0.617369, KL div.: 0.617082, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5256 [D loss: 0.642957, acc.: 61.10%, KL div.: -0.045045] [G loss: 0.615886, KL div.: 0.615603, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5257 [D loss: 0.643102, acc.: 61.04%, KL div.: -0.045316] [G loss: 0.614753, KL div.: 0.614484, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5258 [D loss: 0.642791, acc.: 60.85%, KL div.: -0.045910] [G loss: 0.612709, KL div.: 0.612438, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5259 [D loss: 0.641741, acc.: 60.74%, KL div.: -0.046540] [G loss: 0.611372, KL div.: 0.611117, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 26ms/step
5260 [D loss: 0.640135, acc.: 60.53%, KL div.: -0.046205] [G loss: 0.612094, KL div.: 0.611840, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
5261 [D loss: 0.638744, acc.: 60.43%, KL div.: -0.047436] [G loss: 0.612288, KL div.: 0.612030, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5262 [D loss: 0.638893, acc.: 60.50%, KL div.: -0.047382] [G loss: 0.612398, KL div.: 0.612149, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5263 [D loss: 0.637712, acc.: 60.22%, KL div.: -0.047600] [G loss: 0.610973, KL div.: 0.610733, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
5264 [D loss: 0.638182, acc.: 60.10%, KL div.: -0.046864] [G loss: 0.610278, KL div.: 0.610041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
5265 [D loss: 0.637510, acc.: 60.05%, KL div.: -0.046653] [G loss: 0.610754, KL div.: 0.610512, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5266 [D loss: 0.636807, acc.: 60.02%, KL div.: -0.047317] [G loss: 0.611136, KL div.: 0.610900, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5267 [D loss: 0.636201, acc.: 59.72%, KL div.: -0.046572] [G loss: 0.610487, KL div.: 0.610255, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 27ms/step
5268 [D loss: 0.635836, acc.: 59.83%, KL div.: -0.048360] [G loss: 0.610465, KL div.: 0.610225, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5269 [D loss: 0.634711, acc.: 59.63%, KL div.: -0.048009] [G loss: 0.610514, KL div.: 0.610281, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5270 [D loss: 0.636175, acc.: 59.43%, KL div.: -0.047756] [G loss: 0.606463, KL div.: 0.606219, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5271 [D loss: 0.634080, acc.: 59.08%, KL div.: -0.047463] [G loss: 0.607198, KL div.: 0.606943, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5272 [D loss: 0.636301, acc.: 59.25%, KL div.: -0.047721] [G loss: 0.604807, KL div.: 0.604551, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
5273 [D loss: 0.636444, acc.: 59.12%, KL div.: -0.047543] [G loss: 0.603419, KL div.: 0.603157, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5274 [D loss: 0.636821, acc.: 59.14%, KL div.: -0.048143] [G loss: 0.602721, KL div.: 0.602462, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5275 [D loss: 0.638654, acc.: 59.19%, KL div.: -0.048140] [G loss: 0.600058, KL div.: 0.599788, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
5276 [D loss: 0.638276, acc.: 58.97%, KL div.: -0.048223] [G loss: 0.598216, KL div.: 0.597943, FID: 0.000000]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5277 [D loss: 0.638077, acc.: 59.04%, KL div.: -0.048056] [G loss: 0.600530, KL div.: 0.600259, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
5278 [D loss: 0.640409, acc.: 59.50%, KL div.: -0.049887] [G loss: 0.599052, KL div.: 0.598767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
5279 [D loss: 0.642163, acc.: 59.73%, KL div.: -0.049312] [G loss: 0.600322, KL div.: 0.600054, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5280 [D loss: 0.643394, acc.: 60.10%, KL div.: -0.049793] [G loss: 0.601777, KL div.: 0.601502, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5281 [D loss: 0.641305, acc.: 60.23%, KL div.: -0.050110] [G loss: 0.605262, KL div.: 0.604993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5282 [D loss: 0.641949, acc.: 60.37%, KL div.: -0.049399] [G loss: 0.607925, KL div.: 0.607661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
5283 [D loss: 0.640500, acc.: 60.80%, KL div.: -0.050977] [G loss: 0.611589, KL div.: 0.611333, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5284 [D loss: 0.640055, acc.: 61.00%, KL div.: -0.051139] [G loss: 0.616443, KL div.: 0.616184, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5285 [D loss: 0.637575, acc.: 61.06%, KL div.: -0.050805] [G loss: 0.620556, KL div.: 0.620300, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5286 [D loss: 0.636541, acc.: 61.26%, KL div.: -0.050494] [G loss: 0.624804, KL div.: 0.624551, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5287 [D loss: 0.636553, acc.: 61.42%, KL div.: -0.050072] [G loss: 0.627741, KL div.: 0.627484, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 25ms/step
5288 [D loss: 0.634069, acc.: 61.44%, KL div.: -0.050512] [G loss: 0.631297, KL div.: 0.631040, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 23ms/step
5289 [D loss: 0.633936, acc.: 61.46%, KL div.: -0.049745] [G loss: 0.635340, KL div.: 0.635081, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5290 [D loss: 0.632497, acc.: 61.53%, KL div.: -0.049934] [G loss: 0.639815, KL div.: 0.639549, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 27ms/step
5291 [D loss: 0.633394, acc.: 61.66%, KL div.: -0.048975] [G loss: 0.638779, KL div.: 0.638511, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
5292 [D loss: 0.633224, acc.: 61.72%, KL div.: -0.048276] [G loss: 0.640763, KL div.: 0.640479, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5293 [D loss: 0.634831, acc.: 61.67%, KL div.: -0.047551] [G loss: 0.636858, KL div.: 0.636583, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5294 [D loss: 0.635508, acc.: 61.56%, KL div.: -0.048220] [G loss: 0.632615, KL div.: 0.632340, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5295 [D loss: 0.638527, acc.: 61.99%, KL div.: -0.046580] [G loss: 0.631465, KL div.: 0.631189, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
5296 [D loss: 0.638023, acc.: 61.79%, KL div.: -0.047432] [G loss: 0.630496, KL div.: 0.630224, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5297 [D loss: 0.640021, acc.: 61.83%, KL div.: -0.047682] [G loss: 0.626381, KL div.: 0.626113, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
5298 [D loss: 0.638556, acc.: 61.49%, KL div.: -0.046997] [G loss: 0.624613, KL div.: 0.624342, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5299 [D loss: 0.640456, acc.: 61.52%, KL div.: -0.048048] [G loss: 0.618900, KL div.: 0.618647, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 76ms/step
4/4 [==============================] - 0s 26ms/step
5300 [D loss: 0.643142, acc.: 61.60%, KL div.: -0.047958] [G loss: 0.615363, KL div.: 0.615110, FID: 36.822930]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 67ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
5301 [D loss: 0.643112, acc.: 61.41%, KL div.: -0.047438] [G loss: 0.611098, KL div.: 0.610858, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 687us/step
4/4 [==============================] - 0s 0s/step
5302 [D loss: 0.641620, acc.: 61.10%, KL div.: -0.049079] [G loss: 0.610851, KL div.: 0.610610, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5303 [D loss: 0.641445, acc.: 61.06%, KL div.: -0.048677] [G loss: 0.609908, KL div.: 0.609676, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
5304 [D loss: 0.641821, acc.: 61.14%, KL div.: -0.049121] [G loss: 0.609512, KL div.: 0.609287, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5305 [D loss: 0.639844, acc.: 60.82%, KL div.: -0.049763] [G loss: 0.609453, KL div.: 0.609227, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
5306 [D loss: 0.638141, acc.: 60.62%, KL div.: -0.049580] [G loss: 0.609562, KL div.: 0.609340, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
5307 [D loss: 0.637307, acc.: 60.56%, KL div.: -0.050373] [G loss: 0.610510, KL div.: 0.610296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
5308 [D loss: 0.636600, acc.: 60.60%, KL div.: -0.050252] [G loss: 0.611707, KL div.: 0.611489, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5309 [D loss: 0.634887, acc.: 60.31%, KL div.: -0.050378] [G loss: 0.611964, KL div.: 0.611752, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5310 [D loss: 0.636195, acc.: 60.38%, KL div.: -0.050690] [G loss: 0.611021, KL div.: 0.610808, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5311 [D loss: 0.633595, acc.: 60.23%, KL div.: -0.050659] [G loss: 0.614191, KL div.: 0.613982, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5312 [D loss: 0.632313, acc.: 60.03%, KL div.: -0.050276] [G loss: 0.613951, KL div.: 0.613733, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5313 [D loss: 0.631652, acc.: 59.88%, KL div.: -0.051568] [G loss: 0.613434, KL div.: 0.613210, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5314 [D loss: 0.631119, acc.: 59.71%, KL div.: -0.050335] [G loss: 0.612022, KL div.: 0.611792, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5315 [D loss: 0.631415, acc.: 59.67%, KL div.: -0.050855] [G loss: 0.612605, KL div.: 0.612371, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5316 [D loss: 0.633704, acc.: 59.49%, KL div.: -0.049232] [G loss: 0.609639, KL div.: 0.609389, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5317 [D loss: 0.634947, acc.: 59.64%, KL div.: -0.049931] [G loss: 0.608118, KL div.: 0.607869, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5318 [D loss: 0.633630, acc.: 59.44%, KL div.: -0.050139] [G loss: 0.608396, KL div.: 0.608137, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5319 [D loss: 0.636364, acc.: 59.63%, KL div.: -0.050600] [G loss: 0.606604, KL div.: 0.606340, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5320 [D loss: 0.638275, acc.: 59.47%, KL div.: -0.049420] [G loss: 0.602556, KL div.: 0.602281, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5321 [D loss: 0.638402, acc.: 59.49%, KL div.: -0.050258] [G loss: 0.602106, KL div.: 0.601824, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5322 [D loss: 0.639173, acc.: 59.65%, KL div.: -0.049084] [G loss: 0.605296, KL div.: 0.605022, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5323 [D loss: 0.640591, acc.: 59.76%, KL div.: -0.049347] [G loss: 0.602606, KL div.: 0.602327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5324 [D loss: 0.641377, acc.: 60.12%, KL div.: -0.051102] [G loss: 0.602791, KL div.: 0.602513, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5325 [D loss: 0.642463, acc.: 60.30%, KL div.: -0.051648] [G loss: 0.603977, KL div.: 0.603700, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5326 [D loss: 0.641766, acc.: 60.26%, KL div.: -0.049637] [G loss: 0.605516, KL div.: 0.605237, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5327 [D loss: 0.640791, acc.: 60.41%, KL div.: -0.050092] [G loss: 0.608851, KL div.: 0.608565, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5328 [D loss: 0.640568, acc.: 60.41%, KL div.: -0.049162] [G loss: 0.611500, KL div.: 0.611212, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5329 [D loss: 0.639619, acc.: 60.39%, KL div.: -0.049034] [G loss: 0.613965, KL div.: 0.613679, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5330 [D loss: 0.640759, acc.: 60.71%, KL div.: -0.048638] [G loss: 0.617050, KL div.: 0.616755, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5331 [D loss: 0.640356, acc.: 60.74%, KL div.: -0.047285] [G loss: 0.618468, KL div.: 0.618180, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
5332 [D loss: 0.640845, acc.: 60.93%, KL div.: -0.047173] [G loss: 0.618855, KL div.: 0.618559, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5333 [D loss: 0.639052, acc.: 60.69%, KL div.: -0.046571] [G loss: 0.621893, KL div.: 0.621592, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5334 [D loss: 0.641260, acc.: 61.09%, KL div.: -0.045773] [G loss: 0.622673, KL div.: 0.622373, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5335 [D loss: 0.639442, acc.: 60.95%, KL div.: -0.046012] [G loss: 0.623805, KL div.: 0.623503, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5336 [D loss: 0.640224, acc.: 60.99%, KL div.: -0.045446] [G loss: 0.623699, KL div.: 0.623399, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5337 [D loss: 0.639793, acc.: 61.02%, KL div.: -0.044706] [G loss: 0.623134, KL div.: 0.622838, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5338 [D loss: 0.639370, acc.: 60.85%, KL div.: -0.045295] [G loss: 0.623429, KL div.: 0.623131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5339 [D loss: 0.641899, acc.: 61.13%, KL div.: -0.045183] [G loss: 0.621361, KL div.: 0.621065, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5340 [D loss: 0.642749, acc.: 61.32%, KL div.: -0.043911] [G loss: 0.621041, KL div.: 0.620745, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5341 [D loss: 0.641966, acc.: 60.90%, KL div.: -0.044713] [G loss: 0.616718, KL div.: 0.616420, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5342 [D loss: 0.642794, acc.: 60.99%, KL div.: -0.045144] [G loss: 0.616261, KL div.: 0.615987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5343 [D loss: 0.642617, acc.: 61.01%, KL div.: -0.045064] [G loss: 0.615574, KL div.: 0.615299, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5344 [D loss: 0.643544, acc.: 61.07%, KL div.: -0.045832] [G loss: 0.614444, KL div.: 0.614172, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5345 [D loss: 0.641748, acc.: 60.95%, KL div.: -0.047133] [G loss: 0.613641, KL div.: 0.613374, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5346 [D loss: 0.641534, acc.: 60.90%, KL div.: -0.046775] [G loss: 0.612111, KL div.: 0.611859, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5347 [D loss: 0.641513, acc.: 60.94%, KL div.: -0.045736] [G loss: 0.613754, KL div.: 0.613510, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5348 [D loss: 0.638517, acc.: 60.72%, KL div.: -0.048689] [G loss: 0.613314, KL div.: 0.613072, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5349 [D loss: 0.638158, acc.: 60.67%, KL div.: -0.048420] [G loss: 0.613122, KL div.: 0.612883, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
5350 [D loss: 0.638762, acc.: 60.76%, KL div.: -0.047366] [G loss: 0.613096, KL div.: 0.612859, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5351 [D loss: 0.636705, acc.: 60.49%, KL div.: -0.048865] [G loss: 0.613126, KL div.: 0.612894, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5352 [D loss: 0.635894, acc.: 60.47%, KL div.: -0.049000] [G loss: 0.614003, KL div.: 0.613770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5353 [D loss: 0.634522, acc.: 60.33%, KL div.: -0.049614] [G loss: 0.614115, KL div.: 0.613887, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5354 [D loss: 0.633400, acc.: 59.96%, KL div.: -0.049515] [G loss: 0.613384, KL div.: 0.613152, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5355 [D loss: 0.633867, acc.: 60.05%, KL div.: -0.050280] [G loss: 0.611642, KL div.: 0.611404, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
5356 [D loss: 0.632334, acc.: 59.40%, KL div.: -0.048277] [G loss: 0.611490, KL div.: 0.611243, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 28ms/step
5357 [D loss: 0.632952, acc.: 59.57%, KL div.: -0.050038] [G loss: 0.609960, KL div.: 0.609707, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 24ms/step
5358 [D loss: 0.632784, acc.: 59.42%, KL div.: -0.050202] [G loss: 0.608603, KL div.: 0.608346, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5359 [D loss: 0.632736, acc.: 59.00%, KL div.: -0.048317] [G loss: 0.606440, KL div.: 0.606162, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5360 [D loss: 0.634185, acc.: 58.81%, KL div.: -0.048927] [G loss: 0.603996, KL div.: 0.603713, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5361 [D loss: 0.635670, acc.: 58.99%, KL div.: -0.049145] [G loss: 0.603679, KL div.: 0.603384, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5362 [D loss: 0.636755, acc.: 59.06%, KL div.: -0.049016] [G loss: 0.603404, KL div.: 0.603101, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5363 [D loss: 0.638806, acc.: 59.12%, KL div.: -0.048562] [G loss: 0.599185, KL div.: 0.598880, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5364 [D loss: 0.641173, acc.: 59.35%, KL div.: -0.049485] [G loss: 0.600188, KL div.: 0.599877, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5365 [D loss: 0.642296, acc.: 59.36%, KL div.: -0.048368] [G loss: 0.600175, KL div.: 0.599857, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5366 [D loss: 0.643463, acc.: 59.81%, KL div.: -0.050022] [G loss: 0.601680, KL div.: 0.601366, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5367 [D loss: 0.642208, acc.: 60.09%, KL div.: -0.049914] [G loss: 0.606544, KL div.: 0.606234, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 27ms/step
5368 [D loss: 0.643159, acc.: 60.16%, KL div.: -0.049389] [G loss: 0.607534, KL div.: 0.607218, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5369 [D loss: 0.641590, acc.: 60.43%, KL div.: -0.050041] [G loss: 0.612286, KL div.: 0.611977, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5370 [D loss: 0.641096, acc.: 60.59%, KL div.: -0.049273] [G loss: 0.615575, KL div.: 0.615264, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5371 [D loss: 0.639091, acc.: 60.46%, KL div.: -0.049110] [G loss: 0.618215, KL div.: 0.617905, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5372 [D loss: 0.640512, acc.: 60.77%, KL div.: -0.048471] [G loss: 0.620978, KL div.: 0.620661, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5373 [D loss: 0.639150, acc.: 60.91%, KL div.: -0.048101] [G loss: 0.624148, KL div.: 0.623828, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5374 [D loss: 0.638647, acc.: 60.95%, KL div.: -0.047413] [G loss: 0.627454, KL div.: 0.627139, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5375 [D loss: 0.636848, acc.: 60.87%, KL div.: -0.047863] [G loss: 0.631504, KL div.: 0.631175, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5376 [D loss: 0.638107, acc.: 61.14%, KL div.: -0.046659] [G loss: 0.628933, KL div.: 0.628610, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5377 [D loss: 0.638367, acc.: 61.35%, KL div.: -0.046871] [G loss: 0.632013, KL div.: 0.631683, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5378 [D loss: 0.641131, acc.: 61.31%, KL div.: -0.045842] [G loss: 0.627541, KL div.: 0.627211, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5379 [D loss: 0.639757, acc.: 61.18%, KL div.: -0.046029] [G loss: 0.626761, KL div.: 0.626428, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5380 [D loss: 0.639774, acc.: 61.04%, KL div.: -0.046023] [G loss: 0.624661, KL div.: 0.624332, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5381 [D loss: 0.639930, acc.: 60.77%, KL div.: -0.046636] [G loss: 0.618402, KL div.: 0.618077, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5382 [D loss: 0.642194, acc.: 60.94%, KL div.: -0.046016] [G loss: 0.616128, KL div.: 0.615816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5383 [D loss: 0.642820, acc.: 60.62%, KL div.: -0.046817] [G loss: 0.610452, KL div.: 0.610151, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5384 [D loss: 0.643313, acc.: 60.52%, KL div.: -0.046654] [G loss: 0.605277, KL div.: 0.604984, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5385 [D loss: 0.646577, acc.: 61.18%, KL div.: -0.046089] [G loss: 0.606638, KL div.: 0.606354, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5386 [D loss: 0.645680, acc.: 61.10%, KL div.: -0.047382] [G loss: 0.604769, KL div.: 0.604502, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5387 [D loss: 0.643696, acc.: 60.82%, KL div.: -0.048453] [G loss: 0.603792, KL div.: 0.603546, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5388 [D loss: 0.640758, acc.: 60.64%, KL div.: -0.048694] [G loss: 0.606826, KL div.: 0.606584, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5389 [D loss: 0.638248, acc.: 60.46%, KL div.: -0.049712] [G loss: 0.606296, KL div.: 0.606062, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5390 [D loss: 0.638047, acc.: 60.52%, KL div.: -0.049101] [G loss: 0.608702, KL div.: 0.608477, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5391 [D loss: 0.635643, acc.: 60.29%, KL div.: -0.050177] [G loss: 0.610563, KL div.: 0.610343, FID: 0.000000]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5392 [D loss: 0.631376, acc.: 60.17%, KL div.: -0.051701] [G loss: 0.612973, KL div.: 0.612756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
5393 [D loss: 0.631845, acc.: 60.13%, KL div.: -0.050971] [G loss: 0.613530, KL div.: 0.613313, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 30ms/step
5394 [D loss: 0.629744, acc.: 59.90%, KL div.: -0.050234] [G loss: 0.616864, KL div.: 0.616643, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5395 [D loss: 0.628513, acc.: 59.72%, KL div.: -0.050852] [G loss: 0.617095, KL div.: 0.616875, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
5396 [D loss: 0.626387, acc.: 59.66%, KL div.: -0.051781] [G loss: 0.618724, KL div.: 0.618504, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5397 [D loss: 0.626242, acc.: 59.26%, KL div.: -0.051281] [G loss: 0.616623, KL div.: 0.616387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5398 [D loss: 0.626411, acc.: 59.03%, KL div.: -0.050406] [G loss: 0.612941, KL div.: 0.612700, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5399 [D loss: 0.627908, acc.: 58.68%, KL div.: -0.050240] [G loss: 0.610038, KL div.: 0.609780, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 3s 117ms/step
4/4 [==============================] - 0s 26ms/step
5400 [D loss: 0.630554, acc.: 58.62%, KL div.: -0.049619] [G loss: 0.606555, KL div.: 0.606288, FID: 38.390536]
1/1 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 106ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5401 [D loss: 0.631667, acc.: 58.86%, KL div.: -0.049831] [G loss: 0.605352, KL div.: 0.605073, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5402 [D loss: 0.634409, acc.: 58.59%, KL div.: -0.049505] [G loss: 0.599604, KL div.: 0.599316, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5403 [D loss: 0.635169, acc.: 58.61%, KL div.: -0.049485] [G loss: 0.598382, KL div.: 0.598083, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5404 [D loss: 0.641267, acc.: 58.83%, KL div.: -0.049593] [G loss: 0.591669, KL div.: 0.591364, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5405 [D loss: 0.641298, acc.: 58.89%, KL div.: -0.049734] [G loss: 0.592482, KL div.: 0.592179, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5406 [D loss: 0.643880, acc.: 59.26%, KL div.: -0.050159] [G loss: 0.592644, KL div.: 0.592344, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5407 [D loss: 0.643689, acc.: 59.30%, KL div.: -0.049732] [G loss: 0.594314, KL div.: 0.594010, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5408 [D loss: 0.645141, acc.: 59.83%, KL div.: -0.049438] [G loss: 0.596189, KL div.: 0.595905, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
5409 [D loss: 0.642278, acc.: 59.65%, KL div.: -0.050251] [G loss: 0.600209, KL div.: 0.599911, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5410 [D loss: 0.643738, acc.: 60.24%, KL div.: -0.050400] [G loss: 0.603159, KL div.: 0.602869, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5411 [D loss: 0.642799, acc.: 60.37%, KL div.: -0.050059] [G loss: 0.607702, KL div.: 0.607417, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5412 [D loss: 0.641345, acc.: 60.60%, KL div.: -0.049644] [G loss: 0.613959, KL div.: 0.613671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5413 [D loss: 0.639042, acc.: 60.94%, KL div.: -0.049981] [G loss: 0.620775, KL div.: 0.620485, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
5414 [D loss: 0.638000, acc.: 61.14%, KL div.: -0.049021] [G loss: 0.626407, KL div.: 0.626121, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5415 [D loss: 0.637214, acc.: 61.00%, KL div.: -0.047648] [G loss: 0.629526, KL div.: 0.629239, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5416 [D loss: 0.635150, acc.: 61.17%, KL div.: -0.047609] [G loss: 0.634492, KL div.: 0.634197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5417 [D loss: 0.635914, acc.: 61.24%, KL div.: -0.046339] [G loss: 0.636136, KL div.: 0.635827, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5418 [D loss: 0.636267, acc.: 61.33%, KL div.: -0.046059] [G loss: 0.639838, KL div.: 0.639526, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5419 [D loss: 0.635410, acc.: 61.35%, KL div.: -0.045013] [G loss: 0.641882, KL div.: 0.641558, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5420 [D loss: 0.635788, acc.: 61.10%, KL div.: -0.044724] [G loss: 0.638708, KL div.: 0.638385, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5421 [D loss: 0.639723, acc.: 61.35%, KL div.: -0.043416] [G loss: 0.634278, KL div.: 0.633957, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5422 [D loss: 0.640900, acc.: 61.40%, KL div.: -0.042653] [G loss: 0.630019, KL div.: 0.629701, FID: 0.000000]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5423 [D loss: 0.643498, acc.: 61.38%, KL div.: -0.042844] [G loss: 0.625312, KL div.: 0.624993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5424 [D loss: 0.644091, acc.: 61.37%, KL div.: -0.043448] [G loss: 0.621560, KL div.: 0.621247, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5425 [D loss: 0.648246, acc.: 61.62%, KL div.: -0.042769] [G loss: 0.616512, KL div.: 0.616212, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5426 [D loss: 0.644321, acc.: 61.16%, KL div.: -0.044828] [G loss: 0.613920, KL div.: 0.613627, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5427 [D loss: 0.645931, acc.: 61.28%, KL div.: -0.043959] [G loss: 0.611540, KL div.: 0.611255, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
5428 [D loss: 0.647294, acc.: 61.36%, KL div.: -0.045531] [G loss: 0.610377, KL div.: 0.610108, FID: 0.000000]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5429 [D loss: 0.644801, acc.: 60.99%, KL div.: -0.046218] [G loss: 0.610758, KL div.: 0.610501, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5430 [D loss: 0.643308, acc.: 60.87%, KL div.: -0.047483] [G loss: 0.608520, KL div.: 0.608269, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5431 [D loss: 0.645042, acc.: 61.29%, KL div.: -0.046647] [G loss: 0.608268, KL div.: 0.608030, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5432 [D loss: 0.640156, acc.: 60.89%, KL div.: -0.048720] [G loss: 0.611389, KL div.: 0.611156, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
5433 [D loss: 0.640182, acc.: 61.05%, KL div.: -0.048049] [G loss: 0.611896, KL div.: 0.611666, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5434 [D loss: 0.636978, acc.: 60.91%, KL div.: -0.049606] [G loss: 0.614710, KL div.: 0.614489, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5435 [D loss: 0.635101, acc.: 60.61%, KL div.: -0.049795] [G loss: 0.616558, KL div.: 0.616343, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
5436 [D loss: 0.633476, acc.: 60.62%, KL div.: -0.049556] [G loss: 0.619910, KL div.: 0.619697, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
5437 [D loss: 0.631222, acc.: 60.48%, KL div.: -0.050598] [G loss: 0.621431, KL div.: 0.621212, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
5438 [D loss: 0.629196, acc.: 60.25%, KL div.: -0.049775] [G loss: 0.622676, KL div.: 0.622454, FID: 0.000000]
4/4 [==============================] - 0s 736us/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
5439 [D loss: 0.628061, acc.: 60.07%, KL div.: -0.049427] [G loss: 0.623654, KL div.: 0.623418, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
5440 [D loss: 0.626129, acc.: 59.85%, KL div.: -0.049829] [G loss: 0.624463, KL div.: 0.624225, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
5441 [D loss: 0.628008, acc.: 59.84%, KL div.: -0.050015] [G loss: 0.622578, KL div.: 0.622329, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
5442 [D loss: 0.628507, acc.: 59.75%, KL div.: -0.048857] [G loss: 0.621396, KL div.: 0.621133, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
5443 [D loss: 0.629042, acc.: 59.40%, KL div.: -0.048855] [G loss: 0.619279, KL div.: 0.619002, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
5444 [D loss: 0.631229, acc.: 59.49%, KL div.: -0.048769] [G loss: 0.614729, KL div.: 0.614448, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5445 [D loss: 0.631444, acc.: 59.21%, KL div.: -0.047817] [G loss: 0.614387, KL div.: 0.614088, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5446 [D loss: 0.634571, acc.: 58.99%, KL div.: -0.047465] [G loss: 0.608066, KL div.: 0.607749, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
5447 [D loss: 0.638523, acc.: 59.31%, KL div.: -0.047810] [G loss: 0.602230, KL div.: 0.601902, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
5448 [D loss: 0.640076, acc.: 59.26%, KL div.: -0.047983] [G loss: 0.602340, KL div.: 0.602009, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 7ms/step
5449 [D loss: 0.643722, acc.: 59.33%, KL div.: -0.047236] [G loss: 0.597469, KL div.: 0.597125, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
5450 [D loss: 0.644984, acc.: 59.65%, KL div.: -0.048650] [G loss: 0.596246, KL div.: 0.595911, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 6ms/step
5451 [D loss: 0.646418, acc.: 59.73%, KL div.: -0.049291] [G loss: 0.594602, KL div.: 0.594248, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
5452 [D loss: 0.649744, acc.: 60.07%, KL div.: -0.048973] [G loss: 0.596728, KL div.: 0.596376, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
5453 [D loss: 0.646775, acc.: 60.12%, KL div.: -0.048448] [G loss: 0.602797, KL div.: 0.602459, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5454 [D loss: 0.646600, acc.: 60.44%, KL div.: -0.049368] [G loss: 0.604710, KL div.: 0.604375, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
5455 [D loss: 0.646822, acc.: 60.64%, KL div.: -0.048518] [G loss: 0.606659, KL div.: 0.606333, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5456 [D loss: 0.643562, acc.: 60.75%, KL div.: -0.049151] [G loss: 0.615533, KL div.: 0.615203, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5457 [D loss: 0.641945, acc.: 60.92%, KL div.: -0.049058] [G loss: 0.620695, KL div.: 0.620364, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
5458 [D loss: 0.641303, acc.: 61.00%, KL div.: -0.049710] [G loss: 0.623039, KL div.: 0.622708, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 535us/step
4/4 [==============================] - 0s 4ms/step
5459 [D loss: 0.640293, acc.: 61.30%, KL div.: -0.047803] [G loss: 0.628393, KL div.: 0.628072, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5460 [D loss: 0.636768, acc.: 61.19%, KL div.: -0.048038] [G loss: 0.636230, KL div.: 0.635902, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5461 [D loss: 0.636206, acc.: 61.24%, KL div.: -0.047826] [G loss: 0.639220, KL div.: 0.638884, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5462 [D loss: 0.636120, acc.: 61.39%, KL div.: -0.045766] [G loss: 0.640650, KL div.: 0.640306, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5463 [D loss: 0.634886, acc.: 61.19%, KL div.: -0.046339] [G loss: 0.642725, KL div.: 0.642384, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 409us/step
5464 [D loss: 0.636767, acc.: 61.30%, KL div.: -0.045619] [G loss: 0.638309, KL div.: 0.637964, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 534us/step
5465 [D loss: 0.637373, acc.: 61.21%, KL div.: -0.045114] [G loss: 0.637432, KL div.: 0.637103, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5466 [D loss: 0.642513, acc.: 61.84%, KL div.: -0.043439] [G loss: 0.630976, KL div.: 0.630647, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 193us/step
5467 [D loss: 0.638837, acc.: 60.91%, KL div.: -0.044964] [G loss: 0.626010, KL div.: 0.625687, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 198us/step
5468 [D loss: 0.641347, acc.: 60.90%, KL div.: -0.045397] [G loss: 0.618275, KL div.: 0.617966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5469 [D loss: 0.643682, acc.: 60.91%, KL div.: -0.043897] [G loss: 0.616099, KL div.: 0.615803, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5470 [D loss: 0.647155, acc.: 61.31%, KL div.: -0.043757] [G loss: 0.610772, KL div.: 0.610479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5471 [D loss: 0.642184, acc.: 60.43%, KL div.: -0.046796] [G loss: 0.606748, KL div.: 0.606467, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5472 [D loss: 0.648372, acc.: 61.13%, KL div.: -0.044471] [G loss: 0.603332, KL div.: 0.603064, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 495us/step
5473 [D loss: 0.645366, acc.: 60.66%, KL div.: -0.045918] [G loss: 0.603199, KL div.: 0.602947, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5474 [D loss: 0.643918, acc.: 60.58%, KL div.: -0.046050] [G loss: 0.602038, KL div.: 0.601781, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 213us/step
5475 [D loss: 0.642664, acc.: 60.53%, KL div.: -0.047434] [G loss: 0.603287, KL div.: 0.603051, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5476 [D loss: 0.641279, acc.: 60.41%, KL div.: -0.047630] [G loss: 0.604358, KL div.: 0.604129, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 879us/step
4/4 [==============================] - 0s 2ms/step
5477 [D loss: 0.638165, acc.: 60.07%, KL div.: -0.047374] [G loss: 0.606464, KL div.: 0.606234, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5478 [D loss: 0.635436, acc.: 59.89%, KL div.: -0.049108] [G loss: 0.608203, KL div.: 0.607978, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5479 [D loss: 0.634611, acc.: 59.89%, KL div.: -0.049217] [G loss: 0.609247, KL div.: 0.609029, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
5480 [D loss: 0.632999, acc.: 59.54%, KL div.: -0.048634] [G loss: 0.609676, KL div.: 0.609450, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 803us/step
5481 [D loss: 0.631625, acc.: 59.50%, KL div.: -0.049770] [G loss: 0.609603, KL div.: 0.609365, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5482 [D loss: 0.630201, acc.: 59.06%, KL div.: -0.048409] [G loss: 0.611102, KL div.: 0.610856, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5483 [D loss: 0.631530, acc.: 59.03%, KL div.: -0.049368] [G loss: 0.607934, KL div.: 0.607684, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5484 [D loss: 0.630464, acc.: 58.71%, KL div.: -0.048880] [G loss: 0.607803, KL div.: 0.607536, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5485 [D loss: 0.632470, acc.: 58.44%, KL div.: -0.049061] [G loss: 0.601393, KL div.: 0.601104, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5486 [D loss: 0.629097, acc.: 58.29%, KL div.: -0.048698] [G loss: 0.604840, KL div.: 0.604552, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5487 [D loss: 0.633526, acc.: 58.28%, KL div.: -0.048738] [G loss: 0.600171, KL div.: 0.599865, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
5488 [D loss: 0.632820, acc.: 58.24%, KL div.: -0.048266] [G loss: 0.600599, KL div.: 0.600292, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5489 [D loss: 0.634782, acc.: 58.51%, KL div.: -0.049007] [G loss: 0.599899, KL div.: 0.599586, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5490 [D loss: 0.636414, acc.: 58.50%, KL div.: -0.049526] [G loss: 0.597976, KL div.: 0.597651, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5491 [D loss: 0.640740, acc.: 59.02%, KL div.: -0.049648] [G loss: 0.594200, KL div.: 0.593871, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5492 [D loss: 0.643886, acc.: 59.76%, KL div.: -0.051016] [G loss: 0.597473, KL div.: 0.597146, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5493 [D loss: 0.643511, acc.: 59.18%, KL div.: -0.048761] [G loss: 0.598055, KL div.: 0.597718, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5494 [D loss: 0.641100, acc.: 59.66%, KL div.: -0.049485] [G loss: 0.602752, KL div.: 0.602433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 484us/step
4/4 [==============================] - 0s 567us/step
5495 [D loss: 0.643288, acc.: 60.07%, KL div.: -0.050361] [G loss: 0.601449, KL div.: 0.601125, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5496 [D loss: 0.644507, acc.: 60.73%, KL div.: -0.051008] [G loss: 0.606491, KL div.: 0.606190, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5497 [D loss: 0.641761, acc.: 60.63%, KL div.: -0.050681] [G loss: 0.610717, KL div.: 0.610408, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5498 [D loss: 0.640823, acc.: 60.88%, KL div.: -0.051203] [G loss: 0.616244, KL div.: 0.615940, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5499 [D loss: 0.638965, acc.: 61.07%, KL div.: -0.050641] [G loss: 0.621017, KL div.: 0.620712, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 53ms/step
4/4 [==============================] - 0s 34ms/step
5500 [D loss: 0.637826, acc.: 61.33%, KL div.: -0.051653] [G loss: 0.624692, KL div.: 0.624379, FID: 53.953476]
1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5501 [D loss: 0.638868, acc.: 61.47%, KL div.: -0.050008] [G loss: 0.628991, KL div.: 0.628686, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5502 [D loss: 0.635281, acc.: 61.35%, KL div.: -0.049925] [G loss: 0.633047, KL div.: 0.632748, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5503 [D loss: 0.635227, acc.: 61.51%, KL div.: -0.049630] [G loss: 0.637358, KL div.: 0.637033, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 185us/step
4/4 [==============================] - 0s 3ms/step
5504 [D loss: 0.634858, acc.: 61.56%, KL div.: -0.048752] [G loss: 0.641156, KL div.: 0.640836, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5505 [D loss: 0.633878, acc.: 61.63%, KL div.: -0.048703] [G loss: 0.644885, KL div.: 0.644559, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5506 [D loss: 0.636149, acc.: 61.92%, KL div.: -0.047840] [G loss: 0.642293, KL div.: 0.641962, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 440us/step
5507 [D loss: 0.635688, acc.: 61.68%, KL div.: -0.046765] [G loss: 0.641390, KL div.: 0.641060, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5508 [D loss: 0.638059, acc.: 61.71%, KL div.: -0.046133] [G loss: 0.636445, KL div.: 0.636122, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
5509 [D loss: 0.636878, acc.: 61.49%, KL div.: -0.046934] [G loss: 0.633282, KL div.: 0.632963, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5510 [D loss: 0.638534, acc.: 61.53%, KL div.: -0.046663] [G loss: 0.632861, KL div.: 0.632536, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5511 [D loss: 0.640673, acc.: 61.63%, KL div.: -0.046459] [G loss: 0.626156, KL div.: 0.625853, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5512 [D loss: 0.643815, acc.: 61.80%, KL div.: -0.046108] [G loss: 0.621088, KL div.: 0.620791, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 984us/step
5513 [D loss: 0.643154, acc.: 61.50%, KL div.: -0.046993] [G loss: 0.616387, KL div.: 0.616106, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5514 [D loss: 0.642972, acc.: 61.52%, KL div.: -0.047012] [G loss: 0.616365, KL div.: 0.616088, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5515 [D loss: 0.644387, acc.: 61.60%, KL div.: -0.047285] [G loss: 0.611768, KL div.: 0.611511, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5516 [D loss: 0.641831, acc.: 61.26%, KL div.: -0.048648] [G loss: 0.612199, KL div.: 0.611948, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
5517 [D loss: 0.638936, acc.: 60.92%, KL div.: -0.049988] [G loss: 0.610186, KL div.: 0.609947, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5518 [D loss: 0.639583, acc.: 61.00%, KL div.: -0.048795] [G loss: 0.610605, KL div.: 0.610368, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5519 [D loss: 0.637138, acc.: 60.81%, KL div.: -0.050434] [G loss: 0.613195, KL div.: 0.612965, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5520 [D loss: 0.636445, acc.: 60.78%, KL div.: -0.049994] [G loss: 0.611232, KL div.: 0.610998, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5521 [D loss: 0.633674, acc.: 60.43%, KL div.: -0.050913] [G loss: 0.613220, KL div.: 0.612992, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5522 [D loss: 0.633221, acc.: 60.35%, KL div.: -0.050625] [G loss: 0.615245, KL div.: 0.615019, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5523 [D loss: 0.631204, acc.: 60.07%, KL div.: -0.050623] [G loss: 0.615644, KL div.: 0.615416, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5524 [D loss: 0.630478, acc.: 60.00%, KL div.: -0.051360] [G loss: 0.616199, KL div.: 0.615963, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 866us/step
5525 [D loss: 0.629650, acc.: 59.73%, KL div.: -0.049841] [G loss: 0.615348, KL div.: 0.615108, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5526 [D loss: 0.628219, acc.: 59.29%, KL div.: -0.049715] [G loss: 0.615429, KL div.: 0.615173, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
5527 [D loss: 0.630632, acc.: 59.45%, KL div.: -0.049682] [G loss: 0.611790, KL div.: 0.611523, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5528 [D loss: 0.631901, acc.: 59.28%, KL div.: -0.048874] [G loss: 0.609471, KL div.: 0.609198, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 308us/step
4/4 [==============================] - 0s 118us/step
5529 [D loss: 0.633414, acc.: 59.39%, KL div.: -0.049738] [G loss: 0.606383, KL div.: 0.606095, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5530 [D loss: 0.633644, acc.: 59.02%, KL div.: -0.049875] [G loss: 0.605028, KL div.: 0.604737, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5531 [D loss: 0.634585, acc.: 58.96%, KL div.: -0.049043] [G loss: 0.604035, KL div.: 0.603739, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5532 [D loss: 0.637268, acc.: 59.25%, KL div.: -0.050123] [G loss: 0.600482, KL div.: 0.600178, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 863us/step
5533 [D loss: 0.640120, acc.: 59.26%, KL div.: -0.049652] [G loss: 0.598169, KL div.: 0.597859, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5534 [D loss: 0.641897, acc.: 59.62%, KL div.: -0.049531] [G loss: 0.596227, KL div.: 0.595916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5535 [D loss: 0.640093, acc.: 59.78%, KL div.: -0.050392] [G loss: 0.599381, KL div.: 0.599071, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5536 [D loss: 0.642617, acc.: 59.86%, KL div.: -0.049661] [G loss: 0.599375, KL div.: 0.599063, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 139us/step
5537 [D loss: 0.642580, acc.: 60.23%, KL div.: -0.051701] [G loss: 0.601673, KL div.: 0.601373, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 736us/step
5538 [D loss: 0.643566, acc.: 60.29%, KL div.: -0.051573] [G loss: 0.600610, KL div.: 0.600303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5539 [D loss: 0.642103, acc.: 60.51%, KL div.: -0.052673] [G loss: 0.605281, KL div.: 0.604976, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5540 [D loss: 0.640441, acc.: 60.34%, KL div.: -0.050854] [G loss: 0.609143, KL div.: 0.608852, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5541 [D loss: 0.639418, acc.: 60.59%, KL div.: -0.051548] [G loss: 0.613045, KL div.: 0.612751, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5542 [D loss: 0.640388, acc.: 60.87%, KL div.: -0.050985] [G loss: 0.615691, KL div.: 0.615398, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5543 [D loss: 0.639220, acc.: 61.03%, KL div.: -0.050812] [G loss: 0.619116, KL div.: 0.618815, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5544 [D loss: 0.639727, acc.: 61.19%, KL div.: -0.050840] [G loss: 0.622123, KL div.: 0.621816, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5545 [D loss: 0.637986, acc.: 61.14%, KL div.: -0.049364] [G loss: 0.625507, KL div.: 0.625194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5546 [D loss: 0.637256, acc.: 61.23%, KL div.: -0.049705] [G loss: 0.627858, KL div.: 0.627552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5547 [D loss: 0.636679, acc.: 61.22%, KL div.: -0.049742] [G loss: 0.629938, KL div.: 0.629626, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5548 [D loss: 0.635421, acc.: 61.16%, KL div.: -0.049241] [G loss: 0.632521, KL div.: 0.632201, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5549 [D loss: 0.635686, acc.: 61.35%, KL div.: -0.048291] [G loss: 0.635829, KL div.: 0.635507, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5550 [D loss: 0.636717, acc.: 61.34%, KL div.: -0.046487] [G loss: 0.636813, KL div.: 0.636476, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5551 [D loss: 0.636750, acc.: 61.45%, KL div.: -0.046783] [G loss: 0.635677, KL div.: 0.635337, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5552 [D loss: 0.638129, acc.: 61.41%, KL div.: -0.045321] [G loss: 0.632982, KL div.: 0.632648, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
5553 [D loss: 0.639118, acc.: 61.43%, KL div.: -0.045972] [G loss: 0.631642, KL div.: 0.631309, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5554 [D loss: 0.640844, acc.: 61.37%, KL div.: -0.045763] [G loss: 0.627880, KL div.: 0.627560, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5555 [D loss: 0.640373, acc.: 61.23%, KL div.: -0.045429] [G loss: 0.625417, KL div.: 0.625094, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5556 [D loss: 0.641762, acc.: 61.08%, KL div.: -0.044867] [G loss: 0.618803, KL div.: 0.618482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5557 [D loss: 0.641869, acc.: 60.94%, KL div.: -0.045652] [G loss: 0.618173, KL div.: 0.617869, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5558 [D loss: 0.642660, acc.: 60.94%, KL div.: -0.045236] [G loss: 0.614721, KL div.: 0.614422, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5559 [D loss: 0.644917, acc.: 60.98%, KL div.: -0.045008] [G loss: 0.610965, KL div.: 0.610671, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
5560 [D loss: 0.645513, acc.: 60.97%, KL div.: -0.045441] [G loss: 0.609182, KL div.: 0.608896, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 486us/step
4/4 [==============================] - 0s 2ms/step
5561 [D loss: 0.643652, acc.: 60.72%, KL div.: -0.045297] [G loss: 0.607827, KL div.: 0.607555, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5562 [D loss: 0.643686, acc.: 60.66%, KL div.: -0.045713] [G loss: 0.607437, KL div.: 0.607169, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 931us/step
5563 [D loss: 0.642977, acc.: 60.67%, KL div.: -0.046719] [G loss: 0.605922, KL div.: 0.605666, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
5564 [D loss: 0.641489, acc.: 60.30%, KL div.: -0.046977] [G loss: 0.605209, KL div.: 0.604965, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 695us/step
5565 [D loss: 0.640244, acc.: 60.23%, KL div.: -0.047687] [G loss: 0.605753, KL div.: 0.605502, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5566 [D loss: 0.638609, acc.: 60.05%, KL div.: -0.047427] [G loss: 0.606667, KL div.: 0.606418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5567 [D loss: 0.638002, acc.: 60.06%, KL div.: -0.047921] [G loss: 0.606878, KL div.: 0.606629, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5568 [D loss: 0.635239, acc.: 59.81%, KL div.: -0.049337] [G loss: 0.606119, KL div.: 0.605869, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 215us/step
4/4 [==============================] - 0s 2ms/step
5569 [D loss: 0.635200, acc.: 59.88%, KL div.: -0.049678] [G loss: 0.608973, KL div.: 0.608729, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5570 [D loss: 0.633566, acc.: 59.68%, KL div.: -0.050368] [G loss: 0.607863, KL div.: 0.607613, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5571 [D loss: 0.632057, acc.: 59.24%, KL div.: -0.049939] [G loss: 0.607879, KL div.: 0.607630, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5572 [D loss: 0.632510, acc.: 59.41%, KL div.: -0.051015] [G loss: 0.607087, KL div.: 0.606836, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5573 [D loss: 0.634311, acc.: 59.50%, KL div.: -0.050417] [G loss: 0.604533, KL div.: 0.604270, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5574 [D loss: 0.633797, acc.: 59.64%, KL div.: -0.051492] [G loss: 0.606320, KL div.: 0.606055, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5575 [D loss: 0.632085, acc.: 58.96%, KL div.: -0.050107] [G loss: 0.606700, KL div.: 0.606418, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5576 [D loss: 0.631764, acc.: 59.41%, KL div.: -0.051699] [G loss: 0.607755, KL div.: 0.607482, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5577 [D loss: 0.631635, acc.: 58.96%, KL div.: -0.050630] [G loss: 0.604832, KL div.: 0.604543, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 201us/step
4/4 [==============================] - 0s 4ms/step
5578 [D loss: 0.632750, acc.: 59.00%, KL div.: -0.050504] [G loss: 0.604167, KL div.: 0.603880, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 471us/step
5579 [D loss: 0.635644, acc.: 59.41%, KL div.: -0.051365] [G loss: 0.602890, KL div.: 0.602600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5580 [D loss: 0.637866, acc.: 59.64%, KL div.: -0.052047] [G loss: 0.602601, KL div.: 0.602309, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5581 [D loss: 0.639527, acc.: 59.98%, KL div.: -0.052451] [G loss: 0.603415, KL div.: 0.603134, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5582 [D loss: 0.637615, acc.: 60.05%, KL div.: -0.051790] [G loss: 0.605824, KL div.: 0.605534, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5583 [D loss: 0.641215, acc.: 60.41%, KL div.: -0.052380] [G loss: 0.604014, KL div.: 0.603725, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 851us/step
4/4 [==============================] - 0s 2ms/step
5584 [D loss: 0.639358, acc.: 60.50%, KL div.: -0.052651] [G loss: 0.606927, KL div.: 0.606644, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5585 [D loss: 0.639928, acc.: 60.89%, KL div.: -0.053406] [G loss: 0.609201, KL div.: 0.608921, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5586 [D loss: 0.639749, acc.: 61.13%, KL div.: -0.052923] [G loss: 0.615059, KL div.: 0.614790, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5587 [D loss: 0.638499, acc.: 61.19%, KL div.: -0.053420] [G loss: 0.614918, KL div.: 0.614646, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5588 [D loss: 0.638567, acc.: 61.47%, KL div.: -0.054032] [G loss: 0.620089, KL div.: 0.619820, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 528us/step
5589 [D loss: 0.636880, acc.: 61.48%, KL div.: -0.053185] [G loss: 0.623862, KL div.: 0.623590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5590 [D loss: 0.634477, acc.: 61.55%, KL div.: -0.053248] [G loss: 0.628723, KL div.: 0.628453, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5591 [D loss: 0.634415, acc.: 61.64%, KL div.: -0.052544] [G loss: 0.631286, KL div.: 0.631011, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
5592 [D loss: 0.632186, acc.: 61.57%, KL div.: -0.053843] [G loss: 0.635509, KL div.: 0.635231, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5593 [D loss: 0.632634, acc.: 61.61%, KL div.: -0.052268] [G loss: 0.638609, KL div.: 0.638319, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5594 [D loss: 0.631977, acc.: 61.72%, KL div.: -0.052018] [G loss: 0.639213, KL div.: 0.638925, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5595 [D loss: 0.631508, acc.: 61.73%, KL div.: -0.051800] [G loss: 0.640222, KL div.: 0.639931, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5596 [D loss: 0.632897, acc.: 61.92%, KL div.: -0.050822] [G loss: 0.641386, KL div.: 0.641090, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5597 [D loss: 0.631853, acc.: 61.78%, KL div.: -0.050574] [G loss: 0.642489, KL div.: 0.642189, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 497us/step
4/4 [==============================] - 0s 2ms/step
5598 [D loss: 0.632841, acc.: 61.68%, KL div.: -0.050526] [G loss: 0.639406, KL div.: 0.639104, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5599 [D loss: 0.634032, acc.: 61.53%, KL div.: -0.050628] [G loss: 0.636444, KL div.: 0.636148, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 0s 25ms/step
5600 [D loss: 0.637507, acc.: 62.14%, KL div.: -0.048743] [G loss: 0.635284, KL div.: 0.634971, FID: 40.268611]
1/1 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 865us/step
4/4 [==============================] - 0s 2ms/step
5601 [D loss: 0.639127, acc.: 61.88%, KL div.: -0.048717] [G loss: 0.627173, KL div.: 0.626882, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5602 [D loss: 0.639604, acc.: 61.48%, KL div.: -0.048782] [G loss: 0.620156, KL div.: 0.619885, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 588us/step
5603 [D loss: 0.643113, acc.: 61.69%, KL div.: -0.047449] [G loss: 0.617363, KL div.: 0.617097, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5604 [D loss: 0.641450, acc.: 61.40%, KL div.: -0.049294] [G loss: 0.613986, KL div.: 0.613726, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5605 [D loss: 0.640984, acc.: 61.19%, KL div.: -0.049823] [G loss: 0.612229, KL div.: 0.611975, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5606 [D loss: 0.641888, acc.: 61.16%, KL div.: -0.048532] [G loss: 0.610620, KL div.: 0.610380, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5607 [D loss: 0.639906, acc.: 60.84%, KL div.: -0.050804] [G loss: 0.608289, KL div.: 0.608065, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5608 [D loss: 0.639519, acc.: 60.93%, KL div.: -0.050520] [G loss: 0.609976, KL div.: 0.609746, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5609 [D loss: 0.638670, acc.: 60.65%, KL div.: -0.051151] [G loss: 0.608795, KL div.: 0.608575, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5610 [D loss: 0.635757, acc.: 60.35%, KL div.: -0.052410] [G loss: 0.608112, KL div.: 0.607900, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5611 [D loss: 0.634405, acc.: 60.27%, KL div.: -0.051966] [G loss: 0.609769, KL div.: 0.609559, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
5612 [D loss: 0.635083, acc.: 60.32%, KL div.: -0.051534] [G loss: 0.608911, KL div.: 0.608704, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5613 [D loss: 0.633690, acc.: 60.17%, KL div.: -0.051867] [G loss: 0.609742, KL div.: 0.609532, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5614 [D loss: 0.632007, acc.: 59.91%, KL div.: -0.051719] [G loss: 0.611178, KL div.: 0.610970, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5615 [D loss: 0.630987, acc.: 59.82%, KL div.: -0.052014] [G loss: 0.611330, KL div.: 0.611114, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5616 [D loss: 0.629156, acc.: 59.37%, KL div.: -0.052856] [G loss: 0.608241, KL div.: 0.608022, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5617 [D loss: 0.630336, acc.: 59.23%, KL div.: -0.052425] [G loss: 0.606948, KL div.: 0.606712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5618 [D loss: 0.630604, acc.: 59.30%, KL div.: -0.052626] [G loss: 0.605538, KL div.: 0.605305, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
5619 [D loss: 0.629748, acc.: 58.93%, KL div.: -0.052217] [G loss: 0.603594, KL div.: 0.603348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 433us/step
4/4 [==============================] - 0s 2ms/step
5620 [D loss: 0.630532, acc.: 59.14%, KL div.: -0.052882] [G loss: 0.603097, KL div.: 0.602849, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5621 [D loss: 0.631919, acc.: 58.99%, KL div.: -0.052304] [G loss: 0.601288, KL div.: 0.601031, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
5622 [D loss: 0.632621, acc.: 58.65%, KL div.: -0.052153] [G loss: 0.596466, KL div.: 0.596194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5623 [D loss: 0.633947, acc.: 58.72%, KL div.: -0.051739] [G loss: 0.595513, KL div.: 0.595237, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
5624 [D loss: 0.638205, acc.: 59.29%, KL div.: -0.052475] [G loss: 0.593783, KL div.: 0.593512, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 262us/step
5625 [D loss: 0.638616, acc.: 59.36%, KL div.: -0.052952] [G loss: 0.594731, KL div.: 0.594454, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5626 [D loss: 0.638021, acc.: 59.40%, KL div.: -0.052571] [G loss: 0.596876, KL div.: 0.596608, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5627 [D loss: 0.637673, acc.: 59.54%, KL div.: -0.052611] [G loss: 0.599813, KL div.: 0.599544, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5628 [D loss: 0.639710, acc.: 59.86%, KL div.: -0.052554] [G loss: 0.600220, KL div.: 0.599948, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5629 [D loss: 0.640100, acc.: 60.26%, KL div.: -0.052508] [G loss: 0.603331, KL div.: 0.603063, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5630 [D loss: 0.639458, acc.: 60.35%, KL div.: -0.052451] [G loss: 0.605142, KL div.: 0.604873, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
5631 [D loss: 0.639534, acc.: 60.70%, KL div.: -0.052071] [G loss: 0.610175, KL div.: 0.609910, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5632 [D loss: 0.638390, acc.: 60.72%, KL div.: -0.052917] [G loss: 0.612299, KL div.: 0.612030, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5633 [D loss: 0.636964, acc.: 60.82%, KL div.: -0.052321] [G loss: 0.615726, KL div.: 0.615453, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5634 [D loss: 0.635541, acc.: 60.94%, KL div.: -0.052573] [G loss: 0.621325, KL div.: 0.621055, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5635 [D loss: 0.636069, acc.: 60.93%, KL div.: -0.051173] [G loss: 0.623477, KL div.: 0.623206, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5636 [D loss: 0.635959, acc.: 60.98%, KL div.: -0.050521] [G loss: 0.626016, KL div.: 0.625753, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5637 [D loss: 0.633630, acc.: 60.98%, KL div.: -0.050498] [G loss: 0.630157, KL div.: 0.629881, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5638 [D loss: 0.632205, acc.: 60.89%, KL div.: -0.050816] [G loss: 0.633496, KL div.: 0.633219, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5639 [D loss: 0.633111, acc.: 61.06%, KL div.: -0.049042] [G loss: 0.635066, KL div.: 0.634771, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
5640 [D loss: 0.633240, acc.: 61.17%, KL div.: -0.049342] [G loss: 0.635885, KL div.: 0.635592, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5641 [D loss: 0.633577, acc.: 60.99%, KL div.: -0.049492] [G loss: 0.633120, KL div.: 0.632824, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5642 [D loss: 0.633293, acc.: 60.94%, KL div.: -0.047946] [G loss: 0.634071, KL div.: 0.633773, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5643 [D loss: 0.635419, acc.: 61.08%, KL div.: -0.047226] [G loss: 0.631399, KL div.: 0.631102, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5644 [D loss: 0.635280, acc.: 60.98%, KL div.: -0.048482] [G loss: 0.627096, KL div.: 0.626801, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5645 [D loss: 0.637130, acc.: 61.01%, KL div.: -0.046984] [G loss: 0.625932, KL div.: 0.625640, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5646 [D loss: 0.639581, acc.: 61.15%, KL div.: -0.046607] [G loss: 0.620930, KL div.: 0.620632, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
5647 [D loss: 0.642144, acc.: 61.29%, KL div.: -0.046363] [G loss: 0.618645, KL div.: 0.618363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5648 [D loss: 0.641213, acc.: 61.06%, KL div.: -0.047319] [G loss: 0.614918, KL div.: 0.614641, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 638us/step
4/4 [==============================] - 0s 4ms/step
5649 [D loss: 0.643100, acc.: 61.28%, KL div.: -0.047363] [G loss: 0.610907, KL div.: 0.610632, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5650 [D loss: 0.643818, acc.: 61.14%, KL div.: -0.047540] [G loss: 0.608228, KL div.: 0.607967, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5651 [D loss: 0.643180, acc.: 61.15%, KL div.: -0.047538] [G loss: 0.609368, KL div.: 0.609119, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
5652 [D loss: 0.643192, acc.: 61.23%, KL div.: -0.049286] [G loss: 0.606836, KL div.: 0.606590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5653 [D loss: 0.642687, acc.: 61.15%, KL div.: -0.048021] [G loss: 0.608615, KL div.: 0.608382, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5654 [D loss: 0.639794, acc.: 60.88%, KL div.: -0.049436] [G loss: 0.610314, KL div.: 0.610092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5655 [D loss: 0.637523, acc.: 60.81%, KL div.: -0.050686] [G loss: 0.610605, KL div.: 0.610383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5656 [D loss: 0.636321, acc.: 60.73%, KL div.: -0.050720] [G loss: 0.613613, KL div.: 0.613398, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5657 [D loss: 0.635062, acc.: 60.72%, KL div.: -0.050470] [G loss: 0.614221, KL div.: 0.614008, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5658 [D loss: 0.632038, acc.: 60.40%, KL div.: -0.050554] [G loss: 0.618054, KL div.: 0.617843, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5659 [D loss: 0.632400, acc.: 60.47%, KL div.: -0.050779] [G loss: 0.618274, KL div.: 0.618059, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5660 [D loss: 0.630395, acc.: 60.17%, KL div.: -0.051302] [G loss: 0.618651, KL div.: 0.618433, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5661 [D loss: 0.627739, acc.: 59.63%, KL div.: -0.050080] [G loss: 0.619821, KL div.: 0.619591, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5662 [D loss: 0.629165, acc.: 59.80%, KL div.: -0.049904] [G loss: 0.618463, KL div.: 0.618223, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 487us/step
5663 [D loss: 0.627580, acc.: 59.32%, KL div.: -0.048512] [G loss: 0.619597, KL div.: 0.619349, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5664 [D loss: 0.628839, acc.: 59.35%, KL div.: -0.050111] [G loss: 0.616818, KL div.: 0.616559, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5665 [D loss: 0.629668, acc.: 59.25%, KL div.: -0.049334] [G loss: 0.613572, KL div.: 0.613303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5666 [D loss: 0.630595, acc.: 59.03%, KL div.: -0.049804] [G loss: 0.610147, KL div.: 0.609861, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5667 [D loss: 0.632789, acc.: 58.81%, KL div.: -0.049206] [G loss: 0.605048, KL div.: 0.604754, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5668 [D loss: 0.638839, acc.: 59.07%, KL div.: -0.048593] [G loss: 0.600340, KL div.: 0.600043, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5669 [D loss: 0.638191, acc.: 58.84%, KL div.: -0.048572] [G loss: 0.599608, KL div.: 0.599306, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
5670 [D loss: 0.639893, acc.: 58.86%, KL div.: -0.048633] [G loss: 0.596296, KL div.: 0.595993, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5671 [D loss: 0.641938, acc.: 59.15%, KL div.: -0.049744] [G loss: 0.594444, KL div.: 0.594139, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5672 [D loss: 0.645997, acc.: 59.73%, KL div.: -0.051287] [G loss: 0.593662, KL div.: 0.593358, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5673 [D loss: 0.647123, acc.: 59.82%, KL div.: -0.050367] [G loss: 0.593749, KL div.: 0.593446, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
5674 [D loss: 0.646705, acc.: 60.05%, KL div.: -0.050965] [G loss: 0.596076, KL div.: 0.595783, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5675 [D loss: 0.645693, acc.: 60.26%, KL div.: -0.050927] [G loss: 0.599363, KL div.: 0.599075, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5676 [D loss: 0.645391, acc.: 60.43%, KL div.: -0.051049] [G loss: 0.601268, KL div.: 0.600984, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
5677 [D loss: 0.644504, acc.: 60.69%, KL div.: -0.052361] [G loss: 0.607208, KL div.: 0.606926, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5678 [D loss: 0.641806, acc.: 60.92%, KL div.: -0.052251] [G loss: 0.613076, KL div.: 0.612803, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5679 [D loss: 0.640189, acc.: 60.99%, KL div.: -0.050878] [G loss: 0.619252, KL div.: 0.618974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5680 [D loss: 0.637214, acc.: 61.10%, KL div.: -0.051655] [G loss: 0.624509, KL div.: 0.624233, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5681 [D loss: 0.635212, acc.: 61.04%, KL div.: -0.050447] [G loss: 0.630053, KL div.: 0.629758, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5682 [D loss: 0.635092, acc.: 61.18%, KL div.: -0.049387] [G loss: 0.633906, KL div.: 0.633611, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 626us/step
4/4 [==============================] - 0s 2ms/step
5683 [D loss: 0.632784, acc.: 60.96%, KL div.: -0.049242] [G loss: 0.635393, KL div.: 0.635092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5684 [D loss: 0.632732, acc.: 61.20%, KL div.: -0.049191] [G loss: 0.637455, KL div.: 0.637145, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5685 [D loss: 0.632335, acc.: 61.13%, KL div.: -0.048074] [G loss: 0.640918, KL div.: 0.640600, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5686 [D loss: 0.635329, acc.: 61.39%, KL div.: -0.045798] [G loss: 0.639069, KL div.: 0.638750, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5687 [D loss: 0.631695, acc.: 60.87%, KL div.: -0.047221] [G loss: 0.635383, KL div.: 0.635057, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5688 [D loss: 0.636536, acc.: 61.32%, KL div.: -0.045392] [G loss: 0.633529, KL div.: 0.633204, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5689 [D loss: 0.633716, acc.: 60.85%, KL div.: -0.046852] [G loss: 0.632897, KL div.: 0.632572, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 1ms/step
5690 [D loss: 0.639301, acc.: 61.31%, KL div.: -0.045191] [G loss: 0.627226, KL div.: 0.626904, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5691 [D loss: 0.638783, acc.: 61.00%, KL div.: -0.045419] [G loss: 0.622522, KL div.: 0.622209, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5692 [D loss: 0.644415, acc.: 61.34%, KL div.: -0.044353] [G loss: 0.615231, KL div.: 0.614921, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5693 [D loss: 0.643888, acc.: 61.12%, KL div.: -0.045024] [G loss: 0.612440, KL div.: 0.612140, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5694 [D loss: 0.645785, acc.: 61.19%, KL div.: -0.044980] [G loss: 0.608645, KL div.: 0.608364, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5695 [D loss: 0.647239, acc.: 61.42%, KL div.: -0.045716] [G loss: 0.606214, KL div.: 0.605937, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5696 [D loss: 0.643506, acc.: 60.79%, KL div.: -0.047021] [G loss: 0.606086, KL div.: 0.605827, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5697 [D loss: 0.644386, acc.: 61.08%, KL div.: -0.047396] [G loss: 0.604441, KL div.: 0.604192, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5698 [D loss: 0.641426, acc.: 60.69%, KL div.: -0.047628] [G loss: 0.605848, KL div.: 0.605612, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5699 [D loss: 0.641619, acc.: 60.89%, KL div.: -0.048285] [G loss: 0.606331, KL div.: 0.606104, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 63ms/step
4/4 [==============================] - 0s 24ms/step
5700 [D loss: 0.638849, acc.: 60.58%, KL div.: -0.048904] [G loss: 0.609585, KL div.: 0.609364, FID: 41.599914]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 127us/step
4/4 [==============================] - 0s 3ms/step
5701 [D loss: 0.635865, acc.: 60.49%, KL div.: -0.050624] [G loss: 0.611187, KL div.: 0.610969, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5702 [D loss: 0.634395, acc.: 60.27%, KL div.: -0.050498] [G loss: 0.612534, KL div.: 0.612314, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5703 [D loss: 0.631890, acc.: 60.03%, KL div.: -0.050947] [G loss: 0.612303, KL div.: 0.612089, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5704 [D loss: 0.631892, acc.: 60.05%, KL div.: -0.051314] [G loss: 0.613690, KL div.: 0.613470, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5705 [D loss: 0.629484, acc.: 59.85%, KL div.: -0.051022] [G loss: 0.614839, KL div.: 0.614623, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5706 [D loss: 0.629114, acc.: 59.81%, KL div.: -0.052561] [G loss: 0.615979, KL div.: 0.615759, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
5707 [D loss: 0.627690, acc.: 59.43%, KL div.: -0.052326] [G loss: 0.613953, KL div.: 0.613721, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 702us/step
5708 [D loss: 0.628091, acc.: 59.16%, KL div.: -0.051503] [G loss: 0.611139, KL div.: 0.610906, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5709 [D loss: 0.628178, acc.: 58.78%, KL div.: -0.051541] [G loss: 0.609446, KL div.: 0.609197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5710 [D loss: 0.630075, acc.: 59.01%, KL div.: -0.051321] [G loss: 0.608434, KL div.: 0.608171, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5711 [D loss: 0.630169, acc.: 58.74%, KL div.: -0.051089] [G loss: 0.605108, KL div.: 0.604847, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5712 [D loss: 0.633430, acc.: 59.03%, KL div.: -0.051372] [G loss: 0.602827, KL div.: 0.602560, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5713 [D loss: 0.635969, acc.: 59.16%, KL div.: -0.051686] [G loss: 0.599944, KL div.: 0.599667, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5714 [D loss: 0.636147, acc.: 59.05%, KL div.: -0.051468] [G loss: 0.599676, KL div.: 0.599398, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5715 [D loss: 0.637293, acc.: 59.40%, KL div.: -0.051845] [G loss: 0.601374, KL div.: 0.601102, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5716 [D loss: 0.638182, acc.: 59.42%, KL div.: -0.051635] [G loss: 0.601049, KL div.: 0.600774, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5717 [D loss: 0.640703, acc.: 59.74%, KL div.: -0.052109] [G loss: 0.600904, KL div.: 0.600626, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5718 [D loss: 0.641162, acc.: 60.00%, KL div.: -0.052874] [G loss: 0.601688, KL div.: 0.601414, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5719 [D loss: 0.640775, acc.: 60.26%, KL div.: -0.052034] [G loss: 0.603682, KL div.: 0.603405, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5720 [D loss: 0.642314, acc.: 60.53%, KL div.: -0.052382] [G loss: 0.606232, KL div.: 0.605959, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5721 [D loss: 0.642307, acc.: 60.64%, KL div.: -0.052329] [G loss: 0.607732, KL div.: 0.607460, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5722 [D loss: 0.641003, acc.: 60.81%, KL div.: -0.052230] [G loss: 0.611016, KL div.: 0.610744, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5723 [D loss: 0.639552, acc.: 60.96%, KL div.: -0.052510] [G loss: 0.615248, KL div.: 0.614984, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5724 [D loss: 0.638865, acc.: 61.02%, KL div.: -0.051288] [G loss: 0.617970, KL div.: 0.617709, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5725 [D loss: 0.638269, acc.: 61.26%, KL div.: -0.052354] [G loss: 0.622461, KL div.: 0.622192, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5726 [D loss: 0.636236, acc.: 61.31%, KL div.: -0.051972] [G loss: 0.628077, KL div.: 0.627805, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5727 [D loss: 0.636545, acc.: 61.43%, KL div.: -0.050552] [G loss: 0.629117, KL div.: 0.628842, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5728 [D loss: 0.634619, acc.: 61.35%, KL div.: -0.051404] [G loss: 0.632085, KL div.: 0.631795, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5729 [D loss: 0.633137, acc.: 61.20%, KL div.: -0.050816] [G loss: 0.634275, KL div.: 0.633994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
5730 [D loss: 0.633403, acc.: 61.34%, KL div.: -0.051142] [G loss: 0.635668, KL div.: 0.635384, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5731 [D loss: 0.633415, acc.: 61.39%, KL div.: -0.049561] [G loss: 0.636435, KL div.: 0.636150, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 618us/step
5732 [D loss: 0.632973, acc.: 61.36%, KL div.: -0.050189] [G loss: 0.636067, KL div.: 0.635788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5733 [D loss: 0.634781, acc.: 61.43%, KL div.: -0.049422] [G loss: 0.633312, KL div.: 0.633026, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5734 [D loss: 0.637592, acc.: 61.65%, KL div.: -0.047857] [G loss: 0.629924, KL div.: 0.629636, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5735 [D loss: 0.639585, acc.: 61.57%, KL div.: -0.047401] [G loss: 0.625417, KL div.: 0.625129, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 2ms/step
5736 [D loss: 0.636767, acc.: 61.20%, KL div.: -0.049439] [G loss: 0.623961, KL div.: 0.623674, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5737 [D loss: 0.639025, acc.: 61.35%, KL div.: -0.048406] [G loss: 0.620006, KL div.: 0.619733, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5738 [D loss: 0.640857, acc.: 61.37%, KL div.: -0.048009] [G loss: 0.616070, KL div.: 0.615800, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5739 [D loss: 0.641554, acc.: 61.40%, KL div.: -0.048139] [G loss: 0.613858, KL div.: 0.613596, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
5740 [D loss: 0.640265, acc.: 60.97%, KL div.: -0.049333] [G loss: 0.612351, KL div.: 0.612106, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 729us/step
4/4 [==============================] - 0s 2ms/step
5741 [D loss: 0.640421, acc.: 60.95%, KL div.: -0.050076] [G loss: 0.609747, KL div.: 0.609509, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5742 [D loss: 0.638261, acc.: 60.63%, KL div.: -0.050991] [G loss: 0.608936, KL div.: 0.608700, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5743 [D loss: 0.638367, acc.: 60.63%, KL div.: -0.049654] [G loss: 0.609335, KL div.: 0.609114, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5744 [D loss: 0.637136, acc.: 60.48%, KL div.: -0.050163] [G loss: 0.609565, KL div.: 0.609342, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5745 [D loss: 0.636552, acc.: 60.38%, KL div.: -0.049504] [G loss: 0.609712, KL div.: 0.609508, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5746 [D loss: 0.635119, acc.: 60.27%, KL div.: -0.050842] [G loss: 0.610214, KL div.: 0.610010, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5747 [D loss: 0.632804, acc.: 59.97%, KL div.: -0.051919] [G loss: 0.610491, KL div.: 0.610280, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 833us/step
5748 [D loss: 0.632186, acc.: 59.81%, KL div.: -0.051987] [G loss: 0.608969, KL div.: 0.608755, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5749 [D loss: 0.630480, acc.: 59.58%, KL div.: -0.052089] [G loss: 0.610228, KL div.: 0.610008, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5750 [D loss: 0.631270, acc.: 59.48%, KL div.: -0.052066] [G loss: 0.606441, KL div.: 0.606213, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5751 [D loss: 0.631305, acc.: 59.18%, KL div.: -0.050921] [G loss: 0.605162, KL div.: 0.604927, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5752 [D loss: 0.628660, acc.: 58.84%, KL div.: -0.051239] [G loss: 0.607693, KL div.: 0.607451, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
5753 [D loss: 0.630036, acc.: 58.93%, KL div.: -0.052389] [G loss: 0.605557, KL div.: 0.605311, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
5754 [D loss: 0.631649, acc.: 58.64%, KL div.: -0.051056] [G loss: 0.600484, KL div.: 0.600227, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5755 [D loss: 0.631783, acc.: 58.58%, KL div.: -0.051746] [G loss: 0.599058, KL div.: 0.598794, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5756 [D loss: 0.633901, acc.: 58.28%, KL div.: -0.051387] [G loss: 0.594889, KL div.: 0.594601, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 6ms/step
5757 [D loss: 0.635759, acc.: 58.66%, KL div.: -0.052286] [G loss: 0.594808, KL div.: 0.594519, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5758 [D loss: 0.637145, acc.: 59.00%, KL div.: -0.052775] [G loss: 0.596257, KL div.: 0.595979, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
5759 [D loss: 0.636136, acc.: 59.02%, KL div.: -0.052533] [G loss: 0.597318, KL div.: 0.597032, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
5760 [D loss: 0.635391, acc.: 58.78%, KL div.: -0.051639] [G loss: 0.598371, KL div.: 0.598087, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 925us/step
5761 [D loss: 0.638058, acc.: 59.37%, KL div.: -0.053250] [G loss: 0.598812, KL div.: 0.598527, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5762 [D loss: 0.635789, acc.: 59.69%, KL div.: -0.053161] [G loss: 0.603932, KL div.: 0.603661, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5763 [D loss: 0.637919, acc.: 60.35%, KL div.: -0.053827] [G loss: 0.606778, KL div.: 0.606506, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5764 [D loss: 0.636195, acc.: 60.43%, KL div.: -0.053566] [G loss: 0.610369, KL div.: 0.610099, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5765 [D loss: 0.636091, acc.: 60.70%, KL div.: -0.053875] [G loss: 0.615427, KL div.: 0.615158, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 526us/step
5766 [D loss: 0.635377, acc.: 60.95%, KL div.: -0.054255] [G loss: 0.619123, KL div.: 0.618849, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5767 [D loss: 0.633996, acc.: 61.02%, KL div.: -0.053457] [G loss: 0.622801, KL div.: 0.622528, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5768 [D loss: 0.634522, acc.: 61.34%, KL div.: -0.052637] [G loss: 0.626562, KL div.: 0.626290, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5769 [D loss: 0.632407, acc.: 61.30%, KL div.: -0.053203] [G loss: 0.630748, KL div.: 0.630473, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5770 [D loss: 0.633359, acc.: 61.48%, KL div.: -0.052648] [G loss: 0.632822, KL div.: 0.632542, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5771 [D loss: 0.633268, acc.: 61.69%, KL div.: -0.051465] [G loss: 0.635184, KL div.: 0.634900, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
5772 [D loss: 0.630374, acc.: 61.50%, KL div.: -0.052324] [G loss: 0.638092, KL div.: 0.637804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
5773 [D loss: 0.633218, acc.: 61.87%, KL div.: -0.051677] [G loss: 0.637961, KL div.: 0.637680, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5774 [D loss: 0.633725, acc.: 62.03%, KL div.: -0.051358] [G loss: 0.638534, KL div.: 0.638243, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5775 [D loss: 0.633846, acc.: 62.00%, KL div.: -0.051507] [G loss: 0.634736, KL div.: 0.634448, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5776 [D loss: 0.632901, acc.: 61.68%, KL div.: -0.051657] [G loss: 0.634617, KL div.: 0.634324, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5777 [D loss: 0.633745, acc.: 61.67%, KL div.: -0.051938] [G loss: 0.633032, KL div.: 0.632737, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 539us/step
5778 [D loss: 0.638229, acc.: 62.00%, KL div.: -0.049804] [G loss: 0.626778, KL div.: 0.626485, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 768us/step
4/4 [==============================] - 0s 3ms/step
5779 [D loss: 0.636064, acc.: 61.57%, KL div.: -0.051254] [G loss: 0.624371, KL div.: 0.624079, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5780 [D loss: 0.635939, acc.: 61.52%, KL div.: -0.051355] [G loss: 0.625968, KL div.: 0.625680, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5781 [D loss: 0.637668, acc.: 61.60%, KL div.: -0.050569] [G loss: 0.621014, KL div.: 0.620728, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5782 [D loss: 0.639331, acc.: 61.65%, KL div.: -0.049811] [G loss: 0.618938, KL div.: 0.618662, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 216us/step
5783 [D loss: 0.637508, acc.: 61.40%, KL div.: -0.051308] [G loss: 0.616952, KL div.: 0.616683, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5784 [D loss: 0.637703, acc.: 61.28%, KL div.: -0.051522] [G loss: 0.616283, KL div.: 0.616019, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5785 [D loss: 0.637666, acc.: 61.17%, KL div.: -0.050871] [G loss: 0.612694, KL div.: 0.612444, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5786 [D loss: 0.637183, acc.: 61.06%, KL div.: -0.051329] [G loss: 0.612863, KL div.: 0.612628, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5787 [D loss: 0.637459, acc.: 61.12%, KL div.: -0.051219] [G loss: 0.611750, KL div.: 0.611519, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
5788 [D loss: 0.632631, acc.: 60.61%, KL div.: -0.053179] [G loss: 0.614581, KL div.: 0.614356, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5789 [D loss: 0.634250, acc.: 60.75%, KL div.: -0.052052] [G loss: 0.613824, KL div.: 0.613600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5790 [D loss: 0.633092, acc.: 60.64%, KL div.: -0.052872] [G loss: 0.613482, KL div.: 0.613262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5791 [D loss: 0.631899, acc.: 60.42%, KL div.: -0.053603] [G loss: 0.613464, KL div.: 0.613244, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5792 [D loss: 0.631143, acc.: 60.30%, KL div.: -0.052233] [G loss: 0.613803, KL div.: 0.613590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 702us/step
4/4 [==============================] - 0s 2ms/step
5793 [D loss: 0.628632, acc.: 60.11%, KL div.: -0.052993] [G loss: 0.614189, KL div.: 0.613981, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5794 [D loss: 0.628815, acc.: 59.91%, KL div.: -0.051907] [G loss: 0.614073, KL div.: 0.613860, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5795 [D loss: 0.627542, acc.: 59.89%, KL div.: -0.052797] [G loss: 0.613571, KL div.: 0.613350, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5796 [D loss: 0.627707, acc.: 59.65%, KL div.: -0.052684] [G loss: 0.614015, KL div.: 0.613790, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5797 [D loss: 0.627360, acc.: 59.41%, KL div.: -0.053005] [G loss: 0.610614, KL div.: 0.610383, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 542us/step
4/4 [==============================] - 0s 232us/step
5798 [D loss: 0.630072, acc.: 59.74%, KL div.: -0.053481] [G loss: 0.610045, KL div.: 0.609810, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5799 [D loss: 0.628895, acc.: 59.17%, KL div.: -0.051710] [G loss: 0.609671, KL div.: 0.609437, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 61ms/step
4/4 [==============================] - 0s 25ms/step
5800 [D loss: 0.630366, acc.: 59.37%, KL div.: -0.053394] [G loss: 0.606853, KL div.: 0.606604, FID: 42.181525]
1/1 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 762us/step
4/4 [==============================] - 0s 2ms/step
5801 [D loss: 0.632487, acc.: 59.33%, KL div.: -0.051963] [G loss: 0.605324, KL div.: 0.605077, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 775us/step
5802 [D loss: 0.634964, acc.: 59.57%, KL div.: -0.051874] [G loss: 0.603078, KL div.: 0.602824, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5803 [D loss: 0.634957, acc.: 59.20%, KL div.: -0.051329] [G loss: 0.601693, KL div.: 0.601434, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5804 [D loss: 0.638302, acc.: 59.65%, KL div.: -0.052009] [G loss: 0.600734, KL div.: 0.600477, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5805 [D loss: 0.639237, acc.: 59.73%, KL div.: -0.052549] [G loss: 0.599117, KL div.: 0.598859, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5806 [D loss: 0.639483, acc.: 59.87%, KL div.: -0.051783] [G loss: 0.599692, KL div.: 0.599434, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 524us/step
4/4 [==============================] - 0s 2ms/step
5807 [D loss: 0.640268, acc.: 59.72%, KL div.: -0.050400] [G loss: 0.600103, KL div.: 0.599848, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 641us/step
4/4 [==============================] - 0s 2ms/step
5808 [D loss: 0.640443, acc.: 60.22%, KL div.: -0.052451] [G loss: 0.604620, KL div.: 0.604371, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
5809 [D loss: 0.641979, acc.: 60.54%, KL div.: -0.051992] [G loss: 0.605473, KL div.: 0.605230, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5810 [D loss: 0.640800, acc.: 60.72%, KL div.: -0.052375] [G loss: 0.609243, KL div.: 0.609002, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 505us/step
4/4 [==============================] - 0s 2ms/step
5811 [D loss: 0.639477, acc.: 60.98%, KL div.: -0.052529] [G loss: 0.614164, KL div.: 0.613915, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5812 [D loss: 0.637842, acc.: 60.97%, KL div.: -0.051432] [G loss: 0.618624, KL div.: 0.618378, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5813 [D loss: 0.637467, acc.: 61.16%, KL div.: -0.051352] [G loss: 0.621896, KL div.: 0.621660, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5814 [D loss: 0.636277, acc.: 61.37%, KL div.: -0.052299] [G loss: 0.624917, KL div.: 0.624673, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 566us/step
5815 [D loss: 0.636629, acc.: 61.56%, KL div.: -0.051865] [G loss: 0.629728, KL div.: 0.629481, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5816 [D loss: 0.635227, acc.: 61.73%, KL div.: -0.052932] [G loss: 0.633207, KL div.: 0.632957, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5817 [D loss: 0.631929, acc.: 61.59%, KL div.: -0.052446] [G loss: 0.638629, KL div.: 0.638363, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5818 [D loss: 0.632366, acc.: 61.60%, KL div.: -0.052017] [G loss: 0.638833, KL div.: 0.638566, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5819 [D loss: 0.633266, acc.: 61.83%, KL div.: -0.051520] [G loss: 0.639643, KL div.: 0.639373, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 469us/step
4/4 [==============================] - 0s 2ms/step
5820 [D loss: 0.631752, acc.: 61.57%, KL div.: -0.050816] [G loss: 0.641852, KL div.: 0.641568, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5821 [D loss: 0.634428, acc.: 61.79%, KL div.: -0.049791] [G loss: 0.637540, KL div.: 0.637259, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5822 [D loss: 0.635005, acc.: 61.80%, KL div.: -0.049750] [G loss: 0.635103, KL div.: 0.634826, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5823 [D loss: 0.637667, acc.: 61.85%, KL div.: -0.048954] [G loss: 0.632022, KL div.: 0.631739, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5824 [D loss: 0.637571, acc.: 61.75%, KL div.: -0.050290] [G loss: 0.627225, KL div.: 0.626946, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 884us/step
4/4 [==============================] - 0s 2ms/step
5825 [D loss: 0.637545, acc.: 61.56%, KL div.: -0.049943] [G loss: 0.626314, KL div.: 0.626042, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5826 [D loss: 0.637753, acc.: 61.44%, KL div.: -0.050379] [G loss: 0.621047, KL div.: 0.620779, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5827 [D loss: 0.642079, acc.: 61.65%, KL div.: -0.049847] [G loss: 0.615649, KL div.: 0.615387, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 827us/step
4/4 [==============================] - 0s 2ms/step
5828 [D loss: 0.638659, acc.: 61.17%, KL div.: -0.051604] [G loss: 0.613887, KL div.: 0.613644, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5829 [D loss: 0.638948, acc.: 61.12%, KL div.: -0.051612] [G loss: 0.612738, KL div.: 0.612491, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5830 [D loss: 0.641300, acc.: 61.41%, KL div.: -0.050449] [G loss: 0.611125, KL div.: 0.610878, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5831 [D loss: 0.637938, acc.: 60.80%, KL div.: -0.051912] [G loss: 0.609237, KL div.: 0.609006, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5832 [D loss: 0.639893, acc.: 61.11%, KL div.: -0.050561] [G loss: 0.610114, KL div.: 0.609889, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5833 [D loss: 0.637600, acc.: 60.89%, KL div.: -0.051091] [G loss: 0.609293, KL div.: 0.609076, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5834 [D loss: 0.634108, acc.: 60.50%, KL div.: -0.052595] [G loss: 0.610919, KL div.: 0.610711, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5835 [D loss: 0.632802, acc.: 60.46%, KL div.: -0.053756] [G loss: 0.611620, KL div.: 0.611415, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5836 [D loss: 0.632144, acc.: 60.36%, KL div.: -0.053414] [G loss: 0.611499, KL div.: 0.611290, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5837 [D loss: 0.630548, acc.: 60.12%, KL div.: -0.053179] [G loss: 0.611611, KL div.: 0.611410, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
5838 [D loss: 0.629478, acc.: 60.16%, KL div.: -0.053259] [G loss: 0.614814, KL div.: 0.614618, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5839 [D loss: 0.627985, acc.: 59.91%, KL div.: -0.052973] [G loss: 0.615147, KL div.: 0.614948, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 437us/step
4/4 [==============================] - 0s 4ms/step
5840 [D loss: 0.627529, acc.: 59.74%, KL div.: -0.053109] [G loss: 0.614068, KL div.: 0.613857, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5841 [D loss: 0.625561, acc.: 59.49%, KL div.: -0.053017] [G loss: 0.614654, KL div.: 0.614440, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5842 [D loss: 0.624933, acc.: 59.21%, KL div.: -0.053392] [G loss: 0.612835, KL div.: 0.612617, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 713us/step
5843 [D loss: 0.626048, acc.: 59.06%, KL div.: -0.052500] [G loss: 0.610741, KL div.: 0.610520, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 804us/step
5844 [D loss: 0.627135, acc.: 59.16%, KL div.: -0.053201] [G loss: 0.609666, KL div.: 0.609439, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5845 [D loss: 0.630169, acc.: 59.26%, KL div.: -0.053881] [G loss: 0.605994, KL div.: 0.605749, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5846 [D loss: 0.630155, acc.: 58.91%, KL div.: -0.051854] [G loss: 0.604547, KL div.: 0.604298, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5847 [D loss: 0.630265, acc.: 58.74%, KL div.: -0.052504] [G loss: 0.601231, KL div.: 0.600974, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5848 [D loss: 0.633081, acc.: 58.73%, KL div.: -0.051329] [G loss: 0.598798, KL div.: 0.598540, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5849 [D loss: 0.634734, acc.: 58.40%, KL div.: -0.051145] [G loss: 0.594722, KL div.: 0.594453, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5850 [D loss: 0.638099, acc.: 59.19%, KL div.: -0.053316] [G loss: 0.595742, KL div.: 0.595466, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5851 [D loss: 0.635684, acc.: 58.98%, KL div.: -0.052353] [G loss: 0.598349, KL div.: 0.598080, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
5852 [D loss: 0.638623, acc.: 59.29%, KL div.: -0.052737] [G loss: 0.597982, KL div.: 0.597711, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 863us/step
5853 [D loss: 0.639690, acc.: 59.54%, KL div.: -0.052939] [G loss: 0.597056, KL div.: 0.596777, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5854 [D loss: 0.641099, acc.: 59.78%, KL div.: -0.053675] [G loss: 0.598861, KL div.: 0.598590, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 534us/step
5855 [D loss: 0.640505, acc.: 60.03%, KL div.: -0.053748] [G loss: 0.602204, KL div.: 0.601937, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5856 [D loss: 0.638169, acc.: 59.95%, KL div.: -0.053115] [G loss: 0.606885, KL div.: 0.606615, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5857 [D loss: 0.638710, acc.: 60.28%, KL div.: -0.053168] [G loss: 0.608146, KL div.: 0.607877, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5858 [D loss: 0.637650, acc.: 60.61%, KL div.: -0.054608] [G loss: 0.613550, KL div.: 0.613278, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5859 [D loss: 0.636433, acc.: 60.73%, KL div.: -0.054290] [G loss: 0.617888, KL div.: 0.617619, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5860 [D loss: 0.635357, acc.: 60.85%, KL div.: -0.053782] [G loss: 0.621227, KL div.: 0.620965, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5861 [D loss: 0.633694, acc.: 60.94%, KL div.: -0.052713] [G loss: 0.624469, KL div.: 0.624203, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5862 [D loss: 0.634145, acc.: 61.14%, KL div.: -0.052806] [G loss: 0.626845, KL div.: 0.626581, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5863 [D loss: 0.633888, acc.: 61.17%, KL div.: -0.052075] [G loss: 0.629215, KL div.: 0.628939, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 824us/step
5864 [D loss: 0.632716, acc.: 61.23%, KL div.: -0.052521] [G loss: 0.633783, KL div.: 0.633498, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5865 [D loss: 0.633611, acc.: 61.23%, KL div.: -0.051020] [G loss: 0.632310, KL div.: 0.632019, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5866 [D loss: 0.632285, acc.: 61.14%, KL div.: -0.051624] [G loss: 0.632363, KL div.: 0.632069, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5867 [D loss: 0.632938, acc.: 61.29%, KL div.: -0.050052] [G loss: 0.635424, KL div.: 0.635124, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5868 [D loss: 0.635032, acc.: 61.35%, KL div.: -0.049516] [G loss: 0.633181, KL div.: 0.632877, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5869 [D loss: 0.636688, acc.: 61.44%, KL div.: -0.048641] [G loss: 0.630449, KL div.: 0.630148, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5870 [D loss: 0.633517, acc.: 60.81%, KL div.: -0.049771] [G loss: 0.629024, KL div.: 0.628722, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5871 [D loss: 0.636285, acc.: 61.02%, KL div.: -0.049458] [G loss: 0.623115, KL div.: 0.622814, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5872 [D loss: 0.639482, acc.: 61.35%, KL div.: -0.048107] [G loss: 0.620871, KL div.: 0.620569, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5873 [D loss: 0.643887, acc.: 61.54%, KL div.: -0.047961] [G loss: 0.613631, KL div.: 0.613344, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5874 [D loss: 0.641218, acc.: 61.04%, KL div.: -0.048607] [G loss: 0.613134, KL div.: 0.612849, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 839us/step
5875 [D loss: 0.643919, acc.: 61.43%, KL div.: -0.047916] [G loss: 0.610007, KL div.: 0.609744, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5876 [D loss: 0.642436, acc.: 61.10%, KL div.: -0.049424] [G loss: 0.606739, KL div.: 0.606481, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5877 [D loss: 0.641382, acc.: 60.94%, KL div.: -0.049805] [G loss: 0.606064, KL div.: 0.605820, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 516us/step
5878 [D loss: 0.640376, acc.: 60.73%, KL div.: -0.050953] [G loss: 0.604856, KL div.: 0.604618, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5879 [D loss: 0.639986, acc.: 60.85%, KL div.: -0.051794] [G loss: 0.605128, KL div.: 0.604898, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5880 [D loss: 0.637145, acc.: 60.59%, KL div.: -0.051503] [G loss: 0.605556, KL div.: 0.605335, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5881 [D loss: 0.634757, acc.: 60.45%, KL div.: -0.052833] [G loss: 0.609078, KL div.: 0.608867, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5882 [D loss: 0.634077, acc.: 60.30%, KL div.: -0.051711] [G loss: 0.610502, KL div.: 0.610290, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
5883 [D loss: 0.631548, acc.: 60.15%, KL div.: -0.052378] [G loss: 0.612452, KL div.: 0.612242, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5884 [D loss: 0.629478, acc.: 59.93%, KL div.: -0.052073] [G loss: 0.613162, KL div.: 0.612946, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 520us/step
5885 [D loss: 0.627998, acc.: 59.75%, KL div.: -0.052065] [G loss: 0.615824, KL div.: 0.615606, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 802us/step
4/4 [==============================] - 0s 5ms/step
5886 [D loss: 0.625929, acc.: 59.58%, KL div.: -0.051824] [G loss: 0.616337, KL div.: 0.616123, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5887 [D loss: 0.624571, acc.: 59.26%, KL div.: -0.052059] [G loss: 0.618449, KL div.: 0.618219, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5888 [D loss: 0.624224, acc.: 58.93%, KL div.: -0.052196] [G loss: 0.617029, KL div.: 0.616785, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5889 [D loss: 0.624701, acc.: 58.71%, KL div.: -0.051885] [G loss: 0.613574, KL div.: 0.613326, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5890 [D loss: 0.625276, acc.: 58.63%, KL div.: -0.050773] [G loss: 0.612893, KL div.: 0.612632, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5891 [D loss: 0.627613, acc.: 58.56%, KL div.: -0.050899] [G loss: 0.607886, KL div.: 0.607607, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
5892 [D loss: 0.630062, acc.: 58.51%, KL div.: -0.050547] [G loss: 0.604041, KL div.: 0.603758, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5893 [D loss: 0.633920, acc.: 58.09%, KL div.: -0.050733] [G loss: 0.595646, KL div.: 0.595352, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5894 [D loss: 0.636842, acc.: 58.71%, KL div.: -0.050411] [G loss: 0.596304, KL div.: 0.596014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 559us/step
4/4 [==============================] - 0s 2ms/step
5895 [D loss: 0.638838, acc.: 58.95%, KL div.: -0.051860] [G loss: 0.594103, KL div.: 0.593805, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5896 [D loss: 0.640628, acc.: 58.86%, KL div.: -0.051315] [G loss: 0.592588, KL div.: 0.592291, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5897 [D loss: 0.642708, acc.: 59.40%, KL div.: -0.051672] [G loss: 0.595141, KL div.: 0.594858, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5898 [D loss: 0.644422, acc.: 59.46%, KL div.: -0.051457] [G loss: 0.593797, KL div.: 0.593511, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5899 [D loss: 0.645011, acc.: 59.97%, KL div.: -0.052068] [G loss: 0.595287, KL div.: 0.594998, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 73ms/step
4/4 [==============================] - 0s 25ms/step
5900 [D loss: 0.644346, acc.: 60.24%, KL div.: -0.052479] [G loss: 0.600200, KL div.: 0.599923, FID: 43.614556]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
5901 [D loss: 0.644678, acc.: 60.49%, KL div.: -0.052730] [G loss: 0.602649, KL div.: 0.602372, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5902 [D loss: 0.642084, acc.: 60.59%, KL div.: -0.051888] [G loss: 0.608090, KL div.: 0.607820, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5903 [D loss: 0.640410, acc.: 60.74%, KL div.: -0.052286] [G loss: 0.612794, KL div.: 0.612526, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5904 [D loss: 0.638632, acc.: 60.93%, KL div.: -0.051519] [G loss: 0.618865, KL div.: 0.618596, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5905 [D loss: 0.637709, acc.: 61.09%, KL div.: -0.051330] [G loss: 0.622765, KL div.: 0.622492, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5906 [D loss: 0.636363, acc.: 61.25%, KL div.: -0.051847] [G loss: 0.628016, KL div.: 0.627746, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5907 [D loss: 0.633846, acc.: 61.26%, KL div.: -0.051891] [G loss: 0.632518, KL div.: 0.632236, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5908 [D loss: 0.632283, acc.: 61.17%, KL div.: -0.050690] [G loss: 0.637119, KL div.: 0.636836, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5909 [D loss: 0.633666, acc.: 61.57%, KL div.: -0.049467] [G loss: 0.639609, KL div.: 0.639319, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5910 [D loss: 0.631652, acc.: 61.35%, KL div.: -0.049416] [G loss: 0.639143, KL div.: 0.638850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5911 [D loss: 0.631167, acc.: 61.26%, KL div.: -0.049791] [G loss: 0.638113, KL div.: 0.637816, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
5912 [D loss: 0.633754, acc.: 61.21%, KL div.: -0.047835] [G loss: 0.636487, KL div.: 0.636190, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
5913 [D loss: 0.633104, acc.: 61.02%, KL div.: -0.048494] [G loss: 0.633814, KL div.: 0.633519, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5914 [D loss: 0.632429, acc.: 60.94%, KL div.: -0.048186] [G loss: 0.633506, KL div.: 0.633208, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5915 [D loss: 0.637981, acc.: 61.24%, KL div.: -0.046445] [G loss: 0.624700, KL div.: 0.624409, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5916 [D loss: 0.638355, acc.: 60.97%, KL div.: -0.046752] [G loss: 0.621602, KL div.: 0.621316, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5917 [D loss: 0.639801, acc.: 61.02%, KL div.: -0.046383] [G loss: 0.617306, KL div.: 0.617017, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5918 [D loss: 0.640016, acc.: 60.81%, KL div.: -0.047964] [G loss: 0.612227, KL div.: 0.611946, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5919 [D loss: 0.643135, acc.: 61.01%, KL div.: -0.046052] [G loss: 0.610594, KL div.: 0.610325, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
5920 [D loss: 0.642339, acc.: 60.64%, KL div.: -0.047467] [G loss: 0.606358, KL div.: 0.606093, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
5921 [D loss: 0.642833, acc.: 60.86%, KL div.: -0.047411] [G loss: 0.605539, KL div.: 0.605284, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5922 [D loss: 0.643982, acc.: 60.84%, KL div.: -0.047312] [G loss: 0.603858, KL div.: 0.603613, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5923 [D loss: 0.643473, acc.: 60.88%, KL div.: -0.047643] [G loss: 0.603522, KL div.: 0.603287, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5924 [D loss: 0.641922, acc.: 60.84%, KL div.: -0.048100] [G loss: 0.606209, KL div.: 0.605973, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5925 [D loss: 0.637257, acc.: 60.36%, KL div.: -0.049922] [G loss: 0.607039, KL div.: 0.606818, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5926 [D loss: 0.636298, acc.: 60.41%, KL div.: -0.050615] [G loss: 0.607846, KL div.: 0.607631, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5927 [D loss: 0.635520, acc.: 60.41%, KL div.: -0.050348] [G loss: 0.610703, KL div.: 0.610492, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5928 [D loss: 0.632040, acc.: 60.04%, KL div.: -0.050743] [G loss: 0.612472, KL div.: 0.612264, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 494us/step
4/4 [==============================] - 0s 3ms/step
5929 [D loss: 0.630487, acc.: 59.98%, KL div.: -0.051423] [G loss: 0.613023, KL div.: 0.612813, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
5930 [D loss: 0.629925, acc.: 59.88%, KL div.: -0.051280] [G loss: 0.613908, KL div.: 0.613699, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5931 [D loss: 0.628086, acc.: 59.59%, KL div.: -0.050521] [G loss: 0.616659, KL div.: 0.616437, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5932 [D loss: 0.627439, acc.: 59.50%, KL div.: -0.051352] [G loss: 0.615264, KL div.: 0.615037, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
5933 [D loss: 0.625205, acc.: 58.99%, KL div.: -0.050663] [G loss: 0.615629, KL div.: 0.615386, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5934 [D loss: 0.625767, acc.: 58.94%, KL div.: -0.051874] [G loss: 0.614090, KL div.: 0.613843, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5935 [D loss: 0.626845, acc.: 58.71%, KL div.: -0.049999] [G loss: 0.611411, KL div.: 0.611147, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5936 [D loss: 0.630336, acc.: 59.16%, KL div.: -0.051690] [G loss: 0.607574, KL div.: 0.607303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 978us/step
5937 [D loss: 0.630526, acc.: 58.94%, KL div.: -0.050725] [G loss: 0.607137, KL div.: 0.606867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5938 [D loss: 0.633236, acc.: 58.79%, KL div.: -0.050215] [G loss: 0.603399, KL div.: 0.603119, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 223us/step
5939 [D loss: 0.635595, acc.: 58.98%, KL div.: -0.050479] [G loss: 0.603127, KL div.: 0.602843, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5940 [D loss: 0.638579, acc.: 59.51%, KL div.: -0.050817] [G loss: 0.599623, KL div.: 0.599331, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5941 [D loss: 0.638165, acc.: 59.26%, KL div.: -0.050582] [G loss: 0.601782, KL div.: 0.601483, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5942 [D loss: 0.640727, acc.: 60.14%, KL div.: -0.052405] [G loss: 0.603747, KL div.: 0.603463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5943 [D loss: 0.639444, acc.: 59.79%, KL div.: -0.051130] [G loss: 0.605257, KL div.: 0.604972, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5944 [D loss: 0.641065, acc.: 60.57%, KL div.: -0.053076] [G loss: 0.606863, KL div.: 0.606583, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5945 [D loss: 0.639786, acc.: 60.80%, KL div.: -0.052493] [G loss: 0.612149, KL div.: 0.611874, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5946 [D loss: 0.639028, acc.: 60.93%, KL div.: -0.052360] [G loss: 0.614823, KL div.: 0.614542, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5947 [D loss: 0.637778, acc.: 61.35%, KL div.: -0.052956] [G loss: 0.621410, KL div.: 0.621129, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 509us/step
5948 [D loss: 0.638613, acc.: 61.43%, KL div.: -0.053227] [G loss: 0.622904, KL div.: 0.622623, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
5949 [D loss: 0.637135, acc.: 61.56%, KL div.: -0.052614] [G loss: 0.626552, KL div.: 0.626272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5950 [D loss: 0.637599, acc.: 61.92%, KL div.: -0.052017] [G loss: 0.632723, KL div.: 0.632438, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
5951 [D loss: 0.636107, acc.: 61.81%, KL div.: -0.051833] [G loss: 0.634719, KL div.: 0.634430, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5952 [D loss: 0.634289, acc.: 61.93%, KL div.: -0.052589] [G loss: 0.639737, KL div.: 0.639440, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5953 [D loss: 0.631891, acc.: 61.98%, KL div.: -0.053570] [G loss: 0.641588, KL div.: 0.641285, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
5954 [D loss: 0.631949, acc.: 61.92%, KL div.: -0.052271] [G loss: 0.644809, KL div.: 0.644493, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5955 [D loss: 0.632859, acc.: 62.04%, KL div.: -0.051690] [G loss: 0.644287, KL div.: 0.643971, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5956 [D loss: 0.632777, acc.: 61.92%, KL div.: -0.051186] [G loss: 0.644619, KL div.: 0.644300, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5957 [D loss: 0.633210, acc.: 62.03%, KL div.: -0.051096] [G loss: 0.643758, KL div.: 0.643436, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 465us/step
4/4 [==============================] - 0s 5ms/step
5958 [D loss: 0.633810, acc.: 61.90%, KL div.: -0.050764] [G loss: 0.640211, KL div.: 0.639881, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5959 [D loss: 0.635968, acc.: 61.94%, KL div.: -0.049853] [G loss: 0.637363, KL div.: 0.637043, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5960 [D loss: 0.636183, acc.: 61.84%, KL div.: -0.050420] [G loss: 0.634963, KL div.: 0.634640, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 817us/step
5961 [D loss: 0.637707, acc.: 61.77%, KL div.: -0.051040] [G loss: 0.625971, KL div.: 0.625657, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 485us/step
4/4 [==============================] - 0s 2ms/step
5962 [D loss: 0.638775, acc.: 61.55%, KL div.: -0.050502] [G loss: 0.622258, KL div.: 0.621951, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
5963 [D loss: 0.642894, acc.: 62.01%, KL div.: -0.049237] [G loss: 0.618231, KL div.: 0.617934, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5964 [D loss: 0.642841, acc.: 61.65%, KL div.: -0.050173] [G loss: 0.614549, KL div.: 0.614266, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
5965 [D loss: 0.643263, acc.: 61.52%, KL div.: -0.050384] [G loss: 0.609159, KL div.: 0.608894, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
5966 [D loss: 0.641224, acc.: 61.10%, KL div.: -0.050699] [G loss: 0.609102, KL div.: 0.608847, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5967 [D loss: 0.640566, acc.: 61.14%, KL div.: -0.051766] [G loss: 0.608278, KL div.: 0.608035, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
5968 [D loss: 0.637255, acc.: 60.71%, KL div.: -0.052854] [G loss: 0.609148, KL div.: 0.608912, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
5969 [D loss: 0.636630, acc.: 60.76%, KL div.: -0.052716] [G loss: 0.609500, KL div.: 0.609274, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5970 [D loss: 0.633101, acc.: 60.33%, KL div.: -0.054840] [G loss: 0.609091, KL div.: 0.608875, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5971 [D loss: 0.633967, acc.: 60.49%, KL div.: -0.052572] [G loss: 0.611819, KL div.: 0.611609, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
5972 [D loss: 0.630833, acc.: 60.14%, KL div.: -0.054413] [G loss: 0.611169, KL div.: 0.610966, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
5973 [D loss: 0.630547, acc.: 60.11%, KL div.: -0.053503] [G loss: 0.612147, KL div.: 0.611941, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5974 [D loss: 0.627480, acc.: 59.84%, KL div.: -0.054512] [G loss: 0.612361, KL div.: 0.612161, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5975 [D loss: 0.627762, acc.: 59.71%, KL div.: -0.054067] [G loss: 0.612297, KL div.: 0.612103, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5976 [D loss: 0.625663, acc.: 59.26%, KL div.: -0.052453] [G loss: 0.612664, KL div.: 0.612459, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
5977 [D loss: 0.624819, acc.: 59.12%, KL div.: -0.054969] [G loss: 0.610050, KL div.: 0.609849, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
5978 [D loss: 0.623991, acc.: 58.90%, KL div.: -0.054317] [G loss: 0.609977, KL div.: 0.609771, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 370us/step
4/4 [==============================] - 0s 2ms/step
5979 [D loss: 0.626630, acc.: 59.11%, KL div.: -0.054578] [G loss: 0.607543, KL div.: 0.607330, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 486us/step
4/4 [==============================] - 0s 691us/step
5980 [D loss: 0.626522, acc.: 58.60%, KL div.: -0.053715] [G loss: 0.605239, KL div.: 0.605022, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5981 [D loss: 0.628212, acc.: 58.89%, KL div.: -0.055624] [G loss: 0.601203, KL div.: 0.600972, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5982 [D loss: 0.628104, acc.: 58.50%, KL div.: -0.054167] [G loss: 0.599234, KL div.: 0.598996, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 267us/step
5983 [D loss: 0.628073, acc.: 58.23%, KL div.: -0.053951] [G loss: 0.597681, KL div.: 0.597435, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 508us/step
4/4 [==============================] - 0s 2ms/step
5984 [D loss: 0.631566, acc.: 58.82%, KL div.: -0.054438] [G loss: 0.596817, KL div.: 0.596571, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5985 [D loss: 0.633489, acc.: 58.94%, KL div.: -0.054409] [G loss: 0.595564, KL div.: 0.595315, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
5986 [D loss: 0.633294, acc.: 58.99%, KL div.: -0.054786] [G loss: 0.597099, KL div.: 0.596845, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5987 [D loss: 0.635330, acc.: 59.27%, KL div.: -0.055134] [G loss: 0.597844, KL div.: 0.597595, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5988 [D loss: 0.635854, acc.: 59.64%, KL div.: -0.056345] [G loss: 0.599180, KL div.: 0.598929, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5989 [D loss: 0.633795, acc.: 59.42%, KL div.: -0.054780] [G loss: 0.602457, KL div.: 0.602215, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5990 [D loss: 0.634890, acc.: 59.96%, KL div.: -0.054876] [G loss: 0.605891, KL div.: 0.605646, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5991 [D loss: 0.634512, acc.: 60.31%, KL div.: -0.056017] [G loss: 0.607120, KL div.: 0.606867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
5992 [D loss: 0.635060, acc.: 60.67%, KL div.: -0.054687] [G loss: 0.613953, KL div.: 0.613712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5993 [D loss: 0.634211, acc.: 60.72%, KL div.: -0.055113] [G loss: 0.614332, KL div.: 0.614084, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
5994 [D loss: 0.633190, acc.: 60.97%, KL div.: -0.055113] [G loss: 0.618942, KL div.: 0.618703, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
5995 [D loss: 0.632791, acc.: 61.17%, KL div.: -0.056433] [G loss: 0.622394, KL div.: 0.622148, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
5996 [D loss: 0.632978, acc.: 61.30%, KL div.: -0.056214] [G loss: 0.625556, KL div.: 0.625307, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5997 [D loss: 0.631543, acc.: 61.38%, KL div.: -0.055172] [G loss: 0.631148, KL div.: 0.630892, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5998 [D loss: 0.631446, acc.: 61.44%, KL div.: -0.055341] [G loss: 0.630439, KL div.: 0.630181, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
5999 [D loss: 0.631645, acc.: 61.59%, KL div.: -0.054616] [G loss: 0.634625, KL div.: 0.634355, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 544us/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 65ms/step
4/4 [==============================] - 0s 23ms/step
6000 [D loss: 0.629374, acc.: 61.46%, KL div.: -0.055166] [G loss: 0.638154, KL div.: 0.637879, FID: 40.804505]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 70ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6001 [D loss: 0.630625, acc.: 61.54%, KL div.: -0.054507] [G loss: 0.637794, KL div.: 0.637511, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6002 [D loss: 0.631272, acc.: 61.80%, KL div.: -0.054306] [G loss: 0.640162, KL div.: 0.639868, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6003 [D loss: 0.631042, acc.: 61.75%, KL div.: -0.054721] [G loss: 0.639228, KL div.: 0.638937, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6004 [D loss: 0.631476, acc.: 61.65%, KL div.: -0.054033] [G loss: 0.635842, KL div.: 0.635547, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6005 [D loss: 0.632910, acc.: 61.60%, KL div.: -0.053203] [G loss: 0.635279, KL div.: 0.634989, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 506us/step
6006 [D loss: 0.633681, acc.: 61.82%, KL div.: -0.053820] [G loss: 0.632779, KL div.: 0.632484, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6007 [D loss: 0.634086, acc.: 61.54%, KL div.: -0.053183] [G loss: 0.630445, KL div.: 0.630155, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6008 [D loss: 0.637180, acc.: 62.05%, KL div.: -0.052931] [G loss: 0.629243, KL div.: 0.628952, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6009 [D loss: 0.638009, acc.: 61.92%, KL div.: -0.053379] [G loss: 0.622031, KL div.: 0.621754, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6010 [D loss: 0.637683, acc.: 61.62%, KL div.: -0.052638] [G loss: 0.619505, KL div.: 0.619233, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 234us/step
6011 [D loss: 0.639071, acc.: 61.61%, KL div.: -0.052908] [G loss: 0.617465, KL div.: 0.617206, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6012 [D loss: 0.638181, acc.: 61.28%, KL div.: -0.052860] [G loss: 0.612666, KL div.: 0.612406, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
6013 [D loss: 0.638749, acc.: 61.34%, KL div.: -0.053244] [G loss: 0.611120, KL div.: 0.610871, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
6014 [D loss: 0.635907, acc.: 60.83%, KL div.: -0.055165] [G loss: 0.609656, KL div.: 0.609422, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6015 [D loss: 0.637884, acc.: 61.05%, KL div.: -0.054621] [G loss: 0.607956, KL div.: 0.607731, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6016 [D loss: 0.637534, acc.: 61.09%, KL div.: -0.053848] [G loss: 0.607255, KL div.: 0.607031, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6017 [D loss: 0.636430, acc.: 60.90%, KL div.: -0.054579] [G loss: 0.605760, KL div.: 0.605548, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 470us/step
6018 [D loss: 0.631655, acc.: 60.49%, KL div.: -0.056585] [G loss: 0.608487, KL div.: 0.608283, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6019 [D loss: 0.630759, acc.: 60.40%, KL div.: -0.055767] [G loss: 0.609573, KL div.: 0.609387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6020 [D loss: 0.630452, acc.: 60.35%, KL div.: -0.055464] [G loss: 0.609271, KL div.: 0.609072, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6021 [D loss: 0.628182, acc.: 60.25%, KL div.: -0.055563] [G loss: 0.611933, KL div.: 0.611746, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6022 [D loss: 0.626588, acc.: 60.01%, KL div.: -0.055453] [G loss: 0.612954, KL div.: 0.612765, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
6023 [D loss: 0.625032, acc.: 59.78%, KL div.: -0.056019] [G loss: 0.612703, KL div.: 0.612507, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6024 [D loss: 0.624084, acc.: 59.57%, KL div.: -0.055148] [G loss: 0.613125, KL div.: 0.612928, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6025 [D loss: 0.623552, acc.: 59.43%, KL div.: -0.055705] [G loss: 0.612592, KL div.: 0.612388, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6026 [D loss: 0.623568, acc.: 59.47%, KL div.: -0.056202] [G loss: 0.613372, KL div.: 0.613160, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6027 [D loss: 0.624550, acc.: 59.34%, KL div.: -0.055813] [G loss: 0.611232, KL div.: 0.611018, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6028 [D loss: 0.623252, acc.: 58.76%, KL div.: -0.054995] [G loss: 0.608825, KL div.: 0.608593, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6029 [D loss: 0.623443, acc.: 58.57%, KL div.: -0.053489] [G loss: 0.608197, KL div.: 0.607964, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 974us/step
4/4 [==============================] - 0s 4ms/step
6030 [D loss: 0.628413, acc.: 58.86%, KL div.: -0.054677] [G loss: 0.602366, KL div.: 0.602124, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6031 [D loss: 0.628947, acc.: 58.54%, KL div.: -0.052807] [G loss: 0.600806, KL div.: 0.600556, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6032 [D loss: 0.632351, acc.: 59.04%, KL div.: -0.054517] [G loss: 0.598910, KL div.: 0.598658, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6033 [D loss: 0.632022, acc.: 58.51%, KL div.: -0.053533] [G loss: 0.596115, KL div.: 0.595856, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 933us/step
6034 [D loss: 0.637519, acc.: 59.25%, KL div.: -0.054599] [G loss: 0.592444, KL div.: 0.592187, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6035 [D loss: 0.636759, acc.: 59.17%, KL div.: -0.054441] [G loss: 0.593874, KL div.: 0.593618, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6036 [D loss: 0.638262, acc.: 59.03%, KL div.: -0.054494] [G loss: 0.593500, KL div.: 0.593237, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6037 [D loss: 0.638938, acc.: 59.53%, KL div.: -0.054490] [G loss: 0.596320, KL div.: 0.596065, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6038 [D loss: 0.641772, acc.: 60.02%, KL div.: -0.055305] [G loss: 0.595803, KL div.: 0.595547, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6039 [D loss: 0.639184, acc.: 60.19%, KL div.: -0.055652] [G loss: 0.600884, KL div.: 0.600636, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 193us/step
6040 [D loss: 0.639889, acc.: 60.62%, KL div.: -0.056559] [G loss: 0.604089, KL div.: 0.603839, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6041 [D loss: 0.639172, acc.: 60.63%, KL div.: -0.055436] [G loss: 0.608364, KL div.: 0.608122, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6042 [D loss: 0.637504, acc.: 60.81%, KL div.: -0.056396] [G loss: 0.612559, KL div.: 0.612318, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6043 [D loss: 0.634263, acc.: 61.00%, KL div.: -0.056067] [G loss: 0.617846, KL div.: 0.617601, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6044 [D loss: 0.633245, acc.: 61.06%, KL div.: -0.055550] [G loss: 0.623563, KL div.: 0.623316, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
6045 [D loss: 0.631104, acc.: 61.17%, KL div.: -0.055814] [G loss: 0.627162, KL div.: 0.626911, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6046 [D loss: 0.630486, acc.: 61.09%, KL div.: -0.054848] [G loss: 0.630324, KL div.: 0.630070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 679us/step
6047 [D loss: 0.628347, acc.: 61.14%, KL div.: -0.054942] [G loss: 0.634809, KL div.: 0.634548, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6048 [D loss: 0.628061, acc.: 61.20%, KL div.: -0.054467] [G loss: 0.638838, KL div.: 0.638568, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
6049 [D loss: 0.629238, acc.: 61.40%, KL div.: -0.052978] [G loss: 0.640507, KL div.: 0.640227, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6050 [D loss: 0.629425, acc.: 61.55%, KL div.: -0.052094] [G loss: 0.641598, KL div.: 0.641314, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6051 [D loss: 0.628172, acc.: 61.36%, KL div.: -0.052265] [G loss: 0.640897, KL div.: 0.640608, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6052 [D loss: 0.630662, acc.: 61.30%, KL div.: -0.051154] [G loss: 0.640014, KL div.: 0.639724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6053 [D loss: 0.634742, acc.: 61.76%, KL div.: -0.049348] [G loss: 0.634774, KL div.: 0.634478, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6054 [D loss: 0.632382, acc.: 61.10%, KL div.: -0.051513] [G loss: 0.629914, KL div.: 0.629624, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6055 [D loss: 0.632871, acc.: 61.08%, KL div.: -0.050987] [G loss: 0.628354, KL div.: 0.628074, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6056 [D loss: 0.636837, acc.: 61.18%, KL div.: -0.049715] [G loss: 0.621883, KL div.: 0.621597, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6057 [D loss: 0.640229, acc.: 61.36%, KL div.: -0.048824] [G loss: 0.614929, KL div.: 0.614645, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6058 [D loss: 0.641754, acc.: 61.30%, KL div.: -0.049112] [G loss: 0.612106, KL div.: 0.611833, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6059 [D loss: 0.644773, acc.: 61.58%, KL div.: -0.048065] [G loss: 0.608401, KL div.: 0.608145, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6060 [D loss: 0.643738, acc.: 61.28%, KL div.: -0.049745] [G loss: 0.605710, KL div.: 0.605459, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6061 [D loss: 0.641008, acc.: 60.86%, KL div.: -0.050864] [G loss: 0.604070, KL div.: 0.603834, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6062 [D loss: 0.642445, acc.: 61.07%, KL div.: -0.050570] [G loss: 0.603674, KL div.: 0.603445, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6063 [D loss: 0.640483, acc.: 60.91%, KL div.: -0.051096] [G loss: 0.603606, KL div.: 0.603380, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6064 [D loss: 0.637114, acc.: 60.55%, KL div.: -0.051457] [G loss: 0.607140, KL div.: 0.606928, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6065 [D loss: 0.636791, acc.: 60.69%, KL div.: -0.050854] [G loss: 0.608057, KL div.: 0.607848, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6066 [D loss: 0.632324, acc.: 60.36%, KL div.: -0.053197] [G loss: 0.609810, KL div.: 0.609607, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6067 [D loss: 0.631291, acc.: 60.24%, KL div.: -0.053054] [G loss: 0.612016, KL div.: 0.611814, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 911us/step
6068 [D loss: 0.630153, acc.: 60.13%, KL div.: -0.052298] [G loss: 0.614363, KL div.: 0.614159, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6069 [D loss: 0.627506, acc.: 59.99%, KL div.: -0.054000] [G loss: 0.614817, KL div.: 0.614615, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
6070 [D loss: 0.628864, acc.: 59.97%, KL div.: -0.052950] [G loss: 0.614851, KL div.: 0.614641, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6071 [D loss: 0.626177, acc.: 59.58%, KL div.: -0.053341] [G loss: 0.616497, KL div.: 0.616283, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6072 [D loss: 0.626015, acc.: 59.47%, KL div.: -0.053708] [G loss: 0.613731, KL div.: 0.613513, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6073 [D loss: 0.626120, acc.: 59.38%, KL div.: -0.053311] [G loss: 0.613749, KL div.: 0.613522, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6074 [D loss: 0.626332, acc.: 58.96%, KL div.: -0.052580] [G loss: 0.610697, KL div.: 0.610448, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6075 [D loss: 0.628639, acc.: 58.86%, KL div.: -0.052017] [G loss: 0.606682, KL div.: 0.606429, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6076 [D loss: 0.629742, acc.: 58.80%, KL div.: -0.052304] [G loss: 0.603817, KL div.: 0.603555, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6077 [D loss: 0.631681, acc.: 58.91%, KL div.: -0.053404] [G loss: 0.602286, KL div.: 0.602015, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6078 [D loss: 0.632930, acc.: 58.66%, KL div.: -0.052738] [G loss: 0.597905, KL div.: 0.597627, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6079 [D loss: 0.631192, acc.: 58.04%, KL div.: -0.051444] [G loss: 0.596680, KL div.: 0.596395, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6080 [D loss: 0.637179, acc.: 58.92%, KL div.: -0.052657] [G loss: 0.595062, KL div.: 0.594784, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6081 [D loss: 0.637980, acc.: 59.01%, KL div.: -0.053079] [G loss: 0.595925, KL div.: 0.595640, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6082 [D loss: 0.639605, acc.: 59.20%, KL div.: -0.053712] [G loss: 0.593777, KL div.: 0.593493, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6083 [D loss: 0.640255, acc.: 59.43%, KL div.: -0.053460] [G loss: 0.599086, KL div.: 0.598802, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6084 [D loss: 0.640114, acc.: 59.86%, KL div.: -0.055157] [G loss: 0.598660, KL div.: 0.598378, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6085 [D loss: 0.641080, acc.: 59.84%, KL div.: -0.053349] [G loss: 0.601036, KL div.: 0.600752, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 375us/step
6086 [D loss: 0.639128, acc.: 59.93%, KL div.: -0.052987] [G loss: 0.605015, KL div.: 0.604733, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6087 [D loss: 0.638680, acc.: 60.48%, KL div.: -0.053608] [G loss: 0.610165, KL div.: 0.609892, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6088 [D loss: 0.638562, acc.: 60.60%, KL div.: -0.052817] [G loss: 0.611356, KL div.: 0.611077, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6089 [D loss: 0.636642, acc.: 60.81%, KL div.: -0.053512] [G loss: 0.616542, KL div.: 0.616274, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6090 [D loss: 0.635795, acc.: 60.81%, KL div.: -0.052606] [G loss: 0.619696, KL div.: 0.619422, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6091 [D loss: 0.635973, acc.: 61.07%, KL div.: -0.052581] [G loss: 0.624170, KL div.: 0.623896, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6092 [D loss: 0.635278, acc.: 61.27%, KL div.: -0.052545] [G loss: 0.627693, KL div.: 0.627412, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6093 [D loss: 0.633351, acc.: 61.19%, KL div.: -0.053007] [G loss: 0.627298, KL div.: 0.627010, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6094 [D loss: 0.634038, acc.: 61.45%, KL div.: -0.052484] [G loss: 0.630517, KL div.: 0.630232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 807us/step
6095 [D loss: 0.633413, acc.: 61.53%, KL div.: -0.052074] [G loss: 0.633427, KL div.: 0.633140, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6096 [D loss: 0.632247, acc.: 61.34%, KL div.: -0.051402] [G loss: 0.634858, KL div.: 0.634567, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6097 [D loss: 0.631157, acc.: 61.38%, KL div.: -0.052157] [G loss: 0.633838, KL div.: 0.633540, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6098 [D loss: 0.630721, acc.: 61.21%, KL div.: -0.052072] [G loss: 0.633384, KL div.: 0.633086, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6099 [D loss: 0.632209, acc.: 61.29%, KL div.: -0.051545] [G loss: 0.631075, KL div.: 0.630784, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 0s 25ms/step
6100 [D loss: 0.634522, acc.: 61.53%, KL div.: -0.050312] [G loss: 0.630874, KL div.: 0.630577, FID: 42.828957]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6101 [D loss: 0.635063, acc.: 61.38%, KL div.: -0.050005] [G loss: 0.626741, KL div.: 0.626451, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 868us/step
6102 [D loss: 0.635791, acc.: 61.55%, KL div.: -0.049819] [G loss: 0.625909, KL div.: 0.625617, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6103 [D loss: 0.637160, acc.: 61.47%, KL div.: -0.050371] [G loss: 0.623845, KL div.: 0.623557, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6104 [D loss: 0.637353, acc.: 61.42%, KL div.: -0.050241] [G loss: 0.620411, KL div.: 0.620136, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6105 [D loss: 0.637645, acc.: 61.31%, KL div.: -0.049745] [G loss: 0.617901, KL div.: 0.617633, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6106 [D loss: 0.638836, acc.: 61.53%, KL div.: -0.050505] [G loss: 0.614291, KL div.: 0.614029, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6107 [D loss: 0.638484, acc.: 61.31%, KL div.: -0.050124] [G loss: 0.612602, KL div.: 0.612348, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
6108 [D loss: 0.637282, acc.: 61.03%, KL div.: -0.051426] [G loss: 0.612169, KL div.: 0.611926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6109 [D loss: 0.636805, acc.: 60.95%, KL div.: -0.051301] [G loss: 0.611680, KL div.: 0.611445, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6110 [D loss: 0.636519, acc.: 60.94%, KL div.: -0.051327] [G loss: 0.610029, KL div.: 0.609804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6111 [D loss: 0.634644, acc.: 60.78%, KL div.: -0.051891] [G loss: 0.611953, KL div.: 0.611731, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
6112 [D loss: 0.633682, acc.: 60.78%, KL div.: -0.052826] [G loss: 0.611835, KL div.: 0.611616, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6113 [D loss: 0.632439, acc.: 60.56%, KL div.: -0.053025] [G loss: 0.612376, KL div.: 0.612168, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6114 [D loss: 0.631372, acc.: 60.50%, KL div.: -0.052309] [G loss: 0.613232, KL div.: 0.613032, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6115 [D loss: 0.631615, acc.: 60.51%, KL div.: -0.051778] [G loss: 0.613622, KL div.: 0.613424, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6116 [D loss: 0.630186, acc.: 60.37%, KL div.: -0.052699] [G loss: 0.614627, KL div.: 0.614432, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 510us/step
4/4 [==============================] - 0s 3ms/step
6117 [D loss: 0.628092, acc.: 60.04%, KL div.: -0.053038] [G loss: 0.616197, KL div.: 0.615988, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6118 [D loss: 0.628025, acc.: 59.93%, KL div.: -0.052258] [G loss: 0.616488, KL div.: 0.616286, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6119 [D loss: 0.628094, acc.: 59.95%, KL div.: -0.052167] [G loss: 0.615960, KL div.: 0.615747, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6120 [D loss: 0.626005, acc.: 59.45%, KL div.: -0.050610] [G loss: 0.618314, KL div.: 0.618097, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
6121 [D loss: 0.626625, acc.: 59.45%, KL div.: -0.051967] [G loss: 0.614138, KL div.: 0.613918, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6122 [D loss: 0.627507, acc.: 59.22%, KL div.: -0.051111] [G loss: 0.611848, KL div.: 0.611615, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6123 [D loss: 0.628121, acc.: 59.00%, KL div.: -0.050777] [G loss: 0.609735, KL div.: 0.609497, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6124 [D loss: 0.630450, acc.: 58.92%, KL div.: -0.050666] [G loss: 0.607103, KL div.: 0.606854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6125 [D loss: 0.632336, acc.: 59.19%, KL div.: -0.052193] [G loss: 0.603719, KL div.: 0.603466, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6126 [D loss: 0.632771, acc.: 58.56%, KL div.: -0.049522] [G loss: 0.599838, KL div.: 0.599573, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
6127 [D loss: 0.636149, acc.: 58.84%, KL div.: -0.050957] [G loss: 0.598243, KL div.: 0.597968, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6128 [D loss: 0.639015, acc.: 58.95%, KL div.: -0.050342] [G loss: 0.595514, KL div.: 0.595237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 373us/step
4/4 [==============================] - 0s 4ms/step
6129 [D loss: 0.637533, acc.: 58.83%, KL div.: -0.050275] [G loss: 0.597255, KL div.: 0.596982, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
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6130 [D loss: 0.640712, acc.: 59.23%, KL div.: -0.050746] [G loss: 0.596940, KL div.: 0.596668, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 821us/step
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6131 [D loss: 0.643504, acc.: 59.69%, KL div.: -0.052278] [G loss: 0.596703, KL div.: 0.596425, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6132 [D loss: 0.642683, acc.: 59.64%, KL div.: -0.051193] [G loss: 0.596803, KL div.: 0.596528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
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6133 [D loss: 0.641582, acc.: 60.09%, KL div.: -0.052471] [G loss: 0.603253, KL div.: 0.602987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 726us/step
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6134 [D loss: 0.641128, acc.: 60.41%, KL div.: -0.053382] [G loss: 0.607933, KL div.: 0.607665, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6135 [D loss: 0.642670, acc.: 60.68%, KL div.: -0.053060] [G loss: 0.609311, KL div.: 0.609049, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6136 [D loss: 0.639112, acc.: 61.01%, KL div.: -0.053458] [G loss: 0.616722, KL div.: 0.616461, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6137 [D loss: 0.637272, acc.: 60.92%, KL div.: -0.053291] [G loss: 0.621498, KL div.: 0.621239, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6138 [D loss: 0.636248, acc.: 61.11%, KL div.: -0.052288] [G loss: 0.624885, KL div.: 0.624624, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
6139 [D loss: 0.634555, acc.: 61.11%, KL div.: -0.051828] [G loss: 0.629476, KL div.: 0.629211, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 729us/step
6140 [D loss: 0.633657, acc.: 61.30%, KL div.: -0.051818] [G loss: 0.633460, KL div.: 0.633186, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 4ms/step
6141 [D loss: 0.632176, acc.: 61.25%, KL div.: -0.052234] [G loss: 0.636519, KL div.: 0.636232, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6142 [D loss: 0.631246, acc.: 61.26%, KL div.: -0.051703] [G loss: 0.638910, KL div.: 0.638619, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6143 [D loss: 0.634141, acc.: 61.68%, KL div.: -0.050243] [G loss: 0.638988, KL div.: 0.638680, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
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6144 [D loss: 0.633611, acc.: 61.63%, KL div.: -0.051123] [G loss: 0.638753, KL div.: 0.638444, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 0s/step
6145 [D loss: 0.633991, acc.: 61.57%, KL div.: -0.050161] [G loss: 0.638323, KL div.: 0.638014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6146 [D loss: 0.637251, acc.: 61.97%, KL div.: -0.048230] [G loss: 0.636664, KL div.: 0.636347, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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6147 [D loss: 0.635641, acc.: 61.38%, KL div.: -0.049761] [G loss: 0.628701, KL div.: 0.628402, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6148 [D loss: 0.638057, acc.: 61.46%, KL div.: -0.048648] [G loss: 0.627759, KL div.: 0.627457, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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6149 [D loss: 0.637866, acc.: 61.25%, KL div.: -0.049535] [G loss: 0.625954, KL div.: 0.625641, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6150 [D loss: 0.641347, acc.: 61.52%, KL div.: -0.047933] [G loss: 0.619041, KL div.: 0.618743, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6151 [D loss: 0.642102, acc.: 61.44%, KL div.: -0.047892] [G loss: 0.618287, KL div.: 0.617995, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6152 [D loss: 0.643340, acc.: 61.44%, KL div.: -0.048225] [G loss: 0.612892, KL div.: 0.612610, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6153 [D loss: 0.643444, acc.: 61.25%, KL div.: -0.048639] [G loss: 0.610609, KL div.: 0.610343, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6154 [D loss: 0.641550, acc.: 60.85%, KL div.: -0.049391] [G loss: 0.609205, KL div.: 0.608945, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6155 [D loss: 0.641678, acc.: 61.00%, KL div.: -0.048715] [G loss: 0.609657, KL div.: 0.609408, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6156 [D loss: 0.639968, acc.: 60.70%, KL div.: -0.049646] [G loss: 0.607926, KL div.: 0.607688, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 541us/step
6157 [D loss: 0.637679, acc.: 60.40%, KL div.: -0.051385] [G loss: 0.607959, KL div.: 0.607732, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6158 [D loss: 0.637990, acc.: 60.59%, KL div.: -0.051361] [G loss: 0.607270, KL div.: 0.607048, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
6159 [D loss: 0.636172, acc.: 60.39%, KL div.: -0.051350] [G loss: 0.607568, KL div.: 0.607356, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6160 [D loss: 0.634919, acc.: 60.29%, KL div.: -0.051089] [G loss: 0.608842, KL div.: 0.608633, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 846us/step
6161 [D loss: 0.633186, acc.: 60.13%, KL div.: -0.052079] [G loss: 0.609267, KL div.: 0.609057, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
6162 [D loss: 0.630525, acc.: 59.92%, KL div.: -0.052757] [G loss: 0.610492, KL div.: 0.610293, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 825us/step
6163 [D loss: 0.630604, acc.: 59.84%, KL div.: -0.051939] [G loss: 0.611287, KL div.: 0.611082, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6164 [D loss: 0.629011, acc.: 59.58%, KL div.: -0.052735] [G loss: 0.611200, KL div.: 0.610996, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6165 [D loss: 0.628469, acc.: 59.59%, KL div.: -0.052291] [G loss: 0.611609, KL div.: 0.611406, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6166 [D loss: 0.626582, acc.: 59.00%, KL div.: -0.052143] [G loss: 0.608886, KL div.: 0.608669, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6167 [D loss: 0.626827, acc.: 59.18%, KL div.: -0.052896] [G loss: 0.609896, KL div.: 0.609677, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6168 [D loss: 0.626021, acc.: 58.87%, KL div.: -0.053151] [G loss: 0.607774, KL div.: 0.607550, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6169 [D loss: 0.628375, acc.: 58.79%, KL div.: -0.053339] [G loss: 0.602424, KL div.: 0.602189, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
6170 [D loss: 0.626763, acc.: 58.36%, KL div.: -0.052361] [G loss: 0.603412, KL div.: 0.603175, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6171 [D loss: 0.628883, acc.: 58.53%, KL div.: -0.052991] [G loss: 0.600052, KL div.: 0.599802, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6172 [D loss: 0.630129, acc.: 58.53%, KL div.: -0.053583] [G loss: 0.597259, KL div.: 0.597006, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6173 [D loss: 0.633514, acc.: 58.57%, KL div.: -0.052555] [G loss: 0.595309, KL div.: 0.595047, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 510us/step
4/4 [==============================] - 0s 2ms/step
6174 [D loss: 0.632952, acc.: 58.51%, KL div.: -0.052532] [G loss: 0.595940, KL div.: 0.595674, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6175 [D loss: 0.635322, acc.: 58.91%, KL div.: -0.053153] [G loss: 0.595203, KL div.: 0.594940, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6176 [D loss: 0.636135, acc.: 59.13%, KL div.: -0.053771] [G loss: 0.596935, KL div.: 0.596669, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6177 [D loss: 0.636263, acc.: 59.44%, KL div.: -0.053797] [G loss: 0.599055, KL div.: 0.598799, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6178 [D loss: 0.637443, acc.: 59.89%, KL div.: -0.053552] [G loss: 0.602897, KL div.: 0.602647, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6179 [D loss: 0.635170, acc.: 59.97%, KL div.: -0.053464] [G loss: 0.607292, KL div.: 0.607038, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6180 [D loss: 0.637093, acc.: 60.41%, KL div.: -0.053837] [G loss: 0.609368, KL div.: 0.609119, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 149us/step
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6181 [D loss: 0.636361, acc.: 60.68%, KL div.: -0.054203] [G loss: 0.611682, KL div.: 0.611436, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6182 [D loss: 0.636192, acc.: 60.94%, KL div.: -0.054507] [G loss: 0.616310, KL div.: 0.616059, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6183 [D loss: 0.636053, acc.: 61.43%, KL div.: -0.054058] [G loss: 0.621945, KL div.: 0.621702, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6184 [D loss: 0.633343, acc.: 61.33%, KL div.: -0.054847] [G loss: 0.625431, KL div.: 0.625181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6185 [D loss: 0.632525, acc.: 61.54%, KL div.: -0.054307] [G loss: 0.629029, KL div.: 0.628776, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6186 [D loss: 0.633035, acc.: 61.83%, KL div.: -0.054549] [G loss: 0.631988, KL div.: 0.631738, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6187 [D loss: 0.630785, acc.: 61.66%, KL div.: -0.054236] [G loss: 0.635321, KL div.: 0.635063, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 873us/step
6188 [D loss: 0.632196, acc.: 61.87%, KL div.: -0.053297] [G loss: 0.636642, KL div.: 0.636377, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
6189 [D loss: 0.630599, acc.: 61.75%, KL div.: -0.053778] [G loss: 0.638731, KL div.: 0.638462, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
6190 [D loss: 0.631376, acc.: 61.90%, KL div.: -0.053642] [G loss: 0.638110, KL div.: 0.637838, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6191 [D loss: 0.632489, acc.: 61.93%, KL div.: -0.052586] [G loss: 0.639003, KL div.: 0.638728, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6192 [D loss: 0.634585, acc.: 62.03%, KL div.: -0.051466] [G loss: 0.636960, KL div.: 0.636690, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6193 [D loss: 0.633934, acc.: 61.81%, KL div.: -0.052499] [G loss: 0.634671, KL div.: 0.634392, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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6194 [D loss: 0.633330, acc.: 61.71%, KL div.: -0.052275] [G loss: 0.634709, KL div.: 0.634422, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6195 [D loss: 0.636976, acc.: 61.96%, KL div.: -0.051593] [G loss: 0.630379, KL div.: 0.630098, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 518us/step
6196 [D loss: 0.637099, acc.: 61.74%, KL div.: -0.051446] [G loss: 0.627709, KL div.: 0.627421, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6197 [D loss: 0.638558, acc.: 61.74%, KL div.: -0.050640] [G loss: 0.623778, KL div.: 0.623493, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6198 [D loss: 0.640145, acc.: 61.61%, KL div.: -0.050136] [G loss: 0.620244, KL div.: 0.619964, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6199 [D loss: 0.638040, acc.: 61.20%, KL div.: -0.051233] [G loss: 0.619018, KL div.: 0.618750, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 52ms/step
4/4 [==============================] - 0s 21ms/step
6200 [D loss: 0.639775, acc.: 61.37%, KL div.: -0.050786] [G loss: 0.616487, KL div.: 0.616221, FID: 33.792179]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 3ms/step
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6201 [D loss: 0.639764, acc.: 61.09%, KL div.: -0.050664] [G loss: 0.613425, KL div.: 0.613169, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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6202 [D loss: 0.640482, acc.: 61.13%, KL div.: -0.050720] [G loss: 0.610823, KL div.: 0.610575, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 184us/step
6203 [D loss: 0.639891, acc.: 60.98%, KL div.: -0.051100] [G loss: 0.608398, KL div.: 0.608156, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6204 [D loss: 0.640208, acc.: 60.86%, KL div.: -0.051308] [G loss: 0.607234, KL div.: 0.606997, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 374us/step
6205 [D loss: 0.637218, acc.: 60.56%, KL div.: -0.053016] [G loss: 0.607635, KL div.: 0.607419, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
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6206 [D loss: 0.637266, acc.: 60.65%, KL div.: -0.052412] [G loss: 0.608018, KL div.: 0.607804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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6207 [D loss: 0.635119, acc.: 60.55%, KL div.: -0.053641] [G loss: 0.608386, KL div.: 0.608177, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6208 [D loss: 0.633460, acc.: 60.25%, KL div.: -0.053773] [G loss: 0.607980, KL div.: 0.607779, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
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6209 [D loss: 0.631868, acc.: 60.10%, KL div.: -0.054146] [G loss: 0.609529, KL div.: 0.609324, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6210 [D loss: 0.632082, acc.: 60.11%, KL div.: -0.052924] [G loss: 0.609561, KL div.: 0.609356, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6211 [D loss: 0.629774, acc.: 59.93%, KL div.: -0.053828] [G loss: 0.610043, KL div.: 0.609847, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6212 [D loss: 0.628996, acc.: 59.86%, KL div.: -0.053306] [G loss: 0.610583, KL div.: 0.610387, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6213 [D loss: 0.627111, acc.: 59.47%, KL div.: -0.053565] [G loss: 0.611305, KL div.: 0.611104, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 626us/step
6214 [D loss: 0.626948, acc.: 59.53%, KL div.: -0.054729] [G loss: 0.610276, KL div.: 0.610072, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6215 [D loss: 0.626608, acc.: 59.42%, KL div.: -0.054372] [G loss: 0.610682, KL div.: 0.610477, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 412us/step
6216 [D loss: 0.626131, acc.: 59.21%, KL div.: -0.053933] [G loss: 0.608470, KL div.: 0.608249, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6217 [D loss: 0.627271, acc.: 58.99%, KL div.: -0.053465] [G loss: 0.606708, KL div.: 0.606489, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
6218 [D loss: 0.626951, acc.: 58.86%, KL div.: -0.053832] [G loss: 0.605389, KL div.: 0.605152, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6219 [D loss: 0.626753, acc.: 58.47%, KL div.: -0.052721] [G loss: 0.603689, KL div.: 0.603453, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6220 [D loss: 0.628353, acc.: 58.55%, KL div.: -0.053226] [G loss: 0.601509, KL div.: 0.601260, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 2ms/step
6221 [D loss: 0.630765, acc.: 58.70%, KL div.: -0.053356] [G loss: 0.599547, KL div.: 0.599297, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 244us/step
6222 [D loss: 0.630535, acc.: 58.56%, KL div.: -0.052742] [G loss: 0.597990, KL div.: 0.597724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 730us/step
6223 [D loss: 0.635686, acc.: 59.42%, KL div.: -0.054168] [G loss: 0.597208, KL div.: 0.596950, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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4/4 [==============================] - 0s 775us/step
6224 [D loss: 0.634614, acc.: 59.28%, KL div.: -0.054152] [G loss: 0.598881, KL div.: 0.598621, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 718us/step
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6225 [D loss: 0.634460, acc.: 59.00%, KL div.: -0.052886] [G loss: 0.599136, KL div.: 0.598870, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6226 [D loss: 0.637199, acc.: 59.88%, KL div.: -0.054971] [G loss: 0.599844, KL div.: 0.599582, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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6227 [D loss: 0.638361, acc.: 60.05%, KL div.: -0.053738] [G loss: 0.603519, KL div.: 0.603256, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6228 [D loss: 0.636149, acc.: 60.28%, KL div.: -0.054161] [G loss: 0.606622, KL div.: 0.606362, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
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6229 [D loss: 0.638326, acc.: 60.54%, KL div.: -0.054044] [G loss: 0.608310, KL div.: 0.608051, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6230 [D loss: 0.636900, acc.: 60.65%, KL div.: -0.054308] [G loss: 0.611205, KL div.: 0.610952, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
6231 [D loss: 0.636324, acc.: 60.96%, KL div.: -0.054993] [G loss: 0.615267, KL div.: 0.615014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6232 [D loss: 0.635160, acc.: 61.16%, KL div.: -0.054231] [G loss: 0.619340, KL div.: 0.619089, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6233 [D loss: 0.634774, acc.: 61.35%, KL div.: -0.054276] [G loss: 0.623653, KL div.: 0.623405, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6234 [D loss: 0.633310, acc.: 61.42%, KL div.: -0.054486] [G loss: 0.626639, KL div.: 0.626382, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
6235 [D loss: 0.633508, acc.: 61.48%, KL div.: -0.053902] [G loss: 0.630823, KL div.: 0.630563, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 133us/step
6236 [D loss: 0.632209, acc.: 61.49%, KL div.: -0.053895] [G loss: 0.633290, KL div.: 0.633020, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6237 [D loss: 0.631551, acc.: 61.49%, KL div.: -0.053425] [G loss: 0.633814, KL div.: 0.633544, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6238 [D loss: 0.631265, acc.: 61.54%, KL div.: -0.053378] [G loss: 0.637355, KL div.: 0.637076, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6239 [D loss: 0.632144, acc.: 61.55%, KL div.: -0.052662] [G loss: 0.635439, KL div.: 0.635159, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 985us/step
6240 [D loss: 0.630432, acc.: 61.52%, KL div.: -0.053215] [G loss: 0.638442, KL div.: 0.638153, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 849us/step
6241 [D loss: 0.631156, acc.: 61.36%, KL div.: -0.053007] [G loss: 0.634082, KL div.: 0.633792, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
6242 [D loss: 0.632282, acc.: 61.66%, KL div.: -0.052016] [G loss: 0.637605, KL div.: 0.637309, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6243 [D loss: 0.634086, acc.: 61.68%, KL div.: -0.051497] [G loss: 0.633528, KL div.: 0.633234, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6244 [D loss: 0.634604, acc.: 61.64%, KL div.: -0.051608] [G loss: 0.630673, KL div.: 0.630384, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6245 [D loss: 0.635620, acc.: 61.42%, KL div.: -0.052066] [G loss: 0.625330, KL div.: 0.625046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6246 [D loss: 0.636586, acc.: 61.62%, KL div.: -0.050875] [G loss: 0.624278, KL div.: 0.623993, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6247 [D loss: 0.633173, acc.: 60.82%, KL div.: -0.052520] [G loss: 0.622445, KL div.: 0.622172, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6248 [D loss: 0.636323, acc.: 61.04%, KL div.: -0.051375] [G loss: 0.617715, KL div.: 0.617442, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 952us/step
6249 [D loss: 0.638155, acc.: 61.12%, KL div.: -0.051738] [G loss: 0.615839, KL div.: 0.615578, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6250 [D loss: 0.639813, acc.: 61.35%, KL div.: -0.051647] [G loss: 0.612393, KL div.: 0.612137, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6251 [D loss: 0.640454, acc.: 61.41%, KL div.: -0.051599] [G loss: 0.609927, KL div.: 0.609691, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6252 [D loss: 0.638608, acc.: 61.26%, KL div.: -0.052005] [G loss: 0.610657, KL div.: 0.610424, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6253 [D loss: 0.638313, acc.: 61.06%, KL div.: -0.052543] [G loss: 0.608986, KL div.: 0.608774, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6254 [D loss: 0.637679, acc.: 61.01%, KL div.: -0.051888] [G loss: 0.610355, KL div.: 0.610137, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6255 [D loss: 0.636278, acc.: 60.91%, KL div.: -0.052697] [G loss: 0.609512, KL div.: 0.609305, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6256 [D loss: 0.634660, acc.: 60.85%, KL div.: -0.052765] [G loss: 0.611383, KL div.: 0.611188, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6257 [D loss: 0.634316, acc.: 60.79%, KL div.: -0.052654] [G loss: 0.612622, KL div.: 0.612428, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6258 [D loss: 0.630657, acc.: 60.44%, KL div.: -0.053364] [G loss: 0.613152, KL div.: 0.612964, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
6259 [D loss: 0.629919, acc.: 60.34%, KL div.: -0.054405] [G loss: 0.614750, KL div.: 0.614559, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6260 [D loss: 0.628866, acc.: 60.29%, KL div.: -0.053862] [G loss: 0.615840, KL div.: 0.615649, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6261 [D loss: 0.627306, acc.: 60.07%, KL div.: -0.053629] [G loss: 0.616085, KL div.: 0.615904, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6262 [D loss: 0.627640, acc.: 60.13%, KL div.: -0.053780] [G loss: 0.615163, KL div.: 0.614973, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6263 [D loss: 0.625495, acc.: 59.78%, KL div.: -0.054243] [G loss: 0.615926, KL div.: 0.615726, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6264 [D loss: 0.625749, acc.: 59.48%, KL div.: -0.054478] [G loss: 0.613402, KL div.: 0.613200, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6265 [D loss: 0.627011, acc.: 59.55%, KL div.: -0.053386] [G loss: 0.611843, KL div.: 0.611637, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6266 [D loss: 0.626467, acc.: 59.39%, KL div.: -0.053732] [G loss: 0.610855, KL div.: 0.610642, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 230us/step
6267 [D loss: 0.627770, acc.: 59.39%, KL div.: -0.053868] [G loss: 0.609589, KL div.: 0.609374, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6268 [D loss: 0.628158, acc.: 59.02%, KL div.: -0.052880] [G loss: 0.607602, KL div.: 0.607374, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 433us/step
6269 [D loss: 0.632137, acc.: 59.58%, KL div.: -0.053929] [G loss: 0.604944, KL div.: 0.604717, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 157us/step
6270 [D loss: 0.631163, acc.: 59.36%, KL div.: -0.053521] [G loss: 0.604215, KL div.: 0.603982, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6271 [D loss: 0.634046, acc.: 59.51%, KL div.: -0.054038] [G loss: 0.603368, KL div.: 0.603132, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 407us/step
6272 [D loss: 0.634784, acc.: 59.61%, KL div.: -0.052723] [G loss: 0.603835, KL div.: 0.603593, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 827us/step
6273 [D loss: 0.634304, acc.: 59.55%, KL div.: -0.052710] [G loss: 0.603052, KL div.: 0.602808, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
6274 [D loss: 0.637261, acc.: 59.86%, KL div.: -0.053513] [G loss: 0.602441, KL div.: 0.602196, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6275 [D loss: 0.639868, acc.: 60.25%, KL div.: -0.053782] [G loss: 0.602466, KL div.: 0.602222, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6276 [D loss: 0.636974, acc.: 59.77%, KL div.: -0.052044] [G loss: 0.605248, KL div.: 0.605008, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6277 [D loss: 0.640096, acc.: 60.47%, KL div.: -0.053799] [G loss: 0.606875, KL div.: 0.606628, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6278 [D loss: 0.638703, acc.: 60.52%, KL div.: -0.054073] [G loss: 0.608821, KL div.: 0.608578, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6279 [D loss: 0.638292, acc.: 60.78%, KL div.: -0.053418] [G loss: 0.611096, KL div.: 0.610854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6280 [D loss: 0.637503, acc.: 61.07%, KL div.: -0.054562] [G loss: 0.615300, KL div.: 0.615055, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6281 [D loss: 0.635849, acc.: 61.03%, KL div.: -0.053871] [G loss: 0.618968, KL div.: 0.618725, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6282 [D loss: 0.635191, acc.: 61.27%, KL div.: -0.054769] [G loss: 0.622486, KL div.: 0.622240, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 595us/step
6283 [D loss: 0.634972, acc.: 61.34%, KL div.: -0.054411] [G loss: 0.625178, KL div.: 0.624926, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6284 [D loss: 0.633608, acc.: 61.50%, KL div.: -0.054599] [G loss: 0.629135, KL div.: 0.628878, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 588us/step
6285 [D loss: 0.632429, acc.: 61.43%, KL div.: -0.053219] [G loss: 0.633220, KL div.: 0.632959, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6286 [D loss: 0.631726, acc.: 61.55%, KL div.: -0.053713] [G loss: 0.634560, KL div.: 0.634298, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 666us/step
6287 [D loss: 0.632226, acc.: 61.52%, KL div.: -0.052727] [G loss: 0.635832, KL div.: 0.635563, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6288 [D loss: 0.631770, acc.: 61.51%, KL div.: -0.052243] [G loss: 0.636273, KL div.: 0.636000, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 368us/step
6289 [D loss: 0.630392, acc.: 61.29%, KL div.: -0.053216] [G loss: 0.636402, KL div.: 0.636125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 848us/step
4/4 [==============================] - 0s 4ms/step
6290 [D loss: 0.631125, acc.: 61.52%, KL div.: -0.052472] [G loss: 0.637837, KL div.: 0.637564, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6291 [D loss: 0.630837, acc.: 61.32%, KL div.: -0.052149] [G loss: 0.637949, KL div.: 0.637664, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6292 [D loss: 0.631120, acc.: 61.38%, KL div.: -0.052601] [G loss: 0.634996, KL div.: 0.634715, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6293 [D loss: 0.632446, acc.: 61.19%, KL div.: -0.051980] [G loss: 0.630451, KL div.: 0.630173, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 230us/step
4/4 [==============================] - 0s 2ms/step
6294 [D loss: 0.631167, acc.: 60.91%, KL div.: -0.052521] [G loss: 0.628866, KL div.: 0.628595, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6295 [D loss: 0.637131, acc.: 61.70%, KL div.: -0.050289] [G loss: 0.624265, KL div.: 0.623994, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6296 [D loss: 0.636764, acc.: 61.19%, KL div.: -0.051581] [G loss: 0.617975, KL div.: 0.617713, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6297 [D loss: 0.636696, acc.: 61.01%, KL div.: -0.051966] [G loss: 0.614595, KL div.: 0.614341, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6298 [D loss: 0.641085, acc.: 61.50%, KL div.: -0.050911] [G loss: 0.614416, KL div.: 0.614166, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6299 [D loss: 0.639039, acc.: 61.01%, KL div.: -0.052764] [G loss: 0.608476, KL div.: 0.608233, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 1s 70ms/step
4/4 [==============================] - 0s 23ms/step
6300 [D loss: 0.638528, acc.: 60.87%, KL div.: -0.051854] [G loss: 0.606855, KL div.: 0.606629, FID: 33.769130]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 794us/step
4/4 [==============================] - 0s 5ms/step
6301 [D loss: 0.640412, acc.: 61.01%, KL div.: -0.052185] [G loss: 0.604217, KL div.: 0.604001, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6302 [D loss: 0.641145, acc.: 61.11%, KL div.: -0.051869] [G loss: 0.602485, KL div.: 0.602286, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6303 [D loss: 0.638696, acc.: 60.88%, KL div.: -0.052031] [G loss: 0.604090, KL div.: 0.603895, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 365us/step
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6304 [D loss: 0.636278, acc.: 60.69%, KL div.: -0.053915] [G loss: 0.605913, KL div.: 0.605726, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6305 [D loss: 0.634697, acc.: 60.52%, KL div.: -0.053871] [G loss: 0.606737, KL div.: 0.606557, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6306 [D loss: 0.631817, acc.: 60.20%, KL div.: -0.054723] [G loss: 0.608053, KL div.: 0.607872, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6307 [D loss: 0.630207, acc.: 60.13%, KL div.: -0.054243] [G loss: 0.611405, KL div.: 0.611232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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4/4 [==============================] - 0s 815us/step
6308 [D loss: 0.628642, acc.: 60.01%, KL div.: -0.055034] [G loss: 0.611457, KL div.: 0.611278, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 2ms/step
6309 [D loss: 0.628026, acc.: 59.97%, KL div.: -0.054331] [G loss: 0.612328, KL div.: 0.612148, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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6310 [D loss: 0.626123, acc.: 59.54%, KL div.: -0.052869] [G loss: 0.613952, KL div.: 0.613764, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
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4/4 [==============================] - 0s 4ms/step
6311 [D loss: 0.623801, acc.: 59.11%, KL div.: -0.053498] [G loss: 0.613600, KL div.: 0.613408, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6312 [D loss: 0.625093, acc.: 59.17%, KL div.: -0.053811] [G loss: 0.612382, KL div.: 0.612181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6313 [D loss: 0.624760, acc.: 59.04%, KL div.: -0.053871] [G loss: 0.611521, KL div.: 0.611313, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6314 [D loss: 0.621699, acc.: 58.15%, KL div.: -0.053459] [G loss: 0.608411, KL div.: 0.608180, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6315 [D loss: 0.625695, acc.: 58.39%, KL div.: -0.053377] [G loss: 0.605685, KL div.: 0.605445, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6316 [D loss: 0.626331, acc.: 58.43%, KL div.: -0.054035] [G loss: 0.603426, KL div.: 0.603183, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6317 [D loss: 0.626854, acc.: 57.85%, KL div.: -0.052518] [G loss: 0.600564, KL div.: 0.600309, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 930us/step
6318 [D loss: 0.632299, acc.: 58.30%, KL div.: -0.053040] [G loss: 0.595183, KL div.: 0.594911, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6319 [D loss: 0.635129, acc.: 58.43%, KL div.: -0.053515] [G loss: 0.593256, KL div.: 0.592991, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6320 [D loss: 0.636358, acc.: 58.50%, KL div.: -0.053297] [G loss: 0.591283, KL div.: 0.591003, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 456us/step
6321 [D loss: 0.637184, acc.: 58.56%, KL div.: -0.053694] [G loss: 0.591287, KL div.: 0.591006, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6322 [D loss: 0.639785, acc.: 58.63%, KL div.: -0.051898] [G loss: 0.590773, KL div.: 0.590492, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 767us/step
4/4 [==============================] - 0s 1ms/step
6323 [D loss: 0.640680, acc.: 59.17%, KL div.: -0.052486] [G loss: 0.593159, KL div.: 0.592877, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6324 [D loss: 0.642382, acc.: 59.65%, KL div.: -0.053343] [G loss: 0.594502, KL div.: 0.594229, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6325 [D loss: 0.641863, acc.: 59.70%, KL div.: -0.053246] [G loss: 0.596236, KL div.: 0.595964, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6326 [D loss: 0.642055, acc.: 59.88%, KL div.: -0.053278] [G loss: 0.600167, KL div.: 0.599895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6327 [D loss: 0.642212, acc.: 60.37%, KL div.: -0.053655] [G loss: 0.603486, KL div.: 0.603217, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6328 [D loss: 0.639022, acc.: 60.43%, KL div.: -0.053150] [G loss: 0.610384, KL div.: 0.610118, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6329 [D loss: 0.638594, acc.: 60.69%, KL div.: -0.054136] [G loss: 0.613942, KL div.: 0.613670, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 730us/step
6330 [D loss: 0.637119, acc.: 60.96%, KL div.: -0.054146] [G loss: 0.619860, KL div.: 0.619596, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 0s/step
6331 [D loss: 0.635044, acc.: 61.17%, KL div.: -0.053489] [G loss: 0.627147, KL div.: 0.626878, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6332 [D loss: 0.633362, acc.: 61.29%, KL div.: -0.053103] [G loss: 0.633523, KL div.: 0.633237, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6333 [D loss: 0.631122, acc.: 61.28%, KL div.: -0.052916] [G loss: 0.639905, KL div.: 0.639615, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6334 [D loss: 0.630204, acc.: 61.43%, KL div.: -0.051625] [G loss: 0.644368, KL div.: 0.644067, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6335 [D loss: 0.628758, acc.: 61.30%, KL div.: -0.051355] [G loss: 0.648040, KL div.: 0.647742, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 182us/step
4/4 [==============================] - 0s 2ms/step
6336 [D loss: 0.629081, acc.: 61.61%, KL div.: -0.051000] [G loss: 0.650740, KL div.: 0.650427, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 898us/step
6337 [D loss: 0.629125, acc.: 61.54%, KL div.: -0.049795] [G loss: 0.649293, KL div.: 0.648976, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 340us/step
4/4 [==============================] - 0s 0s/step
6338 [D loss: 0.630133, acc.: 61.65%, KL div.: -0.049691] [G loss: 0.650967, KL div.: 0.650642, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6339 [D loss: 0.630147, acc.: 61.39%, KL div.: -0.049176] [G loss: 0.647676, KL div.: 0.647352, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6340 [D loss: 0.633179, acc.: 61.65%, KL div.: -0.048358] [G loss: 0.639061, KL div.: 0.638747, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6341 [D loss: 0.635110, acc.: 61.47%, KL div.: -0.048400] [G loss: 0.634801, KL div.: 0.634484, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6342 [D loss: 0.639249, acc.: 61.56%, KL div.: -0.048739] [G loss: 0.625116, KL div.: 0.624822, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6343 [D loss: 0.643322, acc.: 61.98%, KL div.: -0.046885] [G loss: 0.620277, KL div.: 0.619985, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6344 [D loss: 0.642904, acc.: 61.37%, KL div.: -0.048951] [G loss: 0.610774, KL div.: 0.610499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6345 [D loss: 0.644315, acc.: 61.57%, KL div.: -0.049217] [G loss: 0.606522, KL div.: 0.606256, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6346 [D loss: 0.642273, acc.: 60.93%, KL div.: -0.050224] [G loss: 0.604621, KL div.: 0.604378, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6347 [D loss: 0.643579, acc.: 61.29%, KL div.: -0.050412] [G loss: 0.603234, KL div.: 0.602999, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6348 [D loss: 0.643617, acc.: 61.20%, KL div.: -0.051946] [G loss: 0.600296, KL div.: 0.600080, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6349 [D loss: 0.642045, acc.: 61.19%, KL div.: -0.051591] [G loss: 0.601631, KL div.: 0.601424, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6350 [D loss: 0.640786, acc.: 61.13%, KL div.: -0.051774] [G loss: 0.602195, KL div.: 0.602002, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6351 [D loss: 0.636652, acc.: 60.87%, KL div.: -0.053211] [G loss: 0.605537, KL div.: 0.605354, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6352 [D loss: 0.635408, acc.: 60.90%, KL div.: -0.053310] [G loss: 0.607967, KL div.: 0.607791, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6353 [D loss: 0.631694, acc.: 60.53%, KL div.: -0.053567] [G loss: 0.610865, KL div.: 0.610689, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6354 [D loss: 0.628529, acc.: 60.31%, KL div.: -0.053768] [G loss: 0.614219, KL div.: 0.614047, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6355 [D loss: 0.627722, acc.: 60.25%, KL div.: -0.053774] [G loss: 0.616104, KL div.: 0.615932, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
6356 [D loss: 0.624553, acc.: 59.86%, KL div.: -0.052955] [G loss: 0.618381, KL div.: 0.618202, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 422us/step
6357 [D loss: 0.622325, acc.: 59.64%, KL div.: -0.054086] [G loss: 0.618416, KL div.: 0.618227, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6358 [D loss: 0.622320, acc.: 59.56%, KL div.: -0.052901] [G loss: 0.621277, KL div.: 0.621089, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6359 [D loss: 0.621291, acc.: 59.25%, KL div.: -0.052820] [G loss: 0.620575, KL div.: 0.620376, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6360 [D loss: 0.621860, acc.: 59.01%, KL div.: -0.053165] [G loss: 0.616427, KL div.: 0.616221, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6361 [D loss: 0.621560, acc.: 58.77%, KL div.: -0.051963] [G loss: 0.616417, KL div.: 0.616199, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6362 [D loss: 0.622666, acc.: 58.47%, KL div.: -0.050626] [G loss: 0.614838, KL div.: 0.614616, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6363 [D loss: 0.626454, acc.: 58.38%, KL div.: -0.050950] [G loss: 0.606137, KL div.: 0.605900, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6364 [D loss: 0.631102, acc.: 58.79%, KL div.: -0.052055] [G loss: 0.603589, KL div.: 0.603349, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 617us/step
6365 [D loss: 0.630070, acc.: 58.02%, KL div.: -0.048823] [G loss: 0.600720, KL div.: 0.600465, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6366 [D loss: 0.637345, acc.: 58.85%, KL div.: -0.051465] [G loss: 0.594817, KL div.: 0.594564, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6367 [D loss: 0.639260, acc.: 58.79%, KL div.: -0.050818] [G loss: 0.591951, KL div.: 0.591687, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6368 [D loss: 0.640583, acc.: 58.99%, KL div.: -0.051445] [G loss: 0.592721, KL div.: 0.592460, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6369 [D loss: 0.642902, acc.: 59.30%, KL div.: -0.052053] [G loss: 0.591114, KL div.: 0.590846, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6370 [D loss: 0.643734, acc.: 59.23%, KL div.: -0.051089] [G loss: 0.591174, KL div.: 0.590908, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6371 [D loss: 0.644663, acc.: 59.26%, KL div.: -0.051146] [G loss: 0.590866, KL div.: 0.590588, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6372 [D loss: 0.646971, acc.: 59.90%, KL div.: -0.052655] [G loss: 0.591513, KL div.: 0.591238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6373 [D loss: 0.645611, acc.: 60.16%, KL div.: -0.052616] [G loss: 0.597972, KL div.: 0.597700, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6374 [D loss: 0.644282, acc.: 60.44%, KL div.: -0.053166] [G loss: 0.604431, KL div.: 0.604161, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6375 [D loss: 0.641937, acc.: 60.59%, KL div.: -0.052704] [G loss: 0.610588, KL div.: 0.610315, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6376 [D loss: 0.640084, acc.: 60.90%, KL div.: -0.052962] [G loss: 0.617182, KL div.: 0.616911, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 789us/step
6377 [D loss: 0.638999, acc.: 61.24%, KL div.: -0.053351] [G loss: 0.624752, KL div.: 0.624480, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6378 [D loss: 0.636814, acc.: 61.26%, KL div.: -0.051779] [G loss: 0.631057, KL div.: 0.630781, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6379 [D loss: 0.633859, acc.: 61.43%, KL div.: -0.052431] [G loss: 0.635437, KL div.: 0.635168, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6380 [D loss: 0.632614, acc.: 61.61%, KL div.: -0.052362] [G loss: 0.641924, KL div.: 0.641636, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6381 [D loss: 0.631246, acc.: 61.54%, KL div.: -0.051744] [G loss: 0.644674, KL div.: 0.644379, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6382 [D loss: 0.629057, acc.: 61.58%, KL div.: -0.052252] [G loss: 0.647193, KL div.: 0.646895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6383 [D loss: 0.630632, acc.: 61.63%, KL div.: -0.050124] [G loss: 0.647814, KL div.: 0.647509, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6384 [D loss: 0.631897, acc.: 61.85%, KL div.: -0.050235] [G loss: 0.645712, KL div.: 0.645400, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 1ms/step
6385 [D loss: 0.632374, acc.: 61.83%, KL div.: -0.048997] [G loss: 0.646437, KL div.: 0.646120, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6386 [D loss: 0.633157, acc.: 61.56%, KL div.: -0.048587] [G loss: 0.640648, KL div.: 0.640336, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 976us/step
6387 [D loss: 0.635290, acc.: 61.73%, KL div.: -0.048637] [G loss: 0.637444, KL div.: 0.637131, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6388 [D loss: 0.637882, acc.: 61.67%, KL div.: -0.048505] [G loss: 0.628887, KL div.: 0.628586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6389 [D loss: 0.638673, acc.: 61.59%, KL div.: -0.048338] [G loss: 0.624773, KL div.: 0.624477, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6390 [D loss: 0.642355, acc.: 61.73%, KL div.: -0.047411] [G loss: 0.618381, KL div.: 0.618092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6391 [D loss: 0.644482, acc.: 61.62%, KL div.: -0.047119] [G loss: 0.611686, KL div.: 0.611415, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 2ms/step
6392 [D loss: 0.642254, acc.: 61.38%, KL div.: -0.048300] [G loss: 0.611584, KL div.: 0.611318, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6393 [D loss: 0.642814, acc.: 61.21%, KL div.: -0.048249] [G loss: 0.606180, KL div.: 0.605928, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6394 [D loss: 0.639521, acc.: 60.60%, KL div.: -0.049715] [G loss: 0.605771, KL div.: 0.605528, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6395 [D loss: 0.640188, acc.: 60.90%, KL div.: -0.049562] [G loss: 0.605729, KL div.: 0.605493, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6396 [D loss: 0.639280, acc.: 60.87%, KL div.: -0.049451] [G loss: 0.606984, KL div.: 0.606757, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6397 [D loss: 0.637144, acc.: 60.62%, KL div.: -0.051050] [G loss: 0.606892, KL div.: 0.606677, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6398 [D loss: 0.634802, acc.: 60.53%, KL div.: -0.051066] [G loss: 0.609359, KL div.: 0.609153, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
6399 [D loss: 0.632962, acc.: 60.30%, KL div.: -0.051692] [G loss: 0.610033, KL div.: 0.609833, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 207us/step
4/4 [==============================] - 1s 65ms/step
4/4 [==============================] - 0s 22ms/step
6400 [D loss: 0.631396, acc.: 60.22%, KL div.: -0.051313] [G loss: 0.612246, KL div.: 0.612046, FID: 38.488933]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6401 [D loss: 0.630636, acc.: 60.08%, KL div.: -0.052441] [G loss: 0.611957, KL div.: 0.611761, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6402 [D loss: 0.628674, acc.: 59.82%, KL div.: -0.052518] [G loss: 0.612641, KL div.: 0.612449, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6403 [D loss: 0.628272, acc.: 59.56%, KL div.: -0.050594] [G loss: 0.611578, KL div.: 0.611373, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6404 [D loss: 0.628117, acc.: 59.50%, KL div.: -0.052016] [G loss: 0.612391, KL div.: 0.612189, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6405 [D loss: 0.628091, acc.: 59.38%, KL div.: -0.052495] [G loss: 0.609889, KL div.: 0.609684, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
6406 [D loss: 0.628330, acc.: 59.28%, KL div.: -0.051982] [G loss: 0.609104, KL div.: 0.608897, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6407 [D loss: 0.627295, acc.: 59.13%, KL div.: -0.051757] [G loss: 0.611338, KL div.: 0.611122, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
6408 [D loss: 0.629424, acc.: 59.01%, KL div.: -0.051842] [G loss: 0.607293, KL div.: 0.607071, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6409 [D loss: 0.628744, acc.: 58.47%, KL div.: -0.050372] [G loss: 0.605501, KL div.: 0.605262, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 933us/step
4/4 [==============================] - 0s 3ms/step
6410 [D loss: 0.630885, acc.: 58.56%, KL div.: -0.050296] [G loss: 0.604597, KL div.: 0.604364, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6411 [D loss: 0.635675, acc.: 58.96%, KL div.: -0.051649] [G loss: 0.600671, KL div.: 0.600425, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6412 [D loss: 0.636587, acc.: 59.09%, KL div.: -0.051874] [G loss: 0.599712, KL div.: 0.599455, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6413 [D loss: 0.636722, acc.: 59.07%, KL div.: -0.050788] [G loss: 0.601222, KL div.: 0.600968, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6414 [D loss: 0.639033, acc.: 59.37%, KL div.: -0.051451] [G loss: 0.600914, KL div.: 0.600656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6415 [D loss: 0.639753, acc.: 59.58%, KL div.: -0.052267] [G loss: 0.602797, KL div.: 0.602537, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
6416 [D loss: 0.637007, acc.: 59.41%, KL div.: -0.050428] [G loss: 0.606019, KL div.: 0.605761, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6417 [D loss: 0.640423, acc.: 60.17%, KL div.: -0.053052] [G loss: 0.605361, KL div.: 0.605096, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 239us/step
6418 [D loss: 0.640341, acc.: 60.25%, KL div.: -0.052632] [G loss: 0.608107, KL div.: 0.607850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6419 [D loss: 0.639359, acc.: 60.42%, KL div.: -0.052918] [G loss: 0.611013, KL div.: 0.610754, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6420 [D loss: 0.637571, acc.: 60.34%, KL div.: -0.052895] [G loss: 0.613501, KL div.: 0.613241, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6421 [D loss: 0.639586, acc.: 61.03%, KL div.: -0.053479] [G loss: 0.615451, KL div.: 0.615192, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 502us/step
6422 [D loss: 0.638489, acc.: 60.92%, KL div.: -0.053428] [G loss: 0.618841, KL div.: 0.618573, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
6423 [D loss: 0.636574, acc.: 61.06%, KL div.: -0.055104] [G loss: 0.621805, KL div.: 0.621542, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6424 [D loss: 0.637796, acc.: 61.20%, KL div.: -0.054404] [G loss: 0.623061, KL div.: 0.622788, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6425 [D loss: 0.636428, acc.: 61.23%, KL div.: -0.053982] [G loss: 0.624466, KL div.: 0.624196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6426 [D loss: 0.635395, acc.: 61.24%, KL div.: -0.054974] [G loss: 0.626032, KL div.: 0.625747, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6427 [D loss: 0.636098, acc.: 61.47%, KL div.: -0.054313] [G loss: 0.627511, KL div.: 0.627227, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6428 [D loss: 0.633559, acc.: 61.40%, KL div.: -0.054660] [G loss: 0.631711, KL div.: 0.631420, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6429 [D loss: 0.635174, acc.: 61.61%, KL div.: -0.053584] [G loss: 0.631291, KL div.: 0.630985, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6430 [D loss: 0.634792, acc.: 61.64%, KL div.: -0.052422] [G loss: 0.633005, KL div.: 0.632706, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6431 [D loss: 0.632765, acc.: 61.30%, KL div.: -0.053841] [G loss: 0.632742, KL div.: 0.632439, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6432 [D loss: 0.633825, acc.: 61.42%, KL div.: -0.053289] [G loss: 0.632080, KL div.: 0.631770, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6433 [D loss: 0.634475, acc.: 61.49%, KL div.: -0.052473] [G loss: 0.629212, KL div.: 0.628925, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 718us/step
4/4 [==============================] - 0s 892us/step
6434 [D loss: 0.633222, acc.: 61.20%, KL div.: -0.053165] [G loss: 0.628244, KL div.: 0.627959, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6435 [D loss: 0.636165, acc.: 61.60%, KL div.: -0.050928] [G loss: 0.626782, KL div.: 0.626495, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6436 [D loss: 0.631744, acc.: 60.92%, KL div.: -0.053180] [G loss: 0.626145, KL div.: 0.625862, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6437 [D loss: 0.633482, acc.: 60.83%, KL div.: -0.051525] [G loss: 0.621809, KL div.: 0.621533, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 566us/step
6438 [D loss: 0.634657, acc.: 60.77%, KL div.: -0.051455] [G loss: 0.619810, KL div.: 0.619540, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6439 [D loss: 0.633303, acc.: 60.38%, KL div.: -0.052613] [G loss: 0.615771, KL div.: 0.615505, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6440 [D loss: 0.635468, acc.: 60.43%, KL div.: -0.051993] [G loss: 0.611216, KL div.: 0.610965, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6441 [D loss: 0.638579, acc.: 60.67%, KL div.: -0.051040] [G loss: 0.605671, KL div.: 0.605432, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 955us/step
4/4 [==============================] - 0s 4ms/step
6442 [D loss: 0.636418, acc.: 60.19%, KL div.: -0.051771] [G loss: 0.603895, KL div.: 0.603668, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6443 [D loss: 0.637590, acc.: 60.24%, KL div.: -0.052253] [G loss: 0.600981, KL div.: 0.600759, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6444 [D loss: 0.635921, acc.: 59.93%, KL div.: -0.053053] [G loss: 0.600367, KL div.: 0.600154, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6445 [D loss: 0.639373, acc.: 60.09%, KL div.: -0.052036] [G loss: 0.596223, KL div.: 0.596010, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6446 [D loss: 0.635584, acc.: 59.85%, KL div.: -0.053617] [G loss: 0.599773, KL div.: 0.599575, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6447 [D loss: 0.635194, acc.: 59.77%, KL div.: -0.053233] [G loss: 0.597720, KL div.: 0.597522, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 316us/step
6448 [D loss: 0.633003, acc.: 59.49%, KL div.: -0.055106] [G loss: 0.598572, KL div.: 0.598373, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6449 [D loss: 0.631003, acc.: 59.40%, KL div.: -0.055253] [G loss: 0.600937, KL div.: 0.600737, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6450 [D loss: 0.630598, acc.: 59.36%, KL div.: -0.054235] [G loss: 0.602120, KL div.: 0.601923, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6451 [D loss: 0.627590, acc.: 59.10%, KL div.: -0.054684] [G loss: 0.603218, KL div.: 0.603009, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6452 [D loss: 0.626315, acc.: 58.90%, KL div.: -0.054791] [G loss: 0.604978, KL div.: 0.604770, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6453 [D loss: 0.625623, acc.: 59.09%, KL div.: -0.055199] [G loss: 0.607521, KL div.: 0.607308, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 772us/step
6454 [D loss: 0.622470, acc.: 58.80%, KL div.: -0.055712] [G loss: 0.609694, KL div.: 0.609471, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 785us/step
4/4 [==============================] - 0s 3ms/step
6455 [D loss: 0.622091, acc.: 58.65%, KL div.: -0.054663] [G loss: 0.609904, KL div.: 0.609674, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
6456 [D loss: 0.624152, acc.: 58.68%, KL div.: -0.055498] [G loss: 0.607874, KL div.: 0.607637, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
6457 [D loss: 0.624292, acc.: 58.56%, KL div.: -0.055358] [G loss: 0.607455, KL div.: 0.607206, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6458 [D loss: 0.625742, acc.: 58.82%, KL div.: -0.055992] [G loss: 0.605094, KL div.: 0.604848, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 4ms/step
6459 [D loss: 0.628515, acc.: 59.07%, KL div.: -0.055741] [G loss: 0.605328, KL div.: 0.605078, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6460 [D loss: 0.630138, acc.: 59.13%, KL div.: -0.055037] [G loss: 0.605241, KL div.: 0.604992, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
6461 [D loss: 0.631653, acc.: 59.32%, KL div.: -0.054672] [G loss: 0.603051, KL div.: 0.602791, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6462 [D loss: 0.632462, acc.: 59.42%, KL div.: -0.054721] [G loss: 0.604072, KL div.: 0.603818, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6463 [D loss: 0.636077, acc.: 59.83%, KL div.: -0.055600] [G loss: 0.602869, KL div.: 0.602609, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6464 [D loss: 0.637156, acc.: 60.32%, KL div.: -0.056280] [G loss: 0.603641, KL div.: 0.603385, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6465 [D loss: 0.636417, acc.: 60.21%, KL div.: -0.055981] [G loss: 0.605036, KL div.: 0.604779, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 957us/step
4/4 [==============================] - 0s 3ms/step
6466 [D loss: 0.637082, acc.: 60.47%, KL div.: -0.056044] [G loss: 0.606895, KL div.: 0.606644, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6467 [D loss: 0.637892, acc.: 60.72%, KL div.: -0.055418] [G loss: 0.608937, KL div.: 0.608689, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6468 [D loss: 0.637416, acc.: 60.84%, KL div.: -0.055576] [G loss: 0.612574, KL div.: 0.612328, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6469 [D loss: 0.637627, acc.: 61.12%, KL div.: -0.056088] [G loss: 0.614909, KL div.: 0.614657, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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6470 [D loss: 0.635236, acc.: 61.26%, KL div.: -0.055896] [G loss: 0.621034, KL div.: 0.620785, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
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6471 [D loss: 0.634400, acc.: 61.34%, KL div.: -0.055483] [G loss: 0.623457, KL div.: 0.623197, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6472 [D loss: 0.634530, acc.: 61.55%, KL div.: -0.054946] [G loss: 0.626926, KL div.: 0.626667, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 800us/step
6473 [D loss: 0.632597, acc.: 61.47%, KL div.: -0.054762] [G loss: 0.631270, KL div.: 0.631007, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6474 [D loss: 0.629413, acc.: 61.48%, KL div.: -0.056206] [G loss: 0.635558, KL div.: 0.635290, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
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6475 [D loss: 0.628527, acc.: 61.50%, KL div.: -0.055496] [G loss: 0.638018, KL div.: 0.637748, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6476 [D loss: 0.627920, acc.: 61.62%, KL div.: -0.054842] [G loss: 0.640910, KL div.: 0.640636, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6477 [D loss: 0.625751, acc.: 61.39%, KL div.: -0.055299] [G loss: 0.641593, KL div.: 0.641314, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6478 [D loss: 0.626149, acc.: 61.50%, KL div.: -0.054579] [G loss: 0.643153, KL div.: 0.642864, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
6479 [D loss: 0.628382, acc.: 61.60%, KL div.: -0.054637] [G loss: 0.641241, KL div.: 0.640954, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6480 [D loss: 0.627575, acc.: 61.38%, KL div.: -0.054315] [G loss: 0.636352, KL div.: 0.636062, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 131us/step
4/4 [==============================] - 0s 2ms/step
6481 [D loss: 0.630426, acc.: 61.59%, KL div.: -0.053577] [G loss: 0.634243, KL div.: 0.633955, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6482 [D loss: 0.629579, acc.: 61.19%, KL div.: -0.054013] [G loss: 0.631882, KL div.: 0.631595, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 799us/step
6483 [D loss: 0.633484, acc.: 61.42%, KL div.: -0.052532] [G loss: 0.624978, KL div.: 0.624699, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6484 [D loss: 0.635160, acc.: 61.35%, KL div.: -0.052673] [G loss: 0.621543, KL div.: 0.621267, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 658us/step
6485 [D loss: 0.637479, acc.: 61.63%, KL div.: -0.051861] [G loss: 0.618653, KL div.: 0.618385, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6486 [D loss: 0.637151, acc.: 61.07%, KL div.: -0.053373] [G loss: 0.611763, KL div.: 0.611499, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
6487 [D loss: 0.639164, acc.: 61.27%, KL div.: -0.052890] [G loss: 0.609862, KL div.: 0.609611, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6488 [D loss: 0.639559, acc.: 61.09%, KL div.: -0.052782] [G loss: 0.607273, KL div.: 0.607030, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6489 [D loss: 0.638468, acc.: 60.97%, KL div.: -0.054688] [G loss: 0.604432, KL div.: 0.604199, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6490 [D loss: 0.637629, acc.: 60.77%, KL div.: -0.054863] [G loss: 0.604135, KL div.: 0.603910, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6491 [D loss: 0.636956, acc.: 60.78%, KL div.: -0.054889] [G loss: 0.604339, KL div.: 0.604115, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 761us/step
6492 [D loss: 0.635695, acc.: 60.76%, KL div.: -0.055391] [G loss: 0.607253, KL div.: 0.607039, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6493 [D loss: 0.633561, acc.: 60.59%, KL div.: -0.055341] [G loss: 0.609419, KL div.: 0.609208, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6494 [D loss: 0.631956, acc.: 60.32%, KL div.: -0.054746] [G loss: 0.609898, KL div.: 0.609688, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6495 [D loss: 0.629419, acc.: 60.31%, KL div.: -0.055003] [G loss: 0.614326, KL div.: 0.614126, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6496 [D loss: 0.627311, acc.: 60.12%, KL div.: -0.054884] [G loss: 0.616434, KL div.: 0.616232, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 213us/step
4/4 [==============================] - 0s 2ms/step
6497 [D loss: 0.626389, acc.: 60.10%, KL div.: -0.054898] [G loss: 0.618401, KL div.: 0.618192, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6498 [D loss: 0.625793, acc.: 59.93%, KL div.: -0.053835] [G loss: 0.617789, KL div.: 0.617574, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6499 [D loss: 0.624944, acc.: 59.84%, KL div.: -0.054890] [G loss: 0.618178, KL div.: 0.617966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 56ms/step
4/4 [==============================] - 0s 25ms/step
6500 [D loss: 0.624260, acc.: 59.41%, KL div.: -0.053084] [G loss: 0.618203, KL div.: 0.617980, FID: 36.961666]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 53ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6501 [D loss: 0.625869, acc.: 59.39%, KL div.: -0.054308] [G loss: 0.614163, KL div.: 0.613933, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6502 [D loss: 0.625462, acc.: 59.39%, KL div.: -0.053829] [G loss: 0.613799, KL div.: 0.613572, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6503 [D loss: 0.627620, acc.: 59.33%, KL div.: -0.053842] [G loss: 0.608662, KL div.: 0.608424, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6504 [D loss: 0.627697, acc.: 59.11%, KL div.: -0.053565] [G loss: 0.608994, KL div.: 0.608758, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6505 [D loss: 0.629808, acc.: 59.08%, KL div.: -0.053808] [G loss: 0.604489, KL div.: 0.604243, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6506 [D loss: 0.632865, acc.: 59.22%, KL div.: -0.053524] [G loss: 0.599667, KL div.: 0.599416, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6507 [D loss: 0.633625, acc.: 58.86%, KL div.: -0.052772] [G loss: 0.598135, KL div.: 0.597876, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6508 [D loss: 0.633852, acc.: 58.91%, KL div.: -0.053331] [G loss: 0.597445, KL div.: 0.597192, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6509 [D loss: 0.635970, acc.: 59.23%, KL div.: -0.053732] [G loss: 0.597091, KL div.: 0.596832, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6510 [D loss: 0.638209, acc.: 59.32%, KL div.: -0.053420] [G loss: 0.594607, KL div.: 0.594347, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6511 [D loss: 0.638593, acc.: 59.73%, KL div.: -0.054905] [G loss: 0.595731, KL div.: 0.595483, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6512 [D loss: 0.638427, acc.: 59.45%, KL div.: -0.054453] [G loss: 0.596697, KL div.: 0.596449, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6513 [D loss: 0.638174, acc.: 59.82%, KL div.: -0.054566] [G loss: 0.599421, KL div.: 0.599178, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6514 [D loss: 0.636878, acc.: 59.93%, KL div.: -0.055435] [G loss: 0.601857, KL div.: 0.601609, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6515 [D loss: 0.636984, acc.: 60.09%, KL div.: -0.054556] [G loss: 0.604104, KL div.: 0.603859, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6516 [D loss: 0.635608, acc.: 60.17%, KL div.: -0.055871] [G loss: 0.607399, KL div.: 0.607150, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
6517 [D loss: 0.634199, acc.: 60.58%, KL div.: -0.056390] [G loss: 0.613503, KL div.: 0.613253, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6518 [D loss: 0.633046, acc.: 60.43%, KL div.: -0.054187] [G loss: 0.617638, KL div.: 0.617391, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6519 [D loss: 0.631679, acc.: 60.84%, KL div.: -0.056083] [G loss: 0.620372, KL div.: 0.620123, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
6520 [D loss: 0.631646, acc.: 60.71%, KL div.: -0.054358] [G loss: 0.622195, KL div.: 0.621941, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6521 [D loss: 0.632006, acc.: 60.86%, KL div.: -0.054011] [G loss: 0.625654, KL div.: 0.625390, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6522 [D loss: 0.630765, acc.: 60.81%, KL div.: -0.053602] [G loss: 0.627287, KL div.: 0.627025, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 853us/step
6523 [D loss: 0.632634, acc.: 61.04%, KL div.: -0.054139] [G loss: 0.626672, KL div.: 0.626407, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6524 [D loss: 0.629238, acc.: 60.82%, KL div.: -0.053707] [G loss: 0.631237, KL div.: 0.630959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6525 [D loss: 0.629552, acc.: 60.85%, KL div.: -0.053644] [G loss: 0.630512, KL div.: 0.630232, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6526 [D loss: 0.631605, acc.: 61.13%, KL div.: -0.052573] [G loss: 0.630183, KL div.: 0.629899, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 799us/step
4/4 [==============================] - 0s 5ms/step
6527 [D loss: 0.631877, acc.: 61.20%, KL div.: -0.053294] [G loss: 0.628406, KL div.: 0.628115, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6528 [D loss: 0.633134, acc.: 61.19%, KL div.: -0.053177] [G loss: 0.628004, KL div.: 0.627716, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6529 [D loss: 0.635350, acc.: 61.37%, KL div.: -0.052057] [G loss: 0.627462, KL div.: 0.627177, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6530 [D loss: 0.636431, acc.: 61.44%, KL div.: -0.051697] [G loss: 0.625649, KL div.: 0.625355, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6531 [D loss: 0.637247, acc.: 61.48%, KL div.: -0.051820] [G loss: 0.622193, KL div.: 0.621906, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6532 [D loss: 0.637252, acc.: 61.29%, KL div.: -0.052369] [G loss: 0.620282, KL div.: 0.619998, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6533 [D loss: 0.638113, acc.: 61.42%, KL div.: -0.052877] [G loss: 0.619687, KL div.: 0.619408, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6534 [D loss: 0.637374, acc.: 61.33%, KL div.: -0.052843] [G loss: 0.619087, KL div.: 0.618807, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 509us/step
4/4 [==============================] - 0s 1ms/step
6535 [D loss: 0.638626, acc.: 61.55%, KL div.: -0.051291] [G loss: 0.619890, KL div.: 0.619613, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6536 [D loss: 0.636525, acc.: 61.37%, KL div.: -0.052678] [G loss: 0.621203, KL div.: 0.620941, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6537 [D loss: 0.635762, acc.: 61.30%, KL div.: -0.053208] [G loss: 0.620719, KL div.: 0.620453, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6538 [D loss: 0.634054, acc.: 61.21%, KL div.: -0.053445] [G loss: 0.621788, KL div.: 0.621538, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6539 [D loss: 0.634020, acc.: 61.37%, KL div.: -0.053042] [G loss: 0.623043, KL div.: 0.622790, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 823us/step
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6540 [D loss: 0.635634, acc.: 61.36%, KL div.: -0.052653] [G loss: 0.619719, KL div.: 0.619482, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6541 [D loss: 0.631739, acc.: 61.01%, KL div.: -0.053789] [G loss: 0.619832, KL div.: 0.619597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6542 [D loss: 0.633929, acc.: 61.13%, KL div.: -0.054158] [G loss: 0.617213, KL div.: 0.616987, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6543 [D loss: 0.634636, acc.: 61.27%, KL div.: -0.053151] [G loss: 0.616856, KL div.: 0.616639, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6544 [D loss: 0.633419, acc.: 61.02%, KL div.: -0.054006] [G loss: 0.615280, KL div.: 0.615063, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6545 [D loss: 0.634339, acc.: 61.00%, KL div.: -0.052921] [G loss: 0.613891, KL div.: 0.613680, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6546 [D loss: 0.631518, acc.: 60.58%, KL div.: -0.053866] [G loss: 0.613090, KL div.: 0.612882, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6547 [D loss: 0.632893, acc.: 60.47%, KL div.: -0.053033] [G loss: 0.610719, KL div.: 0.610519, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
6548 [D loss: 0.630981, acc.: 60.33%, KL div.: -0.054590] [G loss: 0.612596, KL div.: 0.612402, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6549 [D loss: 0.631600, acc.: 60.40%, KL div.: -0.055040] [G loss: 0.609884, KL div.: 0.609691, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6550 [D loss: 0.629792, acc.: 60.05%, KL div.: -0.053561] [G loss: 0.611911, KL div.: 0.611715, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6551 [D loss: 0.630715, acc.: 60.14%, KL div.: -0.053847] [G loss: 0.611125, KL div.: 0.610929, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6552 [D loss: 0.629434, acc.: 60.03%, KL div.: -0.054430] [G loss: 0.611599, KL div.: 0.611403, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6553 [D loss: 0.628906, acc.: 59.78%, KL div.: -0.052803] [G loss: 0.612908, KL div.: 0.612709, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6554 [D loss: 0.629069, acc.: 60.01%, KL div.: -0.053960] [G loss: 0.612325, KL div.: 0.612126, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 439us/step
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6555 [D loss: 0.627008, acc.: 59.75%, KL div.: -0.054121] [G loss: 0.614185, KL div.: 0.613983, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6556 [D loss: 0.627203, acc.: 59.82%, KL div.: -0.054652] [G loss: 0.613994, KL div.: 0.613787, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6557 [D loss: 0.626646, acc.: 59.57%, KL div.: -0.053544] [G loss: 0.615152, KL div.: 0.614943, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6558 [D loss: 0.628202, acc.: 59.40%, KL div.: -0.052144] [G loss: 0.611876, KL div.: 0.611659, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
6559 [D loss: 0.627709, acc.: 59.40%, KL div.: -0.052147] [G loss: 0.614043, KL div.: 0.613831, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6560 [D loss: 0.629333, acc.: 59.56%, KL div.: -0.053055] [G loss: 0.612188, KL div.: 0.611974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6561 [D loss: 0.633795, acc.: 59.48%, KL div.: -0.051618] [G loss: 0.606663, KL div.: 0.606445, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6562 [D loss: 0.634471, acc.: 59.61%, KL div.: -0.052085] [G loss: 0.605900, KL div.: 0.605678, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6563 [D loss: 0.637178, acc.: 60.02%, KL div.: -0.052611] [G loss: 0.604130, KL div.: 0.603909, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 159us/step
6564 [D loss: 0.638604, acc.: 59.98%, KL div.: -0.052682] [G loss: 0.602547, KL div.: 0.602320, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6565 [D loss: 0.640434, acc.: 60.39%, KL div.: -0.053115] [G loss: 0.604469, KL div.: 0.604238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6566 [D loss: 0.642282, acc.: 60.54%, KL div.: -0.052813] [G loss: 0.603215, KL div.: 0.602985, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
6567 [D loss: 0.641470, acc.: 60.65%, KL div.: -0.053268] [G loss: 0.604631, KL div.: 0.604399, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6568 [D loss: 0.642965, acc.: 60.71%, KL div.: -0.052376] [G loss: 0.606223, KL div.: 0.605994, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6569 [D loss: 0.640286, acc.: 60.68%, KL div.: -0.053742] [G loss: 0.611299, KL div.: 0.611068, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6570 [D loss: 0.639181, acc.: 60.84%, KL div.: -0.053722] [G loss: 0.615564, KL div.: 0.615331, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 526us/step
6571 [D loss: 0.638014, acc.: 60.97%, KL div.: -0.053176] [G loss: 0.619999, KL div.: 0.619760, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6572 [D loss: 0.636874, acc.: 61.19%, KL div.: -0.052518] [G loss: 0.623870, KL div.: 0.623625, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6573 [D loss: 0.635212, acc.: 61.21%, KL div.: -0.052826] [G loss: 0.628586, KL div.: 0.628338, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6574 [D loss: 0.634263, acc.: 61.39%, KL div.: -0.052367] [G loss: 0.632969, KL div.: 0.632713, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6575 [D loss: 0.631744, acc.: 61.31%, KL div.: -0.052346] [G loss: 0.636387, KL div.: 0.636137, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 506us/step
6576 [D loss: 0.629376, acc.: 61.14%, KL div.: -0.052153] [G loss: 0.639791, KL div.: 0.639529, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6577 [D loss: 0.630503, acc.: 61.25%, KL div.: -0.051969] [G loss: 0.639996, KL div.: 0.639727, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
6578 [D loss: 0.630501, acc.: 61.32%, KL div.: -0.051096] [G loss: 0.640006, KL div.: 0.639732, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6579 [D loss: 0.632061, acc.: 61.36%, KL div.: -0.050762] [G loss: 0.637907, KL div.: 0.637632, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6580 [D loss: 0.634155, acc.: 61.48%, KL div.: -0.050497] [G loss: 0.632829, KL div.: 0.632559, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6581 [D loss: 0.638281, acc.: 61.57%, KL div.: -0.048373] [G loss: 0.627713, KL div.: 0.627451, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 555us/step
6582 [D loss: 0.635795, acc.: 61.29%, KL div.: -0.050154] [G loss: 0.626950, KL div.: 0.626685, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6583 [D loss: 0.634656, acc.: 60.64%, KL div.: -0.050798] [G loss: 0.621909, KL div.: 0.621650, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6584 [D loss: 0.640347, acc.: 61.09%, KL div.: -0.048999] [G loss: 0.613302, KL div.: 0.613041, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6585 [D loss: 0.641477, acc.: 61.05%, KL div.: -0.048573] [G loss: 0.612596, KL div.: 0.612346, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6586 [D loss: 0.643374, acc.: 61.22%, KL div.: -0.048755] [G loss: 0.607752, KL div.: 0.607513, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6587 [D loss: 0.644222, acc.: 61.16%, KL div.: -0.048505] [G loss: 0.606505, KL div.: 0.606260, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6588 [D loss: 0.642769, acc.: 61.09%, KL div.: -0.049109] [G loss: 0.605600, KL div.: 0.605366, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 903us/step
4/4 [==============================] - 0s 3ms/step
6589 [D loss: 0.642305, acc.: 60.84%, KL div.: -0.049762] [G loss: 0.602189, KL div.: 0.601969, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6590 [D loss: 0.639675, acc.: 60.61%, KL div.: -0.050393] [G loss: 0.604706, KL div.: 0.604496, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6591 [D loss: 0.639327, acc.: 60.82%, KL div.: -0.050289] [G loss: 0.607220, KL div.: 0.607016, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6592 [D loss: 0.636529, acc.: 60.68%, KL div.: -0.051572] [G loss: 0.609684, KL div.: 0.609487, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6593 [D loss: 0.634635, acc.: 60.60%, KL div.: -0.050805] [G loss: 0.611601, KL div.: 0.611405, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6594 [D loss: 0.632155, acc.: 60.34%, KL div.: -0.051422] [G loss: 0.614339, KL div.: 0.614142, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 784us/step
4/4 [==============================] - 0s 2ms/step
6595 [D loss: 0.630809, acc.: 60.18%, KL div.: -0.051483] [G loss: 0.614733, KL div.: 0.614538, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6596 [D loss: 0.628092, acc.: 59.95%, KL div.: -0.051742] [G loss: 0.617430, KL div.: 0.617239, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
6597 [D loss: 0.626894, acc.: 59.68%, KL div.: -0.051162] [G loss: 0.617647, KL div.: 0.617451, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 715us/step
4/4 [==============================] - 0s 2ms/step
6598 [D loss: 0.626311, acc.: 59.44%, KL div.: -0.051414] [G loss: 0.616263, KL div.: 0.616061, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 825us/step
4/4 [==============================] - 0s 2ms/step
6599 [D loss: 0.625879, acc.: 59.45%, KL div.: -0.051354] [G loss: 0.617350, KL div.: 0.617155, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 66ms/step
4/4 [==============================] - 0s 30ms/step
6600 [D loss: 0.625234, acc.: 58.92%, KL div.: -0.050294] [G loss: 0.615146, KL div.: 0.614940, FID: 34.037403]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 51ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6601 [D loss: 0.625812, acc.: 58.92%, KL div.: -0.050473] [G loss: 0.614976, KL div.: 0.614762, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6602 [D loss: 0.629070, acc.: 58.76%, KL div.: -0.049497] [G loss: 0.607696, KL div.: 0.607476, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 554us/step
6603 [D loss: 0.631778, acc.: 58.89%, KL div.: -0.050557] [G loss: 0.605872, KL div.: 0.605647, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6604 [D loss: 0.633818, acc.: 58.83%, KL div.: -0.048922] [G loss: 0.601805, KL div.: 0.601576, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6605 [D loss: 0.636336, acc.: 58.57%, KL div.: -0.049474] [G loss: 0.596781, KL div.: 0.596543, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
6606 [D loss: 0.638430, acc.: 58.82%, KL div.: -0.049546] [G loss: 0.595607, KL div.: 0.595371, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6607 [D loss: 0.638162, acc.: 58.80%, KL div.: -0.049637] [G loss: 0.595041, KL div.: 0.594796, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 998us/step
4/4 [==============================] - 0s 2ms/step
6608 [D loss: 0.642223, acc.: 58.91%, KL div.: -0.049429] [G loss: 0.591634, KL div.: 0.591384, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6609 [D loss: 0.641286, acc.: 58.85%, KL div.: -0.049955] [G loss: 0.593258, KL div.: 0.593011, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
6610 [D loss: 0.641938, acc.: 58.71%, KL div.: -0.048717] [G loss: 0.592067, KL div.: 0.591815, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 582us/step
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6611 [D loss: 0.643492, acc.: 59.59%, KL div.: -0.051374] [G loss: 0.594928, KL div.: 0.594680, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6612 [D loss: 0.645720, acc.: 59.91%, KL div.: -0.051023] [G loss: 0.597172, KL div.: 0.596926, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6613 [D loss: 0.643564, acc.: 59.85%, KL div.: -0.050502] [G loss: 0.600748, KL div.: 0.600497, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6614 [D loss: 0.640944, acc.: 59.94%, KL div.: -0.050603] [G loss: 0.603320, KL div.: 0.603076, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6615 [D loss: 0.642023, acc.: 60.27%, KL div.: -0.050728] [G loss: 0.606754, KL div.: 0.606510, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6616 [D loss: 0.641321, acc.: 60.60%, KL div.: -0.051234] [G loss: 0.613066, KL div.: 0.612820, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6617 [D loss: 0.639914, acc.: 60.84%, KL div.: -0.051482] [G loss: 0.616812, KL div.: 0.616568, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 818us/step
4/4 [==============================] - 0s 4ms/step
6618 [D loss: 0.638435, acc.: 61.02%, KL div.: -0.051698] [G loss: 0.621893, KL div.: 0.621646, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6619 [D loss: 0.636148, acc.: 60.99%, KL div.: -0.051466] [G loss: 0.626233, KL div.: 0.625983, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6620 [D loss: 0.633975, acc.: 61.15%, KL div.: -0.052121] [G loss: 0.629634, KL div.: 0.629385, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6621 [D loss: 0.632005, acc.: 61.03%, KL div.: -0.052557] [G loss: 0.632887, KL div.: 0.632625, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6622 [D loss: 0.631707, acc.: 61.27%, KL div.: -0.052217] [G loss: 0.636375, KL div.: 0.636113, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6623 [D loss: 0.631440, acc.: 61.32%, KL div.: -0.051203] [G loss: 0.639061, KL div.: 0.638790, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 877us/step
4/4 [==============================] - 0s 3ms/step
6624 [D loss: 0.630170, acc.: 61.39%, KL div.: -0.051443] [G loss: 0.641065, KL div.: 0.640785, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6625 [D loss: 0.629147, acc.: 61.15%, KL div.: -0.051593] [G loss: 0.640442, KL div.: 0.640166, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 749us/step
6626 [D loss: 0.630913, acc.: 61.41%, KL div.: -0.050544] [G loss: 0.642310, KL div.: 0.642019, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6627 [D loss: 0.630786, acc.: 61.42%, KL div.: -0.051634] [G loss: 0.639236, KL div.: 0.638949, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 411us/step
6628 [D loss: 0.634473, acc.: 61.64%, KL div.: -0.050049] [G loss: 0.634226, KL div.: 0.633948, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 231us/step
6629 [D loss: 0.635856, acc.: 61.80%, KL div.: -0.049268] [G loss: 0.631865, KL div.: 0.631585, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6630 [D loss: 0.634276, acc.: 61.30%, KL div.: -0.050786] [G loss: 0.626819, KL div.: 0.626546, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6631 [D loss: 0.634513, acc.: 61.20%, KL div.: -0.051093] [G loss: 0.622860, KL div.: 0.622597, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
6632 [D loss: 0.637606, acc.: 61.44%, KL div.: -0.050415] [G loss: 0.619887, KL div.: 0.619624, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6633 [D loss: 0.637399, acc.: 61.25%, KL div.: -0.050773] [G loss: 0.617036, KL div.: 0.616782, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6634 [D loss: 0.638978, acc.: 61.45%, KL div.: -0.050525] [G loss: 0.614473, KL div.: 0.614223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6635 [D loss: 0.639296, acc.: 61.20%, KL div.: -0.050925] [G loss: 0.609541, KL div.: 0.609297, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 336us/step
6636 [D loss: 0.639314, acc.: 61.18%, KL div.: -0.051652] [G loss: 0.609246, KL div.: 0.609016, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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6637 [D loss: 0.639031, acc.: 61.02%, KL div.: -0.052031] [G loss: 0.606890, KL div.: 0.606664, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6638 [D loss: 0.637227, acc.: 60.78%, KL div.: -0.052221] [G loss: 0.606540, KL div.: 0.606323, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6639 [D loss: 0.639807, acc.: 61.23%, KL div.: -0.050892] [G loss: 0.605108, KL div.: 0.604898, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6640 [D loss: 0.636553, acc.: 60.85%, KL div.: -0.052282] [G loss: 0.606866, KL div.: 0.606661, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6641 [D loss: 0.635475, acc.: 60.72%, KL div.: -0.051968] [G loss: 0.608148, KL div.: 0.607951, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6642 [D loss: 0.633410, acc.: 60.50%, KL div.: -0.052814] [G loss: 0.609183, KL div.: 0.608987, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6643 [D loss: 0.632978, acc.: 60.42%, KL div.: -0.052829] [G loss: 0.610901, KL div.: 0.610702, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6644 [D loss: 0.630989, acc.: 60.26%, KL div.: -0.052529] [G loss: 0.612948, KL div.: 0.612756, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6645 [D loss: 0.629679, acc.: 60.23%, KL div.: -0.053735] [G loss: 0.613867, KL div.: 0.613672, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6646 [D loss: 0.629494, acc.: 59.98%, KL div.: -0.051780] [G loss: 0.614297, KL div.: 0.614105, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 535us/step
4/4 [==============================] - 0s 2ms/step
6647 [D loss: 0.628590, acc.: 59.78%, KL div.: -0.051998] [G loss: 0.613283, KL div.: 0.613085, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 62us/step
6648 [D loss: 0.627329, acc.: 59.58%, KL div.: -0.051857] [G loss: 0.614242, KL div.: 0.614046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6649 [D loss: 0.628061, acc.: 59.46%, KL div.: -0.050558] [G loss: 0.614204, KL div.: 0.613999, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6650 [D loss: 0.628572, acc.: 59.44%, KL div.: -0.051449] [G loss: 0.613427, KL div.: 0.613226, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 548us/step
4/4 [==============================] - 0s 5ms/step
6651 [D loss: 0.628842, acc.: 58.85%, KL div.: -0.049580] [G loss: 0.609817, KL div.: 0.609604, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6652 [D loss: 0.631092, acc.: 59.14%, KL div.: -0.050473] [G loss: 0.608583, KL div.: 0.608366, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6653 [D loss: 0.633825, acc.: 59.19%, KL div.: -0.050636] [G loss: 0.605485, KL div.: 0.605260, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 433us/step
6654 [D loss: 0.635157, acc.: 59.24%, KL div.: -0.050591] [G loss: 0.602847, KL div.: 0.602616, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 731us/step
6655 [D loss: 0.636221, acc.: 59.03%, KL div.: -0.049053] [G loss: 0.601158, KL div.: 0.600922, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
6656 [D loss: 0.638876, acc.: 59.86%, KL div.: -0.051598] [G loss: 0.602630, KL div.: 0.602398, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6657 [D loss: 0.640273, acc.: 59.73%, KL div.: -0.050116] [G loss: 0.602520, KL div.: 0.602283, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6658 [D loss: 0.638963, acc.: 59.62%, KL div.: -0.050245] [G loss: 0.601829, KL div.: 0.601591, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6659 [D loss: 0.640733, acc.: 59.90%, KL div.: -0.050876] [G loss: 0.602169, KL div.: 0.601926, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6660 [D loss: 0.643240, acc.: 59.98%, KL div.: -0.050438] [G loss: 0.600996, KL div.: 0.600752, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6661 [D loss: 0.643605, acc.: 60.52%, KL div.: -0.052186] [G loss: 0.603098, KL div.: 0.602849, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 939us/step
6662 [D loss: 0.641934, acc.: 60.36%, KL div.: -0.050653] [G loss: 0.606522, KL div.: 0.606272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 690us/step
6663 [D loss: 0.641316, acc.: 60.50%, KL div.: -0.051021] [G loss: 0.610494, KL div.: 0.610248, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6664 [D loss: 0.639274, acc.: 60.58%, KL div.: -0.050519] [G loss: 0.614398, KL div.: 0.614150, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6665 [D loss: 0.640708, acc.: 61.02%, KL div.: -0.052120] [G loss: 0.615925, KL div.: 0.615666, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6666 [D loss: 0.636906, acc.: 60.72%, KL div.: -0.050717] [G loss: 0.621171, KL div.: 0.620918, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6667 [D loss: 0.639356, acc.: 60.82%, KL div.: -0.049131] [G loss: 0.621611, KL div.: 0.621348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6668 [D loss: 0.637567, acc.: 61.05%, KL div.: -0.050031] [G loss: 0.623870, KL div.: 0.623613, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6669 [D loss: 0.637153, acc.: 61.15%, KL div.: -0.049119] [G loss: 0.627506, KL div.: 0.627237, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 488us/step
4/4 [==============================] - 0s 3ms/step
6670 [D loss: 0.636032, acc.: 60.93%, KL div.: -0.049215] [G loss: 0.628264, KL div.: 0.627999, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 131us/step
6671 [D loss: 0.634120, acc.: 61.15%, KL div.: -0.050345] [G loss: 0.633184, KL div.: 0.632904, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6672 [D loss: 0.636438, acc.: 61.36%, KL div.: -0.049220] [G loss: 0.632665, KL div.: 0.632394, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6673 [D loss: 0.635882, acc.: 61.26%, KL div.: -0.048189] [G loss: 0.631875, KL div.: 0.631593, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6674 [D loss: 0.636464, acc.: 61.15%, KL div.: -0.047422] [G loss: 0.631864, KL div.: 0.631586, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6675 [D loss: 0.635991, acc.: 61.05%, KL div.: -0.048182] [G loss: 0.628654, KL div.: 0.628371, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6676 [D loss: 0.639261, acc.: 61.38%, KL div.: -0.046358] [G loss: 0.626828, KL div.: 0.626557, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6677 [D loss: 0.637509, acc.: 61.09%, KL div.: -0.047474] [G loss: 0.625541, KL div.: 0.625263, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 220us/step
6678 [D loss: 0.641115, acc.: 61.37%, KL div.: -0.046446] [G loss: 0.623264, KL div.: 0.622994, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
6679 [D loss: 0.642371, acc.: 61.51%, KL div.: -0.046172] [G loss: 0.619644, KL div.: 0.619389, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6680 [D loss: 0.640636, acc.: 61.10%, KL div.: -0.046935] [G loss: 0.615974, KL div.: 0.615719, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6681 [D loss: 0.642037, acc.: 61.41%, KL div.: -0.047452] [G loss: 0.616485, KL div.: 0.616237, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6682 [D loss: 0.640598, acc.: 61.02%, KL div.: -0.047809] [G loss: 0.613629, KL div.: 0.613386, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6683 [D loss: 0.641886, acc.: 61.06%, KL div.: -0.047658] [G loss: 0.610750, KL div.: 0.610519, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 574us/step
6684 [D loss: 0.640495, acc.: 60.75%, KL div.: -0.048757] [G loss: 0.609173, KL div.: 0.608936, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6685 [D loss: 0.640755, acc.: 60.75%, KL div.: -0.048778] [G loss: 0.607777, KL div.: 0.607555, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6686 [D loss: 0.640881, acc.: 60.84%, KL div.: -0.049126] [G loss: 0.606109, KL div.: 0.605884, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6687 [D loss: 0.639849, acc.: 60.68%, KL div.: -0.049704] [G loss: 0.606481, KL div.: 0.606265, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6688 [D loss: 0.638672, acc.: 60.64%, KL div.: -0.050207] [G loss: 0.608073, KL div.: 0.607867, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6689 [D loss: 0.638229, acc.: 60.61%, KL div.: -0.050003] [G loss: 0.607553, KL div.: 0.607350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6690 [D loss: 0.636247, acc.: 60.47%, KL div.: -0.050121] [G loss: 0.609279, KL div.: 0.609081, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6691 [D loss: 0.635695, acc.: 60.37%, KL div.: -0.050199] [G loss: 0.610326, KL div.: 0.610125, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6692 [D loss: 0.633395, acc.: 60.40%, KL div.: -0.050611] [G loss: 0.612511, KL div.: 0.612320, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
6693 [D loss: 0.631823, acc.: 60.09%, KL div.: -0.051546] [G loss: 0.614304, KL div.: 0.614111, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
6694 [D loss: 0.632134, acc.: 60.06%, KL div.: -0.050581] [G loss: 0.613774, KL div.: 0.613578, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 814us/step
4/4 [==============================] - 0s 2ms/step
6695 [D loss: 0.630885, acc.: 59.73%, KL div.: -0.049235] [G loss: 0.613041, KL div.: 0.612845, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6696 [D loss: 0.629481, acc.: 59.47%, KL div.: -0.050404] [G loss: 0.614505, KL div.: 0.614304, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6697 [D loss: 0.629834, acc.: 59.66%, KL div.: -0.051741] [G loss: 0.614412, KL div.: 0.614208, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6698 [D loss: 0.629270, acc.: 59.45%, KL div.: -0.050465] [G loss: 0.614177, KL div.: 0.613966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6699 [D loss: 0.629556, acc.: 59.27%, KL div.: -0.050362] [G loss: 0.613210, KL div.: 0.612999, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 62ms/step
4/4 [==============================] - 0s 24ms/step
6700 [D loss: 0.629277, acc.: 59.16%, KL div.: -0.050512] [G loss: 0.611933, KL div.: 0.611713, FID: 34.937599]
1/1 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 71ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6701 [D loss: 0.631634, acc.: 59.27%, KL div.: -0.049891] [G loss: 0.609574, KL div.: 0.609344, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 537us/step
6702 [D loss: 0.631418, acc.: 58.92%, KL div.: -0.050028] [G loss: 0.607063, KL div.: 0.606831, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6703 [D loss: 0.632574, acc.: 59.18%, KL div.: -0.050299] [G loss: 0.609091, KL div.: 0.608858, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6704 [D loss: 0.634218, acc.: 58.85%, KL div.: -0.049206] [G loss: 0.605005, KL div.: 0.604755, FID: 0.000000]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6705 [D loss: 0.634790, acc.: 59.06%, KL div.: -0.049664] [G loss: 0.607171, KL div.: 0.606926, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6706 [D loss: 0.637883, acc.: 59.42%, KL div.: -0.049490] [G loss: 0.604454, KL div.: 0.604197, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6707 [D loss: 0.638689, acc.: 59.42%, KL div.: -0.051106] [G loss: 0.604115, KL div.: 0.603861, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 493us/step
6708 [D loss: 0.640228, acc.: 59.68%, KL div.: -0.050272] [G loss: 0.604163, KL div.: 0.603897, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6709 [D loss: 0.641282, acc.: 59.81%, KL div.: -0.049965] [G loss: 0.604408, KL div.: 0.604146, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 795us/step
6710 [D loss: 0.642493, acc.: 60.19%, KL div.: -0.051407] [G loss: 0.605784, KL div.: 0.605523, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6711 [D loss: 0.640663, acc.: 59.98%, KL div.: -0.050051] [G loss: 0.609185, KL div.: 0.608922, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 828us/step
6712 [D loss: 0.642407, acc.: 60.35%, KL div.: -0.050604] [G loss: 0.607834, KL div.: 0.607562, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6713 [D loss: 0.643353, acc.: 60.75%, KL div.: -0.052264] [G loss: 0.610741, KL div.: 0.610476, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6714 [D loss: 0.641872, acc.: 60.55%, KL div.: -0.050412] [G loss: 0.613062, KL div.: 0.612788, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6715 [D loss: 0.641642, acc.: 60.96%, KL div.: -0.052061] [G loss: 0.615068, KL div.: 0.614793, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
6716 [D loss: 0.639281, acc.: 60.90%, KL div.: -0.051181] [G loss: 0.618626, KL div.: 0.618347, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6717 [D loss: 0.641422, acc.: 61.34%, KL div.: -0.051133] [G loss: 0.621008, KL div.: 0.620731, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6718 [D loss: 0.638237, acc.: 61.26%, KL div.: -0.052035] [G loss: 0.626396, KL div.: 0.626106, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6719 [D loss: 0.637271, acc.: 61.25%, KL div.: -0.050489] [G loss: 0.627098, KL div.: 0.626813, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6720 [D loss: 0.637316, acc.: 61.37%, KL div.: -0.051599] [G loss: 0.628431, KL div.: 0.628145, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6721 [D loss: 0.634264, acc.: 61.13%, KL div.: -0.051388] [G loss: 0.631072, KL div.: 0.630778, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 4ms/step
6722 [D loss: 0.635310, acc.: 61.38%, KL div.: -0.050613] [G loss: 0.631275, KL div.: 0.630989, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
6723 [D loss: 0.634048, acc.: 61.23%, KL div.: -0.050770] [G loss: 0.632321, KL div.: 0.632024, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6724 [D loss: 0.637827, acc.: 61.73%, KL div.: -0.048524] [G loss: 0.632186, KL div.: 0.631889, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6725 [D loss: 0.635483, acc.: 61.38%, KL div.: -0.049433] [G loss: 0.630393, KL div.: 0.630102, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6726 [D loss: 0.635738, acc.: 61.39%, KL div.: -0.049593] [G loss: 0.628983, KL div.: 0.628692, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6727 [D loss: 0.633706, acc.: 60.85%, KL div.: -0.050109] [G loss: 0.625262, KL div.: 0.624980, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
6728 [D loss: 0.636479, acc.: 61.18%, KL div.: -0.049223] [G loss: 0.624133, KL div.: 0.623850, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6729 [D loss: 0.634911, acc.: 60.78%, KL div.: -0.050144] [G loss: 0.620675, KL div.: 0.620402, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6730 [D loss: 0.637751, acc.: 61.02%, KL div.: -0.048871] [G loss: 0.618747, KL div.: 0.618475, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6731 [D loss: 0.639189, acc.: 61.05%, KL div.: -0.048282] [G loss: 0.615352, KL div.: 0.615090, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6732 [D loss: 0.638828, acc.: 60.76%, KL div.: -0.049656] [G loss: 0.610573, KL div.: 0.610312, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 541us/step
6733 [D loss: 0.638651, acc.: 60.59%, KL div.: -0.049964] [G loss: 0.608303, KL div.: 0.608059, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6734 [D loss: 0.638898, acc.: 60.75%, KL div.: -0.049623] [G loss: 0.608469, KL div.: 0.608239, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6735 [D loss: 0.639339, acc.: 60.59%, KL div.: -0.049026] [G loss: 0.606899, KL div.: 0.606665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6736 [D loss: 0.638789, acc.: 60.43%, KL div.: -0.049057] [G loss: 0.605575, KL div.: 0.605344, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6737 [D loss: 0.637132, acc.: 60.25%, KL div.: -0.049697] [G loss: 0.605338, KL div.: 0.605120, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
6738 [D loss: 0.637306, acc.: 60.24%, KL div.: -0.049893] [G loss: 0.604961, KL div.: 0.604750, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6739 [D loss: 0.635874, acc.: 60.16%, KL div.: -0.050216] [G loss: 0.605800, KL div.: 0.605588, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6740 [D loss: 0.631964, acc.: 59.79%, KL div.: -0.051638] [G loss: 0.607603, KL div.: 0.607400, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6741 [D loss: 0.631299, acc.: 59.76%, KL div.: -0.050675] [G loss: 0.608753, KL div.: 0.608551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6742 [D loss: 0.630614, acc.: 59.52%, KL div.: -0.050653] [G loss: 0.608532, KL div.: 0.608325, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6743 [D loss: 0.630589, acc.: 59.66%, KL div.: -0.051821] [G loss: 0.609885, KL div.: 0.609689, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
6744 [D loss: 0.628771, acc.: 59.34%, KL div.: -0.049695] [G loss: 0.612053, KL div.: 0.611852, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
6745 [D loss: 0.628324, acc.: 59.20%, KL div.: -0.051138] [G loss: 0.610812, KL div.: 0.610602, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6746 [D loss: 0.626498, acc.: 58.65%, KL div.: -0.049507] [G loss: 0.612111, KL div.: 0.611902, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6747 [D loss: 0.628929, acc.: 58.78%, KL div.: -0.049571] [G loss: 0.608967, KL div.: 0.608760, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6748 [D loss: 0.629854, acc.: 58.82%, KL div.: -0.050016] [G loss: 0.607694, KL div.: 0.607475, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6749 [D loss: 0.630406, acc.: 58.67%, KL div.: -0.049443] [G loss: 0.605849, KL div.: 0.605627, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
6750 [D loss: 0.634334, acc.: 58.63%, KL div.: -0.049742] [G loss: 0.599322, KL div.: 0.599090, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6751 [D loss: 0.636064, acc.: 59.16%, KL div.: -0.050824] [G loss: 0.600144, KL div.: 0.599915, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6752 [D loss: 0.632503, acc.: 58.35%, KL div.: -0.049173] [G loss: 0.601746, KL div.: 0.601511, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6753 [D loss: 0.639589, acc.: 59.30%, KL div.: -0.050885] [G loss: 0.598225, KL div.: 0.597984, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6754 [D loss: 0.639469, acc.: 59.08%, KL div.: -0.050284] [G loss: 0.596950, KL div.: 0.596704, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
6755 [D loss: 0.640418, acc.: 59.14%, KL div.: -0.050101] [G loss: 0.598314, KL div.: 0.598075, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6756 [D loss: 0.641652, acc.: 59.60%, KL div.: -0.050185] [G loss: 0.599215, KL div.: 0.598970, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6757 [D loss: 0.641083, acc.: 59.71%, KL div.: -0.049822] [G loss: 0.603567, KL div.: 0.603325, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6758 [D loss: 0.642225, acc.: 60.25%, KL div.: -0.051028] [G loss: 0.603385, KL div.: 0.603141, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6759 [D loss: 0.640765, acc.: 60.20%, KL div.: -0.049673] [G loss: 0.606290, KL div.: 0.606048, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6760 [D loss: 0.642468, acc.: 60.69%, KL div.: -0.051517] [G loss: 0.610237, KL div.: 0.609992, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6761 [D loss: 0.641031, acc.: 60.96%, KL div.: -0.051797] [G loss: 0.613740, KL div.: 0.613497, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6762 [D loss: 0.640012, acc.: 61.19%, KL div.: -0.051762] [G loss: 0.620047, KL div.: 0.619806, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
6763 [D loss: 0.637895, acc.: 61.11%, KL div.: -0.051555] [G loss: 0.623054, KL div.: 0.622802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6764 [D loss: 0.636069, acc.: 61.32%, KL div.: -0.052569] [G loss: 0.628144, KL div.: 0.627897, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
6765 [D loss: 0.635599, acc.: 61.49%, KL div.: -0.052695] [G loss: 0.630421, KL div.: 0.630170, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6766 [D loss: 0.632973, acc.: 61.49%, KL div.: -0.052638] [G loss: 0.634220, KL div.: 0.633966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6767 [D loss: 0.633009, acc.: 61.60%, KL div.: -0.051812] [G loss: 0.638381, KL div.: 0.638125, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6768 [D loss: 0.634223, acc.: 61.89%, KL div.: -0.051770] [G loss: 0.637303, KL div.: 0.637038, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6769 [D loss: 0.631727, acc.: 61.67%, KL div.: -0.051783] [G loss: 0.639864, KL div.: 0.639588, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6770 [D loss: 0.634682, acc.: 62.05%, KL div.: -0.050546] [G loss: 0.640982, KL div.: 0.640715, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6771 [D loss: 0.632194, acc.: 61.60%, KL div.: -0.052162] [G loss: 0.638528, KL div.: 0.638248, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6772 [D loss: 0.635304, acc.: 61.90%, KL div.: -0.050978] [G loss: 0.634957, KL div.: 0.634680, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6773 [D loss: 0.633886, acc.: 61.70%, KL div.: -0.051533] [G loss: 0.634133, KL div.: 0.633858, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6774 [D loss: 0.635506, acc.: 61.59%, KL div.: -0.051214] [G loss: 0.629678, KL div.: 0.629407, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6775 [D loss: 0.634001, acc.: 61.32%, KL div.: -0.052033] [G loss: 0.627746, KL div.: 0.627487, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6776 [D loss: 0.636726, acc.: 61.47%, KL div.: -0.051876] [G loss: 0.623721, KL div.: 0.623464, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6777 [D loss: 0.642350, acc.: 62.04%, KL div.: -0.049429] [G loss: 0.619415, KL div.: 0.619157, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6778 [D loss: 0.640816, acc.: 61.65%, KL div.: -0.049776] [G loss: 0.616604, KL div.: 0.616362, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6779 [D loss: 0.638490, acc.: 61.10%, KL div.: -0.052180] [G loss: 0.611994, KL div.: 0.611764, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6780 [D loss: 0.640550, acc.: 61.28%, KL div.: -0.051200] [G loss: 0.609566, KL div.: 0.609335, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6781 [D loss: 0.641127, acc.: 61.36%, KL div.: -0.050973] [G loss: 0.608990, KL div.: 0.608770, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6782 [D loss: 0.638635, acc.: 60.93%, KL div.: -0.052198] [G loss: 0.608034, KL div.: 0.607826, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6783 [D loss: 0.638000, acc.: 60.94%, KL div.: -0.052431] [G loss: 0.607977, KL div.: 0.607777, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 429us/step
6784 [D loss: 0.638301, acc.: 60.97%, KL div.: -0.051417] [G loss: 0.609286, KL div.: 0.609099, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 858us/step
6785 [D loss: 0.634319, acc.: 60.51%, KL div.: -0.052461] [G loss: 0.610649, KL div.: 0.610474, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6786 [D loss: 0.632241, acc.: 60.45%, KL div.: -0.052928] [G loss: 0.614517, KL div.: 0.614345, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
6787 [D loss: 0.631742, acc.: 60.52%, KL div.: -0.052914] [G loss: 0.614616, KL div.: 0.614447, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 890us/step
6788 [D loss: 0.629394, acc.: 60.17%, KL div.: -0.052303] [G loss: 0.616745, KL div.: 0.616574, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 986us/step
4/4 [==============================] - 0s 2ms/step
6789 [D loss: 0.628051, acc.: 60.10%, KL div.: -0.052081] [G loss: 0.617291, KL div.: 0.617121, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6790 [D loss: 0.627472, acc.: 59.98%, KL div.: -0.052754] [G loss: 0.617454, KL div.: 0.617274, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6791 [D loss: 0.626493, acc.: 59.75%, KL div.: -0.051574] [G loss: 0.617866, KL div.: 0.617689, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6792 [D loss: 0.626314, acc.: 59.49%, KL div.: -0.051791] [G loss: 0.615418, KL div.: 0.615235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6793 [D loss: 0.627517, acc.: 59.40%, KL div.: -0.051433] [G loss: 0.612620, KL div.: 0.612433, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6794 [D loss: 0.626581, acc.: 59.03%, KL div.: -0.051014] [G loss: 0.612338, KL div.: 0.612148, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6795 [D loss: 0.629719, acc.: 59.02%, KL div.: -0.050843] [G loss: 0.607675, KL div.: 0.607477, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6796 [D loss: 0.632098, acc.: 59.05%, KL div.: -0.050619] [G loss: 0.605777, KL div.: 0.605576, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6797 [D loss: 0.631972, acc.: 58.70%, KL div.: -0.049634] [G loss: 0.603407, KL div.: 0.603200, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6798 [D loss: 0.633027, acc.: 58.63%, KL div.: -0.049182] [G loss: 0.602039, KL div.: 0.601831, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 429us/step
6799 [D loss: 0.637434, acc.: 59.06%, KL div.: -0.050031] [G loss: 0.598297, KL div.: 0.598082, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 1s 59ms/step
4/4 [==============================] - 0s 24ms/step
6800 [D loss: 0.639090, acc.: 59.00%, KL div.: -0.049651] [G loss: 0.595864, KL div.: 0.595646, FID: 37.924649]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 61ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6801 [D loss: 0.638621, acc.: 58.86%, KL div.: -0.048741] [G loss: 0.595893, KL div.: 0.595670, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6802 [D loss: 0.642570, acc.: 59.16%, KL div.: -0.049309] [G loss: 0.593849, KL div.: 0.593625, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6803 [D loss: 0.641470, acc.: 59.32%, KL div.: -0.049601] [G loss: 0.597645, KL div.: 0.597420, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6804 [D loss: 0.642892, acc.: 59.63%, KL div.: -0.049693] [G loss: 0.598190, KL div.: 0.597963, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6805 [D loss: 0.646853, acc.: 60.22%, KL div.: -0.050252] [G loss: 0.599020, KL div.: 0.598792, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6806 [D loss: 0.645441, acc.: 60.42%, KL div.: -0.051019] [G loss: 0.601587, KL div.: 0.601353, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6807 [D loss: 0.642892, acc.: 60.66%, KL div.: -0.051490] [G loss: 0.609059, KL div.: 0.608832, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6808 [D loss: 0.640519, acc.: 60.71%, KL div.: -0.051317] [G loss: 0.614322, KL div.: 0.614090, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6809 [D loss: 0.639448, acc.: 60.85%, KL div.: -0.050452] [G loss: 0.618639, KL div.: 0.618400, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6810 [D loss: 0.638491, acc.: 60.99%, KL div.: -0.050676] [G loss: 0.622278, KL div.: 0.622042, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6811 [D loss: 0.634922, acc.: 61.14%, KL div.: -0.051349] [G loss: 0.628377, KL div.: 0.628145, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6812 [D loss: 0.634249, acc.: 61.19%, KL div.: -0.051207] [G loss: 0.631595, KL div.: 0.631348, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 1ms/step
6813 [D loss: 0.632055, acc.: 61.23%, KL div.: -0.051100] [G loss: 0.637992, KL div.: 0.637736, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6814 [D loss: 0.630679, acc.: 60.98%, KL div.: -0.050415] [G loss: 0.638784, KL div.: 0.638528, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6815 [D loss: 0.631809, acc.: 61.33%, KL div.: -0.049595] [G loss: 0.640902, KL div.: 0.640630, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6816 [D loss: 0.630982, acc.: 61.16%, KL div.: -0.049324] [G loss: 0.641684, KL div.: 0.641408, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6817 [D loss: 0.633615, acc.: 61.61%, KL div.: -0.047876] [G loss: 0.640875, KL div.: 0.640604, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6818 [D loss: 0.632144, acc.: 61.06%, KL div.: -0.049010] [G loss: 0.636231, KL div.: 0.635956, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 864us/step
4/4 [==============================] - 0s 525us/step
6819 [D loss: 0.636410, acc.: 61.57%, KL div.: -0.046824] [G loss: 0.633015, KL div.: 0.632743, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 228us/step
6820 [D loss: 0.636848, acc.: 61.26%, KL div.: -0.046971] [G loss: 0.628961, KL div.: 0.628690, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6821 [D loss: 0.633715, acc.: 60.57%, KL div.: -0.048543] [G loss: 0.625358, KL div.: 0.625091, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6822 [D loss: 0.642657, acc.: 61.55%, KL div.: -0.046662] [G loss: 0.618007, KL div.: 0.617753, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6823 [D loss: 0.641692, acc.: 61.34%, KL div.: -0.046753] [G loss: 0.617031, KL div.: 0.616773, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6824 [D loss: 0.641886, acc.: 60.91%, KL div.: -0.047299] [G loss: 0.611355, KL div.: 0.611109, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6825 [D loss: 0.640561, acc.: 60.67%, KL div.: -0.048239] [G loss: 0.609738, KL div.: 0.609499, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
6826 [D loss: 0.646059, acc.: 61.54%, KL div.: -0.047099] [G loss: 0.608045, KL div.: 0.607819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6827 [D loss: 0.640063, acc.: 60.67%, KL div.: -0.049999] [G loss: 0.607002, KL div.: 0.606779, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6828 [D loss: 0.642514, acc.: 61.16%, KL div.: -0.048902] [G loss: 0.607027, KL div.: 0.606815, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6829 [D loss: 0.639640, acc.: 60.81%, KL div.: -0.050075] [G loss: 0.606894, KL div.: 0.606692, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6830 [D loss: 0.639080, acc.: 60.83%, KL div.: -0.051025] [G loss: 0.606600, KL div.: 0.606408, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6831 [D loss: 0.637353, acc.: 60.91%, KL div.: -0.050559] [G loss: 0.608648, KL div.: 0.608464, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6832 [D loss: 0.636279, acc.: 61.06%, KL div.: -0.051418] [G loss: 0.612254, KL div.: 0.612069, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 844us/step
6833 [D loss: 0.633507, acc.: 60.66%, KL div.: -0.050368] [G loss: 0.614801, KL div.: 0.614622, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6834 [D loss: 0.632305, acc.: 60.48%, KL div.: -0.051612] [G loss: 0.615961, KL div.: 0.615780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6835 [D loss: 0.631242, acc.: 60.44%, KL div.: -0.050574] [G loss: 0.618353, KL div.: 0.618179, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6836 [D loss: 0.629350, acc.: 60.28%, KL div.: -0.050513] [G loss: 0.619828, KL div.: 0.619656, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6837 [D loss: 0.628537, acc.: 60.18%, KL div.: -0.051283] [G loss: 0.620447, KL div.: 0.620273, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6838 [D loss: 0.628141, acc.: 60.22%, KL div.: -0.051963] [G loss: 0.621635, KL div.: 0.621463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6839 [D loss: 0.628928, acc.: 59.99%, KL div.: -0.050161] [G loss: 0.619063, KL div.: 0.618884, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6840 [D loss: 0.627676, acc.: 59.55%, KL div.: -0.048482] [G loss: 0.619647, KL div.: 0.619454, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6841 [D loss: 0.628680, acc.: 59.34%, KL div.: -0.049161] [G loss: 0.615245, KL div.: 0.615047, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6842 [D loss: 0.629810, acc.: 59.45%, KL div.: -0.049064] [G loss: 0.614507, KL div.: 0.614305, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6843 [D loss: 0.630170, acc.: 59.14%, KL div.: -0.048061] [G loss: 0.612778, KL div.: 0.612568, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6844 [D loss: 0.631767, acc.: 59.27%, KL div.: -0.048491] [G loss: 0.610796, KL div.: 0.610591, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6845 [D loss: 0.635292, acc.: 59.47%, KL div.: -0.049072] [G loss: 0.607740, KL div.: 0.607525, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6846 [D loss: 0.635841, acc.: 58.86%, KL div.: -0.048034] [G loss: 0.603018, KL div.: 0.602790, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
6847 [D loss: 0.638201, acc.: 59.53%, KL div.: -0.049624] [G loss: 0.603623, KL div.: 0.603403, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6848 [D loss: 0.641609, acc.: 59.39%, KL div.: -0.048718] [G loss: 0.598761, KL div.: 0.598531, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6849 [D loss: 0.642585, acc.: 59.70%, KL div.: -0.050096] [G loss: 0.596964, KL div.: 0.596735, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6850 [D loss: 0.643044, acc.: 59.60%, KL div.: -0.050024] [G loss: 0.597305, KL div.: 0.597070, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6851 [D loss: 0.644198, acc.: 59.58%, KL div.: -0.049361] [G loss: 0.597463, KL div.: 0.597228, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 972us/step
6852 [D loss: 0.646037, acc.: 59.89%, KL div.: -0.050014] [G loss: 0.596790, KL div.: 0.596552, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6853 [D loss: 0.646622, acc.: 60.16%, KL div.: -0.050866] [G loss: 0.597516, KL div.: 0.597280, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6854 [D loss: 0.647614, acc.: 60.36%, KL div.: -0.050595] [G loss: 0.599428, KL div.: 0.599193, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
6855 [D loss: 0.644940, acc.: 60.58%, KL div.: -0.051057] [G loss: 0.604247, KL div.: 0.604013, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6856 [D loss: 0.642625, acc.: 60.72%, KL div.: -0.052417] [G loss: 0.608082, KL div.: 0.607835, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6857 [D loss: 0.642197, acc.: 60.83%, KL div.: -0.051599] [G loss: 0.612170, KL div.: 0.611932, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 852us/step
6858 [D loss: 0.640510, acc.: 60.88%, KL div.: -0.051742] [G loss: 0.617083, KL div.: 0.616835, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6859 [D loss: 0.638230, acc.: 60.90%, KL div.: -0.052021] [G loss: 0.620946, KL div.: 0.620697, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6860 [D loss: 0.635172, acc.: 60.93%, KL div.: -0.051138] [G loss: 0.628878, KL div.: 0.628617, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6861 [D loss: 0.634100, acc.: 61.08%, KL div.: -0.052098] [G loss: 0.631671, KL div.: 0.631405, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6862 [D loss: 0.633429, acc.: 61.28%, KL div.: -0.050379] [G loss: 0.636730, KL div.: 0.636454, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6863 [D loss: 0.633007, acc.: 61.38%, KL div.: -0.050570] [G loss: 0.639661, KL div.: 0.639371, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 862us/step
6864 [D loss: 0.633072, acc.: 61.30%, KL div.: -0.049863] [G loss: 0.640029, KL div.: 0.639745, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6865 [D loss: 0.631411, acc.: 61.31%, KL div.: -0.049252] [G loss: 0.644066, KL div.: 0.643772, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6866 [D loss: 0.632076, acc.: 61.31%, KL div.: -0.048578] [G loss: 0.642665, KL div.: 0.642351, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6867 [D loss: 0.634051, acc.: 61.54%, KL div.: -0.048299] [G loss: 0.641865, KL div.: 0.641555, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6868 [D loss: 0.633083, acc.: 61.22%, KL div.: -0.048670] [G loss: 0.636677, KL div.: 0.636367, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6869 [D loss: 0.635004, acc.: 61.24%, KL div.: -0.047603] [G loss: 0.635258, KL div.: 0.634945, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6870 [D loss: 0.637453, acc.: 61.40%, KL div.: -0.046540] [G loss: 0.632494, KL div.: 0.632185, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
6871 [D loss: 0.637170, acc.: 60.86%, KL div.: -0.047396] [G loss: 0.623945, KL div.: 0.623658, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6872 [D loss: 0.640703, acc.: 61.19%, KL div.: -0.046331] [G loss: 0.621588, KL div.: 0.621296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
6873 [D loss: 0.645292, acc.: 61.56%, KL div.: -0.045660] [G loss: 0.614992, KL div.: 0.614712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6874 [D loss: 0.645232, acc.: 61.40%, KL div.: -0.046387] [G loss: 0.611706, KL div.: 0.611438, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6875 [D loss: 0.643087, acc.: 60.93%, KL div.: -0.047960] [G loss: 0.608627, KL div.: 0.608370, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6876 [D loss: 0.644589, acc.: 60.95%, KL div.: -0.047829] [G loss: 0.603333, KL div.: 0.603090, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 4ms/step
6877 [D loss: 0.643517, acc.: 60.99%, KL div.: -0.048152] [G loss: 0.604733, KL div.: 0.604503, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 460us/step
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6878 [D loss: 0.643745, acc.: 61.11%, KL div.: -0.048811] [G loss: 0.604967, KL div.: 0.604735, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6879 [D loss: 0.641463, acc.: 60.87%, KL div.: -0.048294] [G loss: 0.605693, KL div.: 0.605471, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
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6880 [D loss: 0.639201, acc.: 60.65%, KL div.: -0.050546] [G loss: 0.605797, KL div.: 0.605598, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6881 [D loss: 0.637349, acc.: 60.59%, KL div.: -0.050507] [G loss: 0.606717, KL div.: 0.606520, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
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6882 [D loss: 0.636622, acc.: 60.47%, KL div.: -0.050119] [G loss: 0.608430, KL div.: 0.608236, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6883 [D loss: 0.633653, acc.: 60.32%, KL div.: -0.051010] [G loss: 0.610993, KL div.: 0.610807, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
6884 [D loss: 0.632701, acc.: 60.25%, KL div.: -0.050966] [G loss: 0.613383, KL div.: 0.613196, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6885 [D loss: 0.631188, acc.: 60.14%, KL div.: -0.050328] [G loss: 0.615253, KL div.: 0.615067, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6886 [D loss: 0.629577, acc.: 59.96%, KL div.: -0.050878] [G loss: 0.615258, KL div.: 0.615075, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6887 [D loss: 0.628388, acc.: 59.64%, KL div.: -0.051415] [G loss: 0.613737, KL div.: 0.613539, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6888 [D loss: 0.627924, acc.: 59.40%, KL div.: -0.050485] [G loss: 0.614365, KL div.: 0.614169, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6889 [D loss: 0.628596, acc.: 59.45%, KL div.: -0.050828] [G loss: 0.613421, KL div.: 0.613228, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6890 [D loss: 0.627718, acc.: 59.42%, KL div.: -0.051800] [G loss: 0.613094, KL div.: 0.612897, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6891 [D loss: 0.627760, acc.: 59.05%, KL div.: -0.050233] [G loss: 0.612190, KL div.: 0.611985, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6892 [D loss: 0.629186, acc.: 58.88%, KL div.: -0.050125] [G loss: 0.607331, KL div.: 0.607118, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 770us/step
6893 [D loss: 0.630441, acc.: 58.99%, KL div.: -0.051079] [G loss: 0.606421, KL div.: 0.606205, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 674us/step
6894 [D loss: 0.632307, acc.: 59.11%, KL div.: -0.050679] [G loss: 0.605526, KL div.: 0.605306, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6895 [D loss: 0.634220, acc.: 59.00%, KL div.: -0.050557] [G loss: 0.602399, KL div.: 0.602168, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6896 [D loss: 0.633097, acc.: 58.48%, KL div.: -0.048938] [G loss: 0.601010, KL div.: 0.600777, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
6897 [D loss: 0.633071, acc.: 58.64%, KL div.: -0.049530] [G loss: 0.602028, KL div.: 0.601797, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6898 [D loss: 0.641485, acc.: 59.41%, KL div.: -0.050949] [G loss: 0.594091, KL div.: 0.593843, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6899 [D loss: 0.639190, acc.: 58.85%, KL div.: -0.049257] [G loss: 0.596820, KL div.: 0.596572, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 53ms/step
4/4 [==============================] - 0s 32ms/step
6900 [D loss: 0.641554, acc.: 59.37%, KL div.: -0.051421] [G loss: 0.595571, KL div.: 0.595316, FID: 43.768214]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 65ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 392us/step
6901 [D loss: 0.641858, acc.: 59.70%, KL div.: -0.051050] [G loss: 0.598617, KL div.: 0.598365, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6902 [D loss: 0.642001, acc.: 59.86%, KL div.: -0.051699] [G loss: 0.601239, KL div.: 0.600986, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6903 [D loss: 0.642899, acc.: 59.86%, KL div.: -0.050229] [G loss: 0.603434, KL div.: 0.603163, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6904 [D loss: 0.643939, acc.: 60.35%, KL div.: -0.051088] [G loss: 0.605766, KL div.: 0.605509, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6905 [D loss: 0.640781, acc.: 60.39%, KL div.: -0.050991] [G loss: 0.611746, KL div.: 0.611474, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6906 [D loss: 0.640415, acc.: 60.45%, KL div.: -0.050741] [G loss: 0.611805, KL div.: 0.611532, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6907 [D loss: 0.638578, acc.: 60.74%, KL div.: -0.051887] [G loss: 0.617936, KL div.: 0.617667, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 230us/step
6908 [D loss: 0.637156, acc.: 60.84%, KL div.: -0.052218] [G loss: 0.623701, KL div.: 0.623418, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6909 [D loss: 0.635580, acc.: 60.89%, KL div.: -0.052189] [G loss: 0.626889, KL div.: 0.626606, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 779us/step
4/4 [==============================] - 0s 2ms/step
6910 [D loss: 0.635940, acc.: 61.01%, KL div.: -0.051176] [G loss: 0.628903, KL div.: 0.628607, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6911 [D loss: 0.631849, acc.: 60.82%, KL div.: -0.051957] [G loss: 0.632987, KL div.: 0.632685, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 835us/step
6912 [D loss: 0.634235, acc.: 61.22%, KL div.: -0.050454] [G loss: 0.636694, KL div.: 0.636396, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6913 [D loss: 0.631364, acc.: 60.89%, KL div.: -0.051393] [G loss: 0.636813, KL div.: 0.636504, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6914 [D loss: 0.633070, acc.: 61.13%, KL div.: -0.049351] [G loss: 0.639201, KL div.: 0.638883, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
6915 [D loss: 0.634820, acc.: 61.23%, KL div.: -0.048738] [G loss: 0.634049, KL div.: 0.633732, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6916 [D loss: 0.637222, acc.: 61.23%, KL div.: -0.047621] [G loss: 0.633018, KL div.: 0.632694, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6917 [D loss: 0.638118, acc.: 61.16%, KL div.: -0.048049] [G loss: 0.628463, KL div.: 0.628145, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6918 [D loss: 0.636795, acc.: 60.76%, KL div.: -0.048533] [G loss: 0.624748, KL div.: 0.624437, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6919 [D loss: 0.641460, acc.: 61.00%, KL div.: -0.047348] [G loss: 0.619431, KL div.: 0.619137, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 722us/step
6920 [D loss: 0.644592, acc.: 61.29%, KL div.: -0.046728] [G loss: 0.613828, KL div.: 0.613536, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6921 [D loss: 0.646728, acc.: 61.04%, KL div.: -0.046814] [G loss: 0.607444, KL div.: 0.607180, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 675us/step
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6922 [D loss: 0.646313, acc.: 60.77%, KL div.: -0.047374] [G loss: 0.603737, KL div.: 0.603485, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6923 [D loss: 0.646210, acc.: 60.71%, KL div.: -0.047686] [G loss: 0.603107, KL div.: 0.602882, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6924 [D loss: 0.646025, acc.: 60.71%, KL div.: -0.047531] [G loss: 0.603995, KL div.: 0.603788, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6925 [D loss: 0.643516, acc.: 60.49%, KL div.: -0.047053] [G loss: 0.606986, KL div.: 0.606799, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6926 [D loss: 0.637008, acc.: 60.12%, KL div.: -0.049558] [G loss: 0.610949, KL div.: 0.610777, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
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6927 [D loss: 0.634055, acc.: 60.11%, KL div.: -0.049003] [G loss: 0.617560, KL div.: 0.617400, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6928 [D loss: 0.628817, acc.: 59.59%, KL div.: -0.049945] [G loss: 0.619403, KL div.: 0.619238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
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6929 [D loss: 0.626442, acc.: 59.28%, KL div.: -0.050553] [G loss: 0.618269, KL div.: 0.618103, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6930 [D loss: 0.628033, acc.: 59.13%, KL div.: -0.050678] [G loss: 0.613078, KL div.: 0.612896, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6931 [D loss: 0.631181, acc.: 58.92%, KL div.: -0.049442] [G loss: 0.606935, KL div.: 0.606747, FID: 0.000000]
4/4 [==============================] - 0s 831us/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6932 [D loss: 0.633820, acc.: 58.77%, KL div.: -0.049795] [G loss: 0.600811, KL div.: 0.600609, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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6933 [D loss: 0.633690, acc.: 58.61%, KL div.: -0.049597] [G loss: 0.597189, KL div.: 0.596983, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
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6934 [D loss: 0.633574, acc.: 58.26%, KL div.: -0.049072] [G loss: 0.596099, KL div.: 0.595883, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6935 [D loss: 0.636179, acc.: 58.48%, KL div.: -0.049319] [G loss: 0.593617, KL div.: 0.593396, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
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6936 [D loss: 0.637626, acc.: 58.90%, KL div.: -0.050951] [G loss: 0.594688, KL div.: 0.594459, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6937 [D loss: 0.635694, acc.: 58.47%, KL div.: -0.049865] [G loss: 0.595570, KL div.: 0.595332, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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6938 [D loss: 0.636790, acc.: 58.62%, KL div.: -0.049410] [G loss: 0.594480, KL div.: 0.594240, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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6939 [D loss: 0.638069, acc.: 59.23%, KL div.: -0.050547] [G loss: 0.597832, KL div.: 0.597592, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6940 [D loss: 0.634753, acc.: 59.01%, KL div.: -0.050267] [G loss: 0.602637, KL div.: 0.602396, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6941 [D loss: 0.637808, acc.: 59.53%, KL div.: -0.050835] [G loss: 0.601250, KL div.: 0.601006, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6942 [D loss: 0.634905, acc.: 59.64%, KL div.: -0.050382] [G loss: 0.607584, KL div.: 0.607340, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
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6943 [D loss: 0.637191, acc.: 60.18%, KL div.: -0.051654] [G loss: 0.609439, KL div.: 0.609194, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6944 [D loss: 0.636629, acc.: 60.20%, KL div.: -0.050805] [G loss: 0.612508, KL div.: 0.612267, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6945 [D loss: 0.636408, acc.: 60.25%, KL div.: -0.050640] [G loss: 0.613512, KL div.: 0.613272, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6946 [D loss: 0.637271, acc.: 60.71%, KL div.: -0.050998] [G loss: 0.615694, KL div.: 0.615454, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 426us/step
6947 [D loss: 0.636409, acc.: 60.64%, KL div.: -0.050848] [G loss: 0.616148, KL div.: 0.615904, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
6948 [D loss: 0.636897, acc.: 60.81%, KL div.: -0.050032] [G loss: 0.619642, KL div.: 0.619388, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 850us/step
6949 [D loss: 0.635937, acc.: 60.96%, KL div.: -0.051784] [G loss: 0.622734, KL div.: 0.622485, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6950 [D loss: 0.636855, acc.: 61.38%, KL div.: -0.050239] [G loss: 0.626137, KL div.: 0.625888, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6951 [D loss: 0.634946, acc.: 61.19%, KL div.: -0.049899] [G loss: 0.628048, KL div.: 0.627799, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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6952 [D loss: 0.634126, acc.: 61.24%, KL div.: -0.050351] [G loss: 0.630425, KL div.: 0.630164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6953 [D loss: 0.633729, acc.: 61.15%, KL div.: -0.050500] [G loss: 0.630008, KL div.: 0.629749, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6954 [D loss: 0.634503, acc.: 61.28%, KL div.: -0.050911] [G loss: 0.630643, KL div.: 0.630384, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6955 [D loss: 0.636554, acc.: 61.72%, KL div.: -0.049489] [G loss: 0.632769, KL div.: 0.632508, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
6956 [D loss: 0.634341, acc.: 61.34%, KL div.: -0.050675] [G loss: 0.631057, KL div.: 0.630798, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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6957 [D loss: 0.634841, acc.: 61.54%, KL div.: -0.049849] [G loss: 0.632212, KL div.: 0.631947, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 525us/step
6958 [D loss: 0.635094, acc.: 61.42%, KL div.: -0.050408] [G loss: 0.629861, KL div.: 0.629605, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6959 [D loss: 0.636917, acc.: 61.61%, KL div.: -0.049742] [G loss: 0.627520, KL div.: 0.627271, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6960 [D loss: 0.635096, acc.: 61.39%, KL div.: -0.050814] [G loss: 0.628611, KL div.: 0.628362, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6961 [D loss: 0.637069, acc.: 61.29%, KL div.: -0.050388] [G loss: 0.623818, KL div.: 0.623571, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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4/4 [==============================] - 0s 479us/step
6962 [D loss: 0.634169, acc.: 61.03%, KL div.: -0.051578] [G loss: 0.625035, KL div.: 0.624791, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
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6963 [D loss: 0.637804, acc.: 61.52%, KL div.: -0.050441] [G loss: 0.623216, KL div.: 0.622975, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
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4/4 [==============================] - 0s 4ms/step
6964 [D loss: 0.636398, acc.: 61.31%, KL div.: -0.051737] [G loss: 0.620711, KL div.: 0.620483, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 154us/step
4/4 [==============================] - 0s 931us/step
6965 [D loss: 0.641454, acc.: 62.02%, KL div.: -0.049330] [G loss: 0.619219, KL div.: 0.618991, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6966 [D loss: 0.638288, acc.: 61.70%, KL div.: -0.050423] [G loss: 0.620673, KL div.: 0.620452, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6967 [D loss: 0.636360, acc.: 61.36%, KL div.: -0.050812] [G loss: 0.620798, KL div.: 0.620587, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6968 [D loss: 0.635832, acc.: 61.48%, KL div.: -0.050610] [G loss: 0.621321, KL div.: 0.621117, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 551us/step
6969 [D loss: 0.637055, acc.: 61.67%, KL div.: -0.049684] [G loss: 0.622704, KL div.: 0.622510, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6970 [D loss: 0.633769, acc.: 61.39%, KL div.: -0.051003] [G loss: 0.624139, KL div.: 0.623948, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
6971 [D loss: 0.632855, acc.: 61.19%, KL div.: -0.050764] [G loss: 0.624572, KL div.: 0.624388, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6972 [D loss: 0.633566, acc.: 61.16%, KL div.: -0.051180] [G loss: 0.621865, KL div.: 0.621691, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6973 [D loss: 0.633236, acc.: 61.23%, KL div.: -0.050746] [G loss: 0.622700, KL div.: 0.622523, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
6974 [D loss: 0.630629, acc.: 60.95%, KL div.: -0.051388] [G loss: 0.625081, KL div.: 0.624908, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6975 [D loss: 0.632743, acc.: 61.10%, KL div.: -0.050086] [G loss: 0.622812, KL div.: 0.622642, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6976 [D loss: 0.631809, acc.: 60.83%, KL div.: -0.049524] [G loss: 0.622250, KL div.: 0.622082, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6977 [D loss: 0.631322, acc.: 60.69%, KL div.: -0.049253] [G loss: 0.622003, KL div.: 0.621828, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 403us/step
4/4 [==============================] - 0s 2ms/step
6978 [D loss: 0.631845, acc.: 60.63%, KL div.: -0.048851] [G loss: 0.621554, KL div.: 0.621382, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 586us/step
4/4 [==============================] - 0s 3ms/step
6979 [D loss: 0.632769, acc.: 60.65%, KL div.: -0.049462] [G loss: 0.620376, KL div.: 0.620208, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6980 [D loss: 0.632656, acc.: 60.51%, KL div.: -0.049084] [G loss: 0.618312, KL div.: 0.618140, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6981 [D loss: 0.633086, acc.: 60.00%, KL div.: -0.047405] [G loss: 0.616714, KL div.: 0.616533, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 366us/step
6982 [D loss: 0.633592, acc.: 60.10%, KL div.: -0.047724] [G loss: 0.616550, KL div.: 0.616373, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6983 [D loss: 0.636241, acc.: 60.17%, KL div.: -0.047547] [G loss: 0.613344, KL div.: 0.613165, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
6984 [D loss: 0.635836, acc.: 60.17%, KL div.: -0.048469] [G loss: 0.612306, KL div.: 0.612120, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6985 [D loss: 0.637586, acc.: 60.21%, KL div.: -0.047848] [G loss: 0.611961, KL div.: 0.611771, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
6986 [D loss: 0.639559, acc.: 59.88%, KL div.: -0.047052] [G loss: 0.607102, KL div.: 0.606905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6987 [D loss: 0.639044, acc.: 59.76%, KL div.: -0.047597] [G loss: 0.607444, KL div.: 0.607244, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6988 [D loss: 0.644278, acc.: 60.20%, KL div.: -0.047647] [G loss: 0.603393, KL div.: 0.603191, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6989 [D loss: 0.642371, acc.: 59.92%, KL div.: -0.047602] [G loss: 0.603392, KL div.: 0.603180, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6990 [D loss: 0.644861, acc.: 60.55%, KL div.: -0.048967] [G loss: 0.604602, KL div.: 0.604390, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6991 [D loss: 0.644893, acc.: 60.19%, KL div.: -0.047992] [G loss: 0.603685, KL div.: 0.603468, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
6992 [D loss: 0.645597, acc.: 60.36%, KL div.: -0.048408] [G loss: 0.604185, KL div.: 0.603970, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
6993 [D loss: 0.647099, acc.: 60.47%, KL div.: -0.048503] [G loss: 0.602932, KL div.: 0.602707, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6994 [D loss: 0.645497, acc.: 60.49%, KL div.: -0.049225] [G loss: 0.607617, KL div.: 0.607384, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
6995 [D loss: 0.644306, acc.: 60.53%, KL div.: -0.049816] [G loss: 0.609094, KL div.: 0.608854, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6996 [D loss: 0.645879, acc.: 60.60%, KL div.: -0.048784] [G loss: 0.610542, KL div.: 0.610296, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
6997 [D loss: 0.644380, acc.: 60.74%, KL div.: -0.049619] [G loss: 0.614989, KL div.: 0.614745, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
6998 [D loss: 0.643895, acc.: 60.91%, KL div.: -0.049076] [G loss: 0.618098, KL div.: 0.617849, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 848us/step
6999 [D loss: 0.640606, acc.: 60.77%, KL div.: -0.048838] [G loss: 0.623368, KL div.: 0.623104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 65ms/step
4/4 [==============================] - 0s 25ms/step
7000 [D loss: 0.640358, acc.: 60.69%, KL div.: -0.047902] [G loss: 0.626578, KL div.: 0.626311, FID: 52.238276]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 54ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7001 [D loss: 0.639255, acc.: 60.95%, KL div.: -0.048791] [G loss: 0.628977, KL div.: 0.628706, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7002 [D loss: 0.638132, acc.: 60.98%, KL div.: -0.047146] [G loss: 0.634065, KL div.: 0.633784, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7003 [D loss: 0.635339, acc.: 60.94%, KL div.: -0.048056] [G loss: 0.636690, KL div.: 0.636408, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7004 [D loss: 0.638420, acc.: 61.32%, KL div.: -0.046488] [G loss: 0.637951, KL div.: 0.637664, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7005 [D loss: 0.636066, acc.: 60.88%, KL div.: -0.046578] [G loss: 0.637660, KL div.: 0.637378, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7006 [D loss: 0.638248, acc.: 61.35%, KL div.: -0.045596] [G loss: 0.634951, KL div.: 0.634669, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7007 [D loss: 0.640302, acc.: 61.32%, KL div.: -0.044459] [G loss: 0.630776, KL div.: 0.630501, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 870us/step
4/4 [==============================] - 0s 2ms/step
7008 [D loss: 0.640676, acc.: 61.02%, KL div.: -0.044979] [G loss: 0.627008, KL div.: 0.626729, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7009 [D loss: 0.643088, acc.: 61.00%, KL div.: -0.043982] [G loss: 0.621116, KL div.: 0.620859, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7010 [D loss: 0.644181, acc.: 60.87%, KL div.: -0.043592] [G loss: 0.616515, KL div.: 0.616260, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 188us/step
4/4 [==============================] - 0s 4ms/step
7011 [D loss: 0.647571, acc.: 60.96%, KL div.: -0.043701] [G loss: 0.608774, KL div.: 0.608534, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7012 [D loss: 0.648706, acc.: 60.85%, KL div.: -0.043683] [G loss: 0.604393, KL div.: 0.604162, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7013 [D loss: 0.650129, acc.: 60.88%, KL div.: -0.043857] [G loss: 0.598189, KL div.: 0.597964, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 867us/step
7014 [D loss: 0.649950, acc.: 60.82%, KL div.: -0.045169] [G loss: 0.596756, KL div.: 0.596550, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
7015 [D loss: 0.650529, acc.: 60.79%, KL div.: -0.044939] [G loss: 0.595114, KL div.: 0.594909, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7016 [D loss: 0.645988, acc.: 60.27%, KL div.: -0.046372] [G loss: 0.598233, KL div.: 0.598039, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7017 [D loss: 0.643032, acc.: 60.08%, KL div.: -0.047165] [G loss: 0.599046, KL div.: 0.598857, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 565us/step
7018 [D loss: 0.641434, acc.: 60.20%, KL div.: -0.046835] [G loss: 0.602430, KL div.: 0.602248, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
7019 [D loss: 0.636853, acc.: 59.73%, KL div.: -0.047141] [G loss: 0.607231, KL div.: 0.607055, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7020 [D loss: 0.634050, acc.: 59.75%, KL div.: -0.048414] [G loss: 0.610339, KL div.: 0.610159, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7021 [D loss: 0.630835, acc.: 59.58%, KL div.: -0.048977] [G loss: 0.613276, KL div.: 0.613094, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7022 [D loss: 0.628036, acc.: 59.25%, KL div.: -0.049087] [G loss: 0.616192, KL div.: 0.616001, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 716us/step
4/4 [==============================] - 0s 2ms/step
7023 [D loss: 0.626616, acc.: 59.31%, KL div.: -0.050265] [G loss: 0.616659, KL div.: 0.616468, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7024 [D loss: 0.626280, acc.: 59.00%, KL div.: -0.049269] [G loss: 0.615556, KL div.: 0.615349, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7025 [D loss: 0.626713, acc.: 58.86%, KL div.: -0.048581] [G loss: 0.614861, KL div.: 0.614650, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7026 [D loss: 0.626205, acc.: 58.46%, KL div.: -0.048635] [G loss: 0.613079, KL div.: 0.612863, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7027 [D loss: 0.629137, acc.: 58.68%, KL div.: -0.049258] [G loss: 0.609246, KL div.: 0.609022, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7028 [D loss: 0.630343, acc.: 58.58%, KL div.: -0.048238] [G loss: 0.607215, KL div.: 0.606987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7029 [D loss: 0.632382, acc.: 58.09%, KL div.: -0.047682] [G loss: 0.601559, KL div.: 0.601319, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7030 [D loss: 0.633945, acc.: 58.09%, KL div.: -0.047544] [G loss: 0.598089, KL div.: 0.597843, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7031 [D loss: 0.640467, acc.: 58.88%, KL div.: -0.048994] [G loss: 0.593718, KL div.: 0.593472, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7032 [D loss: 0.637760, acc.: 58.22%, KL div.: -0.047495] [G loss: 0.593514, KL div.: 0.593255, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7033 [D loss: 0.641414, acc.: 58.66%, KL div.: -0.048653] [G loss: 0.591920, KL div.: 0.591659, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7034 [D loss: 0.644493, acc.: 58.92%, KL div.: -0.048612] [G loss: 0.591398, KL div.: 0.591138, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7035 [D loss: 0.644610, acc.: 59.23%, KL div.: -0.048944] [G loss: 0.593472, KL div.: 0.593219, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 173us/step
4/4 [==============================] - 0s 4ms/step
7036 [D loss: 0.645957, acc.: 59.86%, KL div.: -0.050390] [G loss: 0.596161, KL div.: 0.595908, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7037 [D loss: 0.645503, acc.: 59.64%, KL div.: -0.049203] [G loss: 0.597003, KL div.: 0.596744, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7038 [D loss: 0.645586, acc.: 59.87%, KL div.: -0.049070] [G loss: 0.598351, KL div.: 0.598094, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7039 [D loss: 0.644479, acc.: 60.40%, KL div.: -0.050046] [G loss: 0.606353, KL div.: 0.606090, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7040 [D loss: 0.643164, acc.: 60.73%, KL div.: -0.050361] [G loss: 0.612081, KL div.: 0.611819, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7041 [D loss: 0.640560, acc.: 60.88%, KL div.: -0.049736] [G loss: 0.617656, KL div.: 0.617390, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7042 [D loss: 0.640209, acc.: 61.15%, KL div.: -0.050392] [G loss: 0.620167, KL div.: 0.619911, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 550us/step
7043 [D loss: 0.637597, acc.: 61.23%, KL div.: -0.050402] [G loss: 0.625822, KL div.: 0.625557, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 159us/step
4/4 [==============================] - 0s 3ms/step
7044 [D loss: 0.635050, acc.: 61.22%, KL div.: -0.050233] [G loss: 0.631850, KL div.: 0.631586, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7045 [D loss: 0.635834, acc.: 61.53%, KL div.: -0.048796] [G loss: 0.636394, KL div.: 0.636118, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7046 [D loss: 0.633979, acc.: 61.36%, KL div.: -0.049998] [G loss: 0.637674, KL div.: 0.637405, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7047 [D loss: 0.631760, acc.: 61.38%, KL div.: -0.049818] [G loss: 0.640890, KL div.: 0.640614, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7048 [D loss: 0.633233, acc.: 61.53%, KL div.: -0.048584] [G loss: 0.641532, KL div.: 0.641254, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 604us/step
7049 [D loss: 0.632856, acc.: 61.56%, KL div.: -0.048336] [G loss: 0.642190, KL div.: 0.641910, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 958us/step
7050 [D loss: 0.632105, acc.: 61.59%, KL div.: -0.048106] [G loss: 0.642662, KL div.: 0.642375, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7051 [D loss: 0.634394, acc.: 61.86%, KL div.: -0.047127] [G loss: 0.642150, KL div.: 0.641866, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7052 [D loss: 0.637275, acc.: 62.10%, KL div.: -0.045728] [G loss: 0.640586, KL div.: 0.640307, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
7053 [D loss: 0.638708, acc.: 62.02%, KL div.: -0.045797] [G loss: 0.636218, KL div.: 0.635932, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7054 [D loss: 0.636210, acc.: 61.49%, KL div.: -0.046885] [G loss: 0.634100, KL div.: 0.633828, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7055 [D loss: 0.635987, acc.: 61.43%, KL div.: -0.047414] [G loss: 0.630759, KL div.: 0.630481, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7056 [D loss: 0.641523, acc.: 61.74%, KL div.: -0.045940] [G loss: 0.624160, KL div.: 0.623898, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7057 [D loss: 0.639901, acc.: 61.36%, KL div.: -0.046946] [G loss: 0.623334, KL div.: 0.623074, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7058 [D loss: 0.645705, acc.: 61.87%, KL div.: -0.045935] [G loss: 0.616197, KL div.: 0.615950, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7059 [D loss: 0.643900, acc.: 61.41%, KL div.: -0.046909] [G loss: 0.613751, KL div.: 0.613510, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7060 [D loss: 0.644408, acc.: 61.46%, KL div.: -0.046673] [G loss: 0.610966, KL div.: 0.610734, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7061 [D loss: 0.642110, acc.: 61.11%, KL div.: -0.047989] [G loss: 0.609312, KL div.: 0.609090, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7062 [D loss: 0.643581, acc.: 61.25%, KL div.: -0.047953] [G loss: 0.609011, KL div.: 0.608798, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7063 [D loss: 0.641256, acc.: 60.97%, KL div.: -0.048296] [G loss: 0.609054, KL div.: 0.608850, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7064 [D loss: 0.640054, acc.: 60.86%, KL div.: -0.048099] [G loss: 0.610261, KL div.: 0.610065, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7065 [D loss: 0.639787, acc.: 60.91%, KL div.: -0.048394] [G loss: 0.611769, KL div.: 0.611586, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7066 [D loss: 0.636987, acc.: 60.67%, KL div.: -0.048225] [G loss: 0.613737, KL div.: 0.613555, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7067 [D loss: 0.635986, acc.: 60.60%, KL div.: -0.048985] [G loss: 0.613499, KL div.: 0.613318, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 201us/step
7068 [D loss: 0.633171, acc.: 60.30%, KL div.: -0.049981] [G loss: 0.615701, KL div.: 0.615519, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
7069 [D loss: 0.631193, acc.: 60.04%, KL div.: -0.050313] [G loss: 0.616670, KL div.: 0.616491, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7070 [D loss: 0.631529, acc.: 60.03%, KL div.: -0.049555] [G loss: 0.616955, KL div.: 0.616776, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7071 [D loss: 0.630509, acc.: 59.79%, KL div.: -0.049381] [G loss: 0.616327, KL div.: 0.616152, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7072 [D loss: 0.629259, acc.: 59.55%, KL div.: -0.048781] [G loss: 0.617076, KL div.: 0.616889, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 517us/step
7073 [D loss: 0.630021, acc.: 59.56%, KL div.: -0.049387] [G loss: 0.616690, KL div.: 0.616506, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7074 [D loss: 0.628822, acc.: 59.13%, KL div.: -0.048638] [G loss: 0.614211, KL div.: 0.614023, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7075 [D loss: 0.631133, acc.: 59.08%, KL div.: -0.047900] [G loss: 0.612428, KL div.: 0.612234, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 820us/step
7076 [D loss: 0.633358, acc.: 59.23%, KL div.: -0.048001] [G loss: 0.610546, KL div.: 0.610350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7077 [D loss: 0.632345, acc.: 58.77%, KL div.: -0.047931] [G loss: 0.608001, KL div.: 0.607797, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7078 [D loss: 0.631402, acc.: 58.07%, KL div.: -0.046675] [G loss: 0.603934, KL div.: 0.603727, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7079 [D loss: 0.638278, acc.: 58.57%, KL div.: -0.046847] [G loss: 0.597935, KL div.: 0.597724, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7080 [D loss: 0.638631, acc.: 58.44%, KL div.: -0.046781] [G loss: 0.598616, KL div.: 0.598397, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7081 [D loss: 0.643259, acc.: 59.21%, KL div.: -0.048061] [G loss: 0.594330, KL div.: 0.594118, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7082 [D loss: 0.645651, acc.: 59.45%, KL div.: -0.048243] [G loss: 0.592008, KL div.: 0.591789, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7083 [D loss: 0.646280, acc.: 59.32%, KL div.: -0.047356] [G loss: 0.593563, KL div.: 0.593343, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7084 [D loss: 0.648055, acc.: 59.89%, KL div.: -0.049793] [G loss: 0.593446, KL div.: 0.593218, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
7085 [D loss: 0.646800, acc.: 59.63%, KL div.: -0.048441] [G loss: 0.596264, KL div.: 0.596035, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7086 [D loss: 0.647185, acc.: 59.69%, KL div.: -0.048190] [G loss: 0.596700, KL div.: 0.596475, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7087 [D loss: 0.647174, acc.: 60.16%, KL div.: -0.049356] [G loss: 0.600121, KL div.: 0.599890, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7088 [D loss: 0.646529, acc.: 60.25%, KL div.: -0.049600] [G loss: 0.601094, KL div.: 0.600855, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7089 [D loss: 0.645403, acc.: 60.50%, KL div.: -0.050095] [G loss: 0.608281, KL div.: 0.608048, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7090 [D loss: 0.644766, acc.: 60.85%, KL div.: -0.050817] [G loss: 0.611604, KL div.: 0.611365, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7091 [D loss: 0.640990, acc.: 60.76%, KL div.: -0.050244] [G loss: 0.617624, KL div.: 0.617381, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7092 [D loss: 0.638284, acc.: 60.80%, KL div.: -0.050604] [G loss: 0.622758, KL div.: 0.622514, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7093 [D loss: 0.637130, acc.: 60.90%, KL div.: -0.049668] [G loss: 0.628751, KL div.: 0.628493, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7094 [D loss: 0.635916, acc.: 60.98%, KL div.: -0.049319] [G loss: 0.631306, KL div.: 0.631046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7095 [D loss: 0.635747, acc.: 61.06%, KL div.: -0.048235] [G loss: 0.635560, KL div.: 0.635289, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7096 [D loss: 0.630965, acc.: 60.63%, KL div.: -0.049943] [G loss: 0.640559, KL div.: 0.640287, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7097 [D loss: 0.630728, acc.: 60.61%, KL div.: -0.049204] [G loss: 0.642444, KL div.: 0.642163, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7098 [D loss: 0.633654, acc.: 60.94%, KL div.: -0.047420] [G loss: 0.638793, KL div.: 0.638507, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7099 [D loss: 0.631331, acc.: 60.51%, KL div.: -0.048068] [G loss: 0.639338, KL div.: 0.639049, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 54ms/step
4/4 [==============================] - 0s 24ms/step
7100 [D loss: 0.636000, acc.: 61.09%, KL div.: -0.046579] [G loss: 0.636303, KL div.: 0.636020, FID: 38.762182]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 72ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7101 [D loss: 0.639032, acc.: 61.14%, KL div.: -0.044656] [G loss: 0.629558, KL div.: 0.629281, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7102 [D loss: 0.638877, acc.: 60.92%, KL div.: -0.045419] [G loss: 0.627362, KL div.: 0.627082, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
7103 [D loss: 0.641398, acc.: 60.95%, KL div.: -0.045427] [G loss: 0.619556, KL div.: 0.619290, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
7104 [D loss: 0.640727, acc.: 60.25%, KL div.: -0.045676] [G loss: 0.614119, KL div.: 0.613867, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7105 [D loss: 0.644264, acc.: 60.51%, KL div.: -0.045509] [G loss: 0.608669, KL div.: 0.608423, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7106 [D loss: 0.648795, acc.: 60.90%, KL div.: -0.044285] [G loss: 0.602806, KL div.: 0.602561, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7107 [D loss: 0.649354, acc.: 60.50%, KL div.: -0.044592] [G loss: 0.597653, KL div.: 0.597423, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7108 [D loss: 0.651074, acc.: 60.71%, KL div.: -0.044643] [G loss: 0.594655, KL div.: 0.594432, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7109 [D loss: 0.649462, acc.: 60.36%, KL div.: -0.045448] [G loss: 0.593410, KL div.: 0.593194, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 139us/step
7110 [D loss: 0.649231, acc.: 60.37%, KL div.: -0.045509] [G loss: 0.593772, KL div.: 0.593574, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7111 [D loss: 0.644574, acc.: 60.07%, KL div.: -0.047311] [G loss: 0.596348, KL div.: 0.596160, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7112 [D loss: 0.640618, acc.: 59.87%, KL div.: -0.048017] [G loss: 0.601127, KL div.: 0.600950, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 121us/step
7113 [D loss: 0.637017, acc.: 59.74%, KL div.: -0.048208] [G loss: 0.605949, KL div.: 0.605782, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7114 [D loss: 0.636039, acc.: 59.82%, KL div.: -0.048288] [G loss: 0.609179, KL div.: 0.609004, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7115 [D loss: 0.633735, acc.: 59.55%, KL div.: -0.049617] [G loss: 0.609342, KL div.: 0.609169, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7116 [D loss: 0.630487, acc.: 59.15%, KL div.: -0.050016] [G loss: 0.610229, KL div.: 0.610052, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7117 [D loss: 0.631369, acc.: 59.08%, KL div.: -0.050252] [G loss: 0.607552, KL div.: 0.607367, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7118 [D loss: 0.630265, acc.: 58.88%, KL div.: -0.049896] [G loss: 0.607160, KL div.: 0.606968, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7119 [D loss: 0.631099, acc.: 58.97%, KL div.: -0.049927] [G loss: 0.606591, KL div.: 0.606398, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7120 [D loss: 0.631621, acc.: 58.70%, KL div.: -0.049605] [G loss: 0.604717, KL div.: 0.604516, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7121 [D loss: 0.631513, acc.: 58.47%, KL div.: -0.050163] [G loss: 0.601962, KL div.: 0.601758, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 166us/step
7122 [D loss: 0.630899, acc.: 58.29%, KL div.: -0.048522] [G loss: 0.602712, KL div.: 0.602504, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7123 [D loss: 0.633862, acc.: 58.59%, KL div.: -0.049576] [G loss: 0.600234, KL div.: 0.600023, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7124 [D loss: 0.636181, acc.: 58.90%, KL div.: -0.049318] [G loss: 0.600663, KL div.: 0.600448, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7125 [D loss: 0.638178, acc.: 58.97%, KL div.: -0.049612] [G loss: 0.600123, KL div.: 0.599907, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7126 [D loss: 0.637398, acc.: 59.21%, KL div.: -0.049150] [G loss: 0.601876, KL div.: 0.601659, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7127 [D loss: 0.638012, acc.: 59.54%, KL div.: -0.049842] [G loss: 0.602583, KL div.: 0.602365, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7128 [D loss: 0.639435, acc.: 59.79%, KL div.: -0.049677] [G loss: 0.604081, KL div.: 0.603867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7129 [D loss: 0.640203, acc.: 59.77%, KL div.: -0.049359] [G loss: 0.604036, KL div.: 0.603822, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7130 [D loss: 0.639043, acc.: 59.92%, KL div.: -0.050182] [G loss: 0.607361, KL div.: 0.607142, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7131 [D loss: 0.641937, acc.: 60.46%, KL div.: -0.049747] [G loss: 0.608449, KL div.: 0.608232, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7132 [D loss: 0.640857, acc.: 60.70%, KL div.: -0.049754] [G loss: 0.613045, KL div.: 0.612825, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7133 [D loss: 0.640873, acc.: 60.91%, KL div.: -0.049618] [G loss: 0.617058, KL div.: 0.616841, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7134 [D loss: 0.639111, acc.: 61.22%, KL div.: -0.049882] [G loss: 0.620535, KL div.: 0.620309, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7135 [D loss: 0.638835, acc.: 61.27%, KL div.: -0.049566] [G loss: 0.622690, KL div.: 0.622469, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7136 [D loss: 0.639015, acc.: 61.53%, KL div.: -0.050077] [G loss: 0.625289, KL div.: 0.625057, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7137 [D loss: 0.637472, acc.: 61.46%, KL div.: -0.049738] [G loss: 0.628929, KL div.: 0.628698, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7138 [D loss: 0.636011, acc.: 61.58%, KL div.: -0.050070] [G loss: 0.631808, KL div.: 0.631573, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7139 [D loss: 0.636004, acc.: 61.69%, KL div.: -0.049036] [G loss: 0.635444, KL div.: 0.635200, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7140 [D loss: 0.634188, acc.: 61.46%, KL div.: -0.050125] [G loss: 0.636479, KL div.: 0.636233, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 722us/step
7141 [D loss: 0.634670, acc.: 61.57%, KL div.: -0.049146] [G loss: 0.636960, KL div.: 0.636708, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 646us/step
7142 [D loss: 0.635543, acc.: 61.54%, KL div.: -0.046814] [G loss: 0.636518, KL div.: 0.636274, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7143 [D loss: 0.633350, acc.: 61.12%, KL div.: -0.048360] [G loss: 0.635467, KL div.: 0.635216, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7144 [D loss: 0.637135, acc.: 61.57%, KL div.: -0.046288] [G loss: 0.634695, KL div.: 0.634432, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7145 [D loss: 0.639962, acc.: 61.82%, KL div.: -0.046132] [G loss: 0.631354, KL div.: 0.631098, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 874us/step
7146 [D loss: 0.636009, acc.: 61.08%, KL div.: -0.047045] [G loss: 0.631107, KL div.: 0.630861, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 203us/step
4/4 [==============================] - 0s 3ms/step
7147 [D loss: 0.639970, acc.: 61.38%, KL div.: -0.046544] [G loss: 0.624581, KL div.: 0.624338, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 877us/step
4/4 [==============================] - 0s 3ms/step
7148 [D loss: 0.640350, acc.: 61.28%, KL div.: -0.046133] [G loss: 0.622095, KL div.: 0.621852, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 569us/step
7149 [D loss: 0.640120, acc.: 61.05%, KL div.: -0.046766] [G loss: 0.619771, KL div.: 0.619535, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7150 [D loss: 0.643172, acc.: 61.26%, KL div.: -0.045850] [G loss: 0.615607, KL div.: 0.615374, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7151 [D loss: 0.645328, acc.: 61.54%, KL div.: -0.045825] [G loss: 0.613490, KL div.: 0.613269, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7152 [D loss: 0.642929, acc.: 60.95%, KL div.: -0.047222] [G loss: 0.610078, KL div.: 0.609859, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
7153 [D loss: 0.644032, acc.: 61.03%, KL div.: -0.047763] [G loss: 0.608447, KL div.: 0.608237, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7154 [D loss: 0.642895, acc.: 60.81%, KL div.: -0.048380] [G loss: 0.606150, KL div.: 0.605952, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7155 [D loss: 0.643813, acc.: 60.85%, KL div.: -0.048452] [G loss: 0.605653, KL div.: 0.605453, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7156 [D loss: 0.644032, acc.: 61.00%, KL div.: -0.047965] [G loss: 0.605601, KL div.: 0.605416, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7157 [D loss: 0.641908, acc.: 60.95%, KL div.: -0.048545] [G loss: 0.607174, KL div.: 0.607000, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7158 [D loss: 0.639401, acc.: 60.63%, KL div.: -0.048916] [G loss: 0.610254, KL div.: 0.610079, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
7159 [D loss: 0.638264, acc.: 60.61%, KL div.: -0.049678] [G loss: 0.609236, KL div.: 0.609062, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7160 [D loss: 0.635820, acc.: 60.53%, KL div.: -0.049949] [G loss: 0.613722, KL div.: 0.613557, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7161 [D loss: 0.634637, acc.: 60.39%, KL div.: -0.050610] [G loss: 0.614007, KL div.: 0.613843, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7162 [D loss: 0.634025, acc.: 60.48%, KL div.: -0.049817] [G loss: 0.615799, KL div.: 0.615637, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7163 [D loss: 0.632587, acc.: 60.20%, KL div.: -0.050039] [G loss: 0.617414, KL div.: 0.617251, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7164 [D loss: 0.632189, acc.: 60.33%, KL div.: -0.049855] [G loss: 0.617236, KL div.: 0.617066, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7165 [D loss: 0.631066, acc.: 60.14%, KL div.: -0.049769] [G loss: 0.618019, KL div.: 0.617850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7166 [D loss: 0.631479, acc.: 60.08%, KL div.: -0.050114] [G loss: 0.616186, KL div.: 0.616014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7167 [D loss: 0.631917, acc.: 59.91%, KL div.: -0.049145] [G loss: 0.615798, KL div.: 0.615624, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7168 [D loss: 0.632020, acc.: 59.60%, KL div.: -0.048679] [G loss: 0.614883, KL div.: 0.614703, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7169 [D loss: 0.632389, acc.: 59.57%, KL div.: -0.048983] [G loss: 0.611826, KL div.: 0.611644, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7170 [D loss: 0.631826, acc.: 59.14%, KL div.: -0.048685] [G loss: 0.611482, KL div.: 0.611297, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7171 [D loss: 0.637705, acc.: 59.90%, KL div.: -0.049735] [G loss: 0.606995, KL div.: 0.606806, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7172 [D loss: 0.634376, acc.: 59.01%, KL div.: -0.047988] [G loss: 0.605296, KL div.: 0.605102, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7173 [D loss: 0.636850, acc.: 59.28%, KL div.: -0.048773] [G loss: 0.603125, KL div.: 0.602929, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 513us/step
4/4 [==============================] - 0s 2ms/step
7174 [D loss: 0.640257, acc.: 59.54%, KL div.: -0.049414] [G loss: 0.599612, KL div.: 0.599414, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7175 [D loss: 0.640125, acc.: 59.49%, KL div.: -0.049254] [G loss: 0.599616, KL div.: 0.599415, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7176 [D loss: 0.642195, acc.: 59.68%, KL div.: -0.049259] [G loss: 0.598426, KL div.: 0.598223, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7177 [D loss: 0.642256, acc.: 59.75%, KL div.: -0.049770] [G loss: 0.598734, KL div.: 0.598528, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7178 [D loss: 0.643168, acc.: 59.87%, KL div.: -0.050077] [G loss: 0.598533, KL div.: 0.598325, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 204us/step
7179 [D loss: 0.643371, acc.: 60.03%, KL div.: -0.050043] [G loss: 0.599026, KL div.: 0.598813, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7180 [D loss: 0.642528, acc.: 60.09%, KL div.: -0.050402] [G loss: 0.603090, KL div.: 0.602873, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7181 [D loss: 0.642667, acc.: 60.34%, KL div.: -0.050557] [G loss: 0.604166, KL div.: 0.603950, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7182 [D loss: 0.640768, acc.: 60.33%, KL div.: -0.050455] [G loss: 0.608365, KL div.: 0.608146, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7183 [D loss: 0.640786, acc.: 60.61%, KL div.: -0.050453] [G loss: 0.610822, KL div.: 0.610607, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7184 [D loss: 0.639426, acc.: 60.83%, KL div.: -0.051230] [G loss: 0.616784, KL div.: 0.616563, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7185 [D loss: 0.637680, acc.: 60.86%, KL div.: -0.051597] [G loss: 0.620406, KL div.: 0.620177, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7186 [D loss: 0.636125, acc.: 60.85%, KL div.: -0.049986] [G loss: 0.624682, KL div.: 0.624451, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7187 [D loss: 0.634096, acc.: 60.92%, KL div.: -0.050702] [G loss: 0.629242, KL div.: 0.629006, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7188 [D loss: 0.633935, acc.: 60.99%, KL div.: -0.050265] [G loss: 0.630470, KL div.: 0.630229, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7189 [D loss: 0.634307, acc.: 61.11%, KL div.: -0.050443] [G loss: 0.630703, KL div.: 0.630454, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7190 [D loss: 0.636237, acc.: 61.25%, KL div.: -0.048590] [G loss: 0.630219, KL div.: 0.629966, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7191 [D loss: 0.635194, acc.: 61.12%, KL div.: -0.048898] [G loss: 0.630355, KL div.: 0.630099, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 808us/step
4/4 [==============================] - 0s 2ms/step
7192 [D loss: 0.635561, acc.: 61.07%, KL div.: -0.048326] [G loss: 0.630177, KL div.: 0.629912, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7193 [D loss: 0.635708, acc.: 61.03%, KL div.: -0.048292] [G loss: 0.631524, KL div.: 0.631259, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7194 [D loss: 0.636921, acc.: 61.18%, KL div.: -0.047434] [G loss: 0.629184, KL div.: 0.628914, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7195 [D loss: 0.636657, acc.: 60.95%, KL div.: -0.047727] [G loss: 0.626133, KL div.: 0.625874, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7196 [D loss: 0.639989, acc.: 61.27%, KL div.: -0.046947] [G loss: 0.622998, KL div.: 0.622743, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7197 [D loss: 0.637534, acc.: 60.82%, KL div.: -0.048112] [G loss: 0.622862, KL div.: 0.622604, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7198 [D loss: 0.640000, acc.: 61.03%, KL div.: -0.047483] [G loss: 0.617800, KL div.: 0.617551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7199 [D loss: 0.642969, acc.: 61.30%, KL div.: -0.046103] [G loss: 0.615815, KL div.: 0.615566, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 0s 25ms/step
7200 [D loss: 0.640967, acc.: 60.91%, KL div.: -0.048028] [G loss: 0.613385, KL div.: 0.613140, FID: 39.563384]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 69ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7201 [D loss: 0.641929, acc.: 61.01%, KL div.: -0.048279] [G loss: 0.611475, KL div.: 0.611245, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
7202 [D loss: 0.640620, acc.: 60.71%, KL div.: -0.048698] [G loss: 0.608844, KL div.: 0.608612, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7203 [D loss: 0.642543, acc.: 61.00%, KL div.: -0.048043] [G loss: 0.607706, KL div.: 0.607488, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7204 [D loss: 0.642450, acc.: 60.96%, KL div.: -0.048178] [G loss: 0.607369, KL div.: 0.607157, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7205 [D loss: 0.640976, acc.: 60.76%, KL div.: -0.048826] [G loss: 0.606515, KL div.: 0.606316, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7206 [D loss: 0.638532, acc.: 60.49%, KL div.: -0.049814] [G loss: 0.607684, KL div.: 0.607488, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 781us/step
4/4 [==============================] - 0s 4ms/step
7207 [D loss: 0.639115, acc.: 60.61%, KL div.: -0.049819] [G loss: 0.606118, KL div.: 0.605932, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7208 [D loss: 0.636842, acc.: 60.49%, KL div.: -0.050556] [G loss: 0.608239, KL div.: 0.608057, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 717us/step
7209 [D loss: 0.636640, acc.: 60.52%, KL div.: -0.049812] [G loss: 0.610512, KL div.: 0.610335, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 988us/step
7210 [D loss: 0.635383, acc.: 60.39%, KL div.: -0.049542] [G loss: 0.611019, KL div.: 0.610851, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7211 [D loss: 0.632896, acc.: 60.22%, KL div.: -0.050636] [G loss: 0.613428, KL div.: 0.613261, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7212 [D loss: 0.632017, acc.: 60.15%, KL div.: -0.050229] [G loss: 0.614482, KL div.: 0.614315, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7213 [D loss: 0.632161, acc.: 60.25%, KL div.: -0.050335] [G loss: 0.614619, KL div.: 0.614446, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7214 [D loss: 0.630878, acc.: 59.96%, KL div.: -0.050105] [G loss: 0.614846, KL div.: 0.614677, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7215 [D loss: 0.629686, acc.: 59.77%, KL div.: -0.049891] [G loss: 0.614108, KL div.: 0.613935, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7216 [D loss: 0.630747, acc.: 59.67%, KL div.: -0.049204] [G loss: 0.612773, KL div.: 0.612600, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7217 [D loss: 0.630642, acc.: 59.81%, KL div.: -0.050115] [G loss: 0.614148, KL div.: 0.613978, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7218 [D loss: 0.630163, acc.: 59.32%, KL div.: -0.049164] [G loss: 0.612141, KL div.: 0.611959, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7219 [D loss: 0.630431, acc.: 59.52%, KL div.: -0.049564] [G loss: 0.612287, KL div.: 0.612115, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
7220 [D loss: 0.630851, acc.: 59.11%, KL div.: -0.048594] [G loss: 0.609176, KL div.: 0.608995, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7221 [D loss: 0.632769, acc.: 59.20%, KL div.: -0.049054] [G loss: 0.606904, KL div.: 0.606722, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 864us/step
7222 [D loss: 0.634613, acc.: 59.16%, KL div.: -0.049613] [G loss: 0.603647, KL div.: 0.603462, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7223 [D loss: 0.637455, acc.: 59.36%, KL div.: -0.049422] [G loss: 0.601403, KL div.: 0.601212, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7224 [D loss: 0.638256, acc.: 59.58%, KL div.: -0.050356] [G loss: 0.601014, KL div.: 0.600822, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7225 [D loss: 0.640033, acc.: 59.37%, KL div.: -0.049356] [G loss: 0.599022, KL div.: 0.598830, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 703us/step
4/4 [==============================] - 0s 3ms/step
7226 [D loss: 0.640031, acc.: 59.50%, KL div.: -0.049865] [G loss: 0.600326, KL div.: 0.600130, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7227 [D loss: 0.639876, acc.: 59.75%, KL div.: -0.050803] [G loss: 0.602261, KL div.: 0.602070, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7228 [D loss: 0.642212, acc.: 59.86%, KL div.: -0.050362] [G loss: 0.599145, KL div.: 0.598950, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7229 [D loss: 0.642896, acc.: 60.02%, KL div.: -0.050674] [G loss: 0.600938, KL div.: 0.600736, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7230 [D loss: 0.641243, acc.: 60.04%, KL div.: -0.050646] [G loss: 0.603210, KL div.: 0.603003, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7231 [D loss: 0.643453, acc.: 60.53%, KL div.: -0.050841] [G loss: 0.604078, KL div.: 0.603875, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7232 [D loss: 0.642448, acc.: 60.71%, KL div.: -0.052226] [G loss: 0.607979, KL div.: 0.607766, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7233 [D loss: 0.640109, acc.: 60.59%, KL div.: -0.051483] [G loss: 0.611951, KL div.: 0.611745, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7234 [D loss: 0.638843, acc.: 60.68%, KL div.: -0.051612] [G loss: 0.615393, KL div.: 0.615174, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7235 [D loss: 0.636876, acc.: 60.81%, KL div.: -0.052370] [G loss: 0.619874, KL div.: 0.619660, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7236 [D loss: 0.637469, acc.: 60.95%, KL div.: -0.051959] [G loss: 0.623559, KL div.: 0.623331, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7237 [D loss: 0.635259, acc.: 60.95%, KL div.: -0.051719] [G loss: 0.627048, KL div.: 0.626816, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7238 [D loss: 0.633555, acc.: 60.88%, KL div.: -0.051886] [G loss: 0.631127, KL div.: 0.630885, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7239 [D loss: 0.632225, acc.: 60.80%, KL div.: -0.052088] [G loss: 0.632563, KL div.: 0.632314, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7240 [D loss: 0.630395, acc.: 60.72%, KL div.: -0.051883] [G loss: 0.635952, KL div.: 0.635692, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7241 [D loss: 0.634766, acc.: 61.25%, KL div.: -0.049716] [G loss: 0.636138, KL div.: 0.635874, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7242 [D loss: 0.632662, acc.: 60.95%, KL div.: -0.050281] [G loss: 0.635093, KL div.: 0.634818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 569us/step
7243 [D loss: 0.632611, acc.: 60.68%, KL div.: -0.049563] [G loss: 0.632159, KL div.: 0.631883, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7244 [D loss: 0.634678, acc.: 61.02%, KL div.: -0.049059] [G loss: 0.631823, KL div.: 0.631540, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7245 [D loss: 0.634055, acc.: 60.54%, KL div.: -0.049109] [G loss: 0.629006, KL div.: 0.628734, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7246 [D loss: 0.638139, acc.: 60.94%, KL div.: -0.047671] [G loss: 0.623879, KL div.: 0.623604, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7247 [D loss: 0.640741, acc.: 61.15%, KL div.: -0.047394] [G loss: 0.622275, KL div.: 0.622004, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7248 [D loss: 0.641221, acc.: 61.08%, KL div.: -0.046944] [G loss: 0.618183, KL div.: 0.617919, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7249 [D loss: 0.642577, acc.: 60.93%, KL div.: -0.047033] [G loss: 0.612944, KL div.: 0.612689, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7250 [D loss: 0.645063, acc.: 61.00%, KL div.: -0.046498] [G loss: 0.607307, KL div.: 0.607066, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7251 [D loss: 0.646031, acc.: 60.91%, KL div.: -0.047563] [G loss: 0.603248, KL div.: 0.603007, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7252 [D loss: 0.644465, acc.: 60.70%, KL div.: -0.048157] [G loss: 0.602777, KL div.: 0.602552, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7253 [D loss: 0.646926, acc.: 60.74%, KL div.: -0.047698] [G loss: 0.599633, KL div.: 0.599411, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7254 [D loss: 0.644570, acc.: 60.64%, KL div.: -0.048469] [G loss: 0.599639, KL div.: 0.599435, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7255 [D loss: 0.643286, acc.: 60.62%, KL div.: -0.048637] [G loss: 0.602194, KL div.: 0.601992, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7256 [D loss: 0.640370, acc.: 60.30%, KL div.: -0.049895] [G loss: 0.603233, KL div.: 0.603043, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7257 [D loss: 0.639854, acc.: 60.45%, KL div.: -0.049468] [G loss: 0.604863, KL div.: 0.604680, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7258 [D loss: 0.636151, acc.: 60.31%, KL div.: -0.049727] [G loss: 0.608555, KL div.: 0.608378, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7259 [D loss: 0.633551, acc.: 60.04%, KL div.: -0.051108] [G loss: 0.611104, KL div.: 0.610930, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7260 [D loss: 0.631992, acc.: 60.04%, KL div.: -0.050489] [G loss: 0.613513, KL div.: 0.613342, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7261 [D loss: 0.629366, acc.: 59.78%, KL div.: -0.051559] [G loss: 0.614367, KL div.: 0.614197, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
7262 [D loss: 0.628035, acc.: 59.68%, KL div.: -0.050991] [G loss: 0.615709, KL div.: 0.615537, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7263 [D loss: 0.628616, acc.: 59.58%, KL div.: -0.051783] [G loss: 0.615175, KL div.: 0.614995, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7264 [D loss: 0.628389, acc.: 59.67%, KL div.: -0.050900] [G loss: 0.615864, KL div.: 0.615696, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7265 [D loss: 0.627846, acc.: 59.46%, KL div.: -0.051096] [G loss: 0.616356, KL div.: 0.616175, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7266 [D loss: 0.627448, acc.: 58.94%, KL div.: -0.049757] [G loss: 0.613094, KL div.: 0.612906, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 505us/step
4/4 [==============================] - 0s 3ms/step
7267 [D loss: 0.628980, acc.: 59.13%, KL div.: -0.049930] [G loss: 0.613481, KL div.: 0.613294, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 648us/step
7268 [D loss: 0.630843, acc.: 59.19%, KL div.: -0.049932] [G loss: 0.608143, KL div.: 0.607949, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7269 [D loss: 0.632598, acc.: 59.16%, KL div.: -0.050371] [G loss: 0.605018, KL div.: 0.604818, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7270 [D loss: 0.634200, acc.: 58.73%, KL div.: -0.048700] [G loss: 0.600515, KL div.: 0.600309, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
7271 [D loss: 0.637930, acc.: 59.38%, KL div.: -0.049966] [G loss: 0.599556, KL div.: 0.599348, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7272 [D loss: 0.640282, acc.: 59.40%, KL div.: -0.049903] [G loss: 0.596159, KL div.: 0.595944, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7273 [D loss: 0.637679, acc.: 58.79%, KL div.: -0.049791] [G loss: 0.595255, KL div.: 0.595038, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7274 [D loss: 0.638995, acc.: 58.88%, KL div.: -0.049024] [G loss: 0.595094, KL div.: 0.594879, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 357us/step
4/4 [==============================] - 0s 2ms/step
7275 [D loss: 0.642055, acc.: 59.17%, KL div.: -0.049325] [G loss: 0.593811, KL div.: 0.593586, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7276 [D loss: 0.643645, acc.: 59.93%, KL div.: -0.050669] [G loss: 0.598266, KL div.: 0.598043, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7277 [D loss: 0.642000, acc.: 59.83%, KL div.: -0.050187] [G loss: 0.599840, KL div.: 0.599617, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 846us/step
4/4 [==============================] - 0s 2ms/step
7278 [D loss: 0.640844, acc.: 59.89%, KL div.: -0.049995] [G loss: 0.603415, KL div.: 0.603196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 830us/step
4/4 [==============================] - 0s 2ms/step
7279 [D loss: 0.640279, acc.: 60.17%, KL div.: -0.050400] [G loss: 0.607217, KL div.: 0.606993, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7280 [D loss: 0.639410, acc.: 60.49%, KL div.: -0.051213] [G loss: 0.610615, KL div.: 0.610388, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7281 [D loss: 0.639250, acc.: 60.69%, KL div.: -0.051103] [G loss: 0.614458, KL div.: 0.614227, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7282 [D loss: 0.637295, acc.: 60.61%, KL div.: -0.050414] [G loss: 0.619755, KL div.: 0.619516, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 884us/step
7283 [D loss: 0.636582, acc.: 60.97%, KL div.: -0.050729] [G loss: 0.625337, KL div.: 0.625099, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7284 [D loss: 0.635434, acc.: 61.15%, KL div.: -0.050877] [G loss: 0.630532, KL div.: 0.630281, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7285 [D loss: 0.635129, acc.: 61.33%, KL div.: -0.050407] [G loss: 0.631901, KL div.: 0.631655, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7286 [D loss: 0.632085, acc.: 61.21%, KL div.: -0.051592] [G loss: 0.635804, KL div.: 0.635539, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7287 [D loss: 0.631702, acc.: 61.18%, KL div.: -0.050117] [G loss: 0.639393, KL div.: 0.639127, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7288 [D loss: 0.632213, acc.: 61.37%, KL div.: -0.050002] [G loss: 0.638664, KL div.: 0.638397, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7289 [D loss: 0.631919, acc.: 61.35%, KL div.: -0.049082] [G loss: 0.640737, KL div.: 0.640456, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7290 [D loss: 0.632725, acc.: 61.45%, KL div.: -0.049287] [G loss: 0.641372, KL div.: 0.641093, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7291 [D loss: 0.635221, acc.: 61.58%, KL div.: -0.048147] [G loss: 0.637384, KL div.: 0.637113, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7292 [D loss: 0.634796, acc.: 61.58%, KL div.: -0.048636] [G loss: 0.637842, KL div.: 0.637560, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7293 [D loss: 0.639049, acc.: 61.77%, KL div.: -0.047285] [G loss: 0.630792, KL div.: 0.630514, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7294 [D loss: 0.637701, acc.: 61.32%, KL div.: -0.048233] [G loss: 0.627494, KL div.: 0.627223, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 993us/step
4/4 [==============================] - 0s 3ms/step
7295 [D loss: 0.637879, acc.: 61.32%, KL div.: -0.048626] [G loss: 0.626170, KL div.: 0.625906, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7296 [D loss: 0.642233, acc.: 61.71%, KL div.: -0.046978] [G loss: 0.621488, KL div.: 0.621237, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7297 [D loss: 0.640161, acc.: 61.33%, KL div.: -0.047959] [G loss: 0.620525, KL div.: 0.620277, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7298 [D loss: 0.646378, acc.: 62.09%, KL div.: -0.046590] [G loss: 0.613599, KL div.: 0.613360, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7299 [D loss: 0.643777, acc.: 61.48%, KL div.: -0.047570] [G loss: 0.613806, KL div.: 0.613574, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 79ms/step
4/4 [==============================] - 0s 27ms/step
7300 [D loss: 0.640803, acc.: 60.99%, KL div.: -0.049594] [G loss: 0.609764, KL div.: 0.609544, FID: 39.811974]
1/1 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 69ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7301 [D loss: 0.641406, acc.: 61.09%, KL div.: -0.049599] [G loss: 0.610389, KL div.: 0.610176, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 817us/step
7302 [D loss: 0.642466, acc.: 61.27%, KL div.: -0.049327] [G loss: 0.608622, KL div.: 0.608412, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7303 [D loss: 0.642634, acc.: 61.33%, KL div.: -0.049067] [G loss: 0.607930, KL div.: 0.607733, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7304 [D loss: 0.639056, acc.: 60.97%, KL div.: -0.050634] [G loss: 0.609351, KL div.: 0.609165, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7305 [D loss: 0.637540, acc.: 60.84%, KL div.: -0.050933] [G loss: 0.610239, KL div.: 0.610060, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7306 [D loss: 0.638029, acc.: 60.86%, KL div.: -0.050670] [G loss: 0.611159, KL div.: 0.610983, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7307 [D loss: 0.636810, acc.: 60.86%, KL div.: -0.050516] [G loss: 0.613544, KL div.: 0.613375, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7308 [D loss: 0.634061, acc.: 60.70%, KL div.: -0.050985] [G loss: 0.614788, KL div.: 0.614622, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7309 [D loss: 0.632562, acc.: 60.46%, KL div.: -0.050933] [G loss: 0.616694, KL div.: 0.616529, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7310 [D loss: 0.632071, acc.: 60.48%, KL div.: -0.050421] [G loss: 0.619081, KL div.: 0.618925, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7311 [D loss: 0.630110, acc.: 60.17%, KL div.: -0.050940] [G loss: 0.619613, KL div.: 0.619450, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7312 [D loss: 0.629180, acc.: 59.96%, KL div.: -0.050154] [G loss: 0.620409, KL div.: 0.620249, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7313 [D loss: 0.630003, acc.: 60.12%, KL div.: -0.050302] [G loss: 0.619927, KL div.: 0.619767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7314 [D loss: 0.629556, acc.: 59.90%, KL div.: -0.049815] [G loss: 0.620164, KL div.: 0.620000, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7315 [D loss: 0.628268, acc.: 59.53%, KL div.: -0.049134] [G loss: 0.619200, KL div.: 0.619035, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 711us/step
4/4 [==============================] - 0s 2ms/step
7316 [D loss: 0.630013, acc.: 59.68%, KL div.: -0.049275] [G loss: 0.618350, KL div.: 0.618184, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7317 [D loss: 0.630726, acc.: 59.52%, KL div.: -0.048647] [G loss: 0.616259, KL div.: 0.616093, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7318 [D loss: 0.629981, acc.: 59.21%, KL div.: -0.048018] [G loss: 0.615700, KL div.: 0.615521, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7319 [D loss: 0.632107, acc.: 59.58%, KL div.: -0.048896] [G loss: 0.615101, KL div.: 0.614923, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7320 [D loss: 0.632081, acc.: 58.91%, KL div.: -0.047465] [G loss: 0.609313, KL div.: 0.609133, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
7321 [D loss: 0.640149, acc.: 59.80%, KL div.: -0.048961] [G loss: 0.603397, KL div.: 0.603207, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 803us/step
4/4 [==============================] - 0s 1ms/step
7322 [D loss: 0.636018, acc.: 59.41%, KL div.: -0.048282] [G loss: 0.607296, KL div.: 0.607109, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7323 [D loss: 0.641581, acc.: 59.50%, KL div.: -0.048509] [G loss: 0.599016, KL div.: 0.598817, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7324 [D loss: 0.645110, acc.: 60.14%, KL div.: -0.048776] [G loss: 0.598974, KL div.: 0.598779, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7325 [D loss: 0.641586, acc.: 59.20%, KL div.: -0.047343] [G loss: 0.597419, KL div.: 0.597218, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7326 [D loss: 0.644242, acc.: 59.61%, KL div.: -0.048219] [G loss: 0.597324, KL div.: 0.597122, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 83us/step
4/4 [==============================] - 0s 2ms/step
7327 [D loss: 0.645808, acc.: 59.69%, KL div.: -0.048335] [G loss: 0.596670, KL div.: 0.596463, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7328 [D loss: 0.647081, acc.: 60.25%, KL div.: -0.048883] [G loss: 0.597419, KL div.: 0.597210, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7329 [D loss: 0.646409, acc.: 60.29%, KL div.: -0.048858] [G loss: 0.600288, KL div.: 0.600079, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7330 [D loss: 0.647617, acc.: 60.39%, KL div.: -0.048511] [G loss: 0.601009, KL div.: 0.600794, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7331 [D loss: 0.644795, acc.: 60.72%, KL div.: -0.050562] [G loss: 0.606768, KL div.: 0.606554, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7332 [D loss: 0.644955, acc.: 60.95%, KL div.: -0.049901] [G loss: 0.608764, KL div.: 0.608554, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7333 [D loss: 0.641934, acc.: 60.97%, KL div.: -0.050939] [G loss: 0.614724, KL div.: 0.614508, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7334 [D loss: 0.640835, acc.: 61.20%, KL div.: -0.050689] [G loss: 0.619807, KL div.: 0.619587, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7335 [D loss: 0.637854, acc.: 61.01%, KL div.: -0.050396] [G loss: 0.626137, KL div.: 0.625903, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7336 [D loss: 0.636155, acc.: 61.16%, KL div.: -0.049992] [G loss: 0.630715, KL div.: 0.630483, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7337 [D loss: 0.633842, acc.: 61.05%, KL div.: -0.050279] [G loss: 0.635561, KL div.: 0.635315, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7338 [D loss: 0.631984, acc.: 61.15%, KL div.: -0.049746] [G loss: 0.640744, KL div.: 0.640491, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7339 [D loss: 0.631878, acc.: 61.20%, KL div.: -0.049063] [G loss: 0.645221, KL div.: 0.644961, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7340 [D loss: 0.629180, acc.: 60.79%, KL div.: -0.048170] [G loss: 0.647222, KL div.: 0.646951, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7341 [D loss: 0.629231, acc.: 60.95%, KL div.: -0.047410] [G loss: 0.646943, KL div.: 0.646664, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7342 [D loss: 0.631803, acc.: 61.04%, KL div.: -0.046644] [G loss: 0.642846, KL div.: 0.642568, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7343 [D loss: 0.631031, acc.: 60.65%, KL div.: -0.047522] [G loss: 0.638551, KL div.: 0.638274, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 1ms/step
7344 [D loss: 0.637190, acc.: 61.25%, KL div.: -0.044627] [G loss: 0.634330, KL div.: 0.634055, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7345 [D loss: 0.640039, acc.: 61.22%, KL div.: -0.044936] [G loss: 0.628169, KL div.: 0.627901, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 381us/step
7346 [D loss: 0.640906, acc.: 60.86%, KL div.: -0.045380] [G loss: 0.619807, KL div.: 0.619549, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7347 [D loss: 0.644046, acc.: 60.78%, KL div.: -0.045323] [G loss: 0.612694, KL div.: 0.612442, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7348 [D loss: 0.646881, acc.: 60.63%, KL div.: -0.044799] [G loss: 0.604350, KL div.: 0.604112, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7349 [D loss: 0.653946, acc.: 61.26%, KL div.: -0.043136] [G loss: 0.597045, KL div.: 0.596804, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
7350 [D loss: 0.651091, acc.: 60.58%, KL div.: -0.044867] [G loss: 0.594888, KL div.: 0.594664, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7351 [D loss: 0.654186, acc.: 60.75%, KL div.: -0.045118] [G loss: 0.589044, KL div.: 0.588822, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
7352 [D loss: 0.654638, acc.: 60.82%, KL div.: -0.045791] [G loss: 0.587431, KL div.: 0.587221, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7353 [D loss: 0.650556, acc.: 60.64%, KL div.: -0.046083] [G loss: 0.591669, KL div.: 0.591480, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7354 [D loss: 0.645852, acc.: 60.43%, KL div.: -0.048133] [G loss: 0.597610, KL div.: 0.597434, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7355 [D loss: 0.642148, acc.: 60.42%, KL div.: -0.047814] [G loss: 0.604318, KL div.: 0.604153, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7356 [D loss: 0.636853, acc.: 60.12%, KL div.: -0.050194] [G loss: 0.609041, KL div.: 0.608875, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7357 [D loss: 0.633166, acc.: 60.12%, KL div.: -0.049273] [G loss: 0.616399, KL div.: 0.616235, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 686us/step
7358 [D loss: 0.630051, acc.: 60.06%, KL div.: -0.049501] [G loss: 0.620778, KL div.: 0.620616, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
7359 [D loss: 0.628250, acc.: 59.94%, KL div.: -0.049410] [G loss: 0.624025, KL div.: 0.623855, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
7360 [D loss: 0.627762, acc.: 59.83%, KL div.: -0.048612] [G loss: 0.625585, KL div.: 0.625410, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7361 [D loss: 0.628123, acc.: 60.11%, KL div.: -0.049750] [G loss: 0.625208, KL div.: 0.625033, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7362 [D loss: 0.627604, acc.: 59.76%, KL div.: -0.048774] [G loss: 0.624272, KL div.: 0.624096, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7363 [D loss: 0.628645, acc.: 59.59%, KL div.: -0.048095] [G loss: 0.622240, KL div.: 0.622058, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7364 [D loss: 0.632030, acc.: 59.43%, KL div.: -0.047248] [G loss: 0.615618, KL div.: 0.615423, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7365 [D loss: 0.632369, acc.: 59.49%, KL div.: -0.046950] [G loss: 0.616201, KL div.: 0.616011, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7366 [D loss: 0.634609, acc.: 59.81%, KL div.: -0.048138] [G loss: 0.612511, KL div.: 0.612314, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7367 [D loss: 0.633872, acc.: 59.25%, KL div.: -0.047726] [G loss: 0.610259, KL div.: 0.610061, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7368 [D loss: 0.636440, acc.: 59.19%, KL div.: -0.046466] [G loss: 0.606469, KL div.: 0.606271, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7369 [D loss: 0.640970, acc.: 59.92%, KL div.: -0.048392] [G loss: 0.604092, KL div.: 0.603889, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7370 [D loss: 0.641343, acc.: 59.97%, KL div.: -0.048719] [G loss: 0.604026, KL div.: 0.603824, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 987us/step
7371 [D loss: 0.641494, acc.: 59.51%, KL div.: -0.047937] [G loss: 0.600328, KL div.: 0.600121, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7372 [D loss: 0.640939, acc.: 59.81%, KL div.: -0.048407] [G loss: 0.604412, KL div.: 0.604202, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7373 [D loss: 0.641301, acc.: 59.36%, KL div.: -0.047932] [G loss: 0.601146, KL div.: 0.600939, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7374 [D loss: 0.644067, acc.: 60.25%, KL div.: -0.049052] [G loss: 0.606333, KL div.: 0.606120, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7375 [D loss: 0.641682, acc.: 60.14%, KL div.: -0.048596] [G loss: 0.607180, KL div.: 0.606968, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7376 [D loss: 0.640765, acc.: 60.10%, KL div.: -0.048368] [G loss: 0.611972, KL div.: 0.611759, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7377 [D loss: 0.639590, acc.: 60.45%, KL div.: -0.048598] [G loss: 0.615374, KL div.: 0.615157, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7378 [D loss: 0.639235, acc.: 60.82%, KL div.: -0.049910] [G loss: 0.618164, KL div.: 0.617950, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7379 [D loss: 0.639593, acc.: 60.80%, KL div.: -0.049598] [G loss: 0.617984, KL div.: 0.617767, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7380 [D loss: 0.640252, acc.: 60.90%, KL div.: -0.049038] [G loss: 0.618957, KL div.: 0.618741, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7381 [D loss: 0.640075, acc.: 61.15%, KL div.: -0.049895] [G loss: 0.620527, KL div.: 0.620307, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7382 [D loss: 0.639413, acc.: 61.32%, KL div.: -0.050762] [G loss: 0.622544, KL div.: 0.622318, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 496us/step
4/4 [==============================] - 0s 2ms/step
7383 [D loss: 0.638478, acc.: 61.24%, KL div.: -0.050532] [G loss: 0.626705, KL div.: 0.626476, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7384 [D loss: 0.637619, acc.: 61.33%, KL div.: -0.050701] [G loss: 0.627584, KL div.: 0.627344, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 797us/step
4/4 [==============================] - 0s 4ms/step
7385 [D loss: 0.638294, acc.: 61.47%, KL div.: -0.049553] [G loss: 0.626961, KL div.: 0.626716, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7386 [D loss: 0.638320, acc.: 61.48%, KL div.: -0.049581] [G loss: 0.630540, KL div.: 0.630296, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7387 [D loss: 0.636477, acc.: 61.45%, KL div.: -0.050134] [G loss: 0.633264, KL div.: 0.633022, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7388 [D loss: 0.638921, acc.: 61.95%, KL div.: -0.048328] [G loss: 0.632810, KL div.: 0.632566, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7389 [D loss: 0.635696, acc.: 61.68%, KL div.: -0.048812] [G loss: 0.637043, KL div.: 0.636788, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7390 [D loss: 0.633256, acc.: 61.58%, KL div.: -0.049342] [G loss: 0.640867, KL div.: 0.640611, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7391 [D loss: 0.634675, acc.: 61.77%, KL div.: -0.048388] [G loss: 0.641625, KL div.: 0.641376, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7392 [D loss: 0.633630, acc.: 61.69%, KL div.: -0.048245] [G loss: 0.642822, KL div.: 0.642558, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7393 [D loss: 0.633499, acc.: 61.48%, KL div.: -0.048627] [G loss: 0.640523, KL div.: 0.640270, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7394 [D loss: 0.636473, acc.: 61.75%, KL div.: -0.047789] [G loss: 0.634722, KL div.: 0.634476, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7395 [D loss: 0.637992, acc.: 61.27%, KL div.: -0.048918] [G loss: 0.623371, KL div.: 0.623133, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7396 [D loss: 0.639503, acc.: 61.15%, KL div.: -0.047879] [G loss: 0.617780, KL div.: 0.617558, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7397 [D loss: 0.645855, acc.: 61.78%, KL div.: -0.047234] [G loss: 0.611966, KL div.: 0.611744, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7398 [D loss: 0.645204, acc.: 61.27%, KL div.: -0.047923] [G loss: 0.606602, KL div.: 0.606393, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 545us/step
7399 [D loss: 0.645915, acc.: 61.33%, KL div.: -0.047971] [G loss: 0.604650, KL div.: 0.604440, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 72ms/step
4/4 [==============================] - 0s 22ms/step
7400 [D loss: 0.643866, acc.: 60.86%, KL div.: -0.049939] [G loss: 0.601229, KL div.: 0.601039, FID: 31.503067]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7401 [D loss: 0.648510, acc.: 61.34%, KL div.: -0.048322] [G loss: 0.598684, KL div.: 0.598499, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7402 [D loss: 0.645140, acc.: 60.93%, KL div.: -0.048691] [G loss: 0.600770, KL div.: 0.600592, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7403 [D loss: 0.641310, acc.: 60.80%, KL div.: -0.049957] [G loss: 0.604469, KL div.: 0.604293, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7404 [D loss: 0.640422, acc.: 60.84%, KL div.: -0.049152] [G loss: 0.609163, KL div.: 0.608996, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7405 [D loss: 0.635106, acc.: 60.39%, KL div.: -0.050398] [G loss: 0.612014, KL div.: 0.611850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7406 [D loss: 0.632131, acc.: 60.27%, KL div.: -0.050827] [G loss: 0.616133, KL div.: 0.615977, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7407 [D loss: 0.630991, acc.: 60.19%, KL div.: -0.050701] [G loss: 0.617902, KL div.: 0.617739, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7408 [D loss: 0.630108, acc.: 60.07%, KL div.: -0.050606] [G loss: 0.618254, KL div.: 0.618099, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7409 [D loss: 0.628839, acc.: 59.87%, KL div.: -0.050075] [G loss: 0.618849, KL div.: 0.618688, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7410 [D loss: 0.627783, acc.: 59.56%, KL div.: -0.050070] [G loss: 0.618482, KL div.: 0.618322, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7411 [D loss: 0.629300, acc.: 59.53%, KL div.: -0.050162] [G loss: 0.615568, KL div.: 0.615396, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7412 [D loss: 0.630295, acc.: 59.26%, KL div.: -0.049058] [G loss: 0.612704, KL div.: 0.612535, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7413 [D loss: 0.631726, acc.: 59.51%, KL div.: -0.049249] [G loss: 0.612079, KL div.: 0.611905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7414 [D loss: 0.630289, acc.: 59.01%, KL div.: -0.048540] [G loss: 0.609430, KL div.: 0.609252, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7415 [D loss: 0.632755, acc.: 59.19%, KL div.: -0.049833] [G loss: 0.607470, KL div.: 0.607291, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7416 [D loss: 0.632798, acc.: 58.74%, KL div.: -0.048394] [G loss: 0.604320, KL div.: 0.604132, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7417 [D loss: 0.636161, acc.: 58.88%, KL div.: -0.048512] [G loss: 0.601206, KL div.: 0.601013, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7418 [D loss: 0.636239, acc.: 58.72%, KL div.: -0.048296] [G loss: 0.600316, KL div.: 0.600120, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 528us/step
7419 [D loss: 0.637175, acc.: 58.50%, KL div.: -0.047340] [G loss: 0.597967, KL div.: 0.597765, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7420 [D loss: 0.642524, acc.: 59.15%, KL div.: -0.048637] [G loss: 0.595442, KL div.: 0.595236, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7421 [D loss: 0.642397, acc.: 59.33%, KL div.: -0.048622] [G loss: 0.596080, KL div.: 0.595870, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 982us/step
7422 [D loss: 0.643980, acc.: 59.25%, KL div.: -0.048706] [G loss: 0.593797, KL div.: 0.593582, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7423 [D loss: 0.644382, acc.: 59.33%, KL div.: -0.047994] [G loss: 0.595467, KL div.: 0.595253, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7424 [D loss: 0.645469, acc.: 59.91%, KL div.: -0.049537] [G loss: 0.597815, KL div.: 0.597597, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7425 [D loss: 0.644588, acc.: 59.65%, KL div.: -0.048395] [G loss: 0.599808, KL div.: 0.599588, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7426 [D loss: 0.641542, acc.: 59.80%, KL div.: -0.048683] [G loss: 0.604386, KL div.: 0.604168, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7427 [D loss: 0.642961, acc.: 60.37%, KL div.: -0.049806] [G loss: 0.608497, KL div.: 0.608276, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7428 [D loss: 0.642623, acc.: 60.54%, KL div.: -0.050107] [G loss: 0.611809, KL div.: 0.611585, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7429 [D loss: 0.640643, acc.: 60.63%, KL div.: -0.049675] [G loss: 0.615185, KL div.: 0.614959, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
7430 [D loss: 0.639407, acc.: 60.76%, KL div.: -0.050197] [G loss: 0.618680, KL div.: 0.618450, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7431 [D loss: 0.638836, acc.: 60.81%, KL div.: -0.049022] [G loss: 0.623010, KL div.: 0.622774, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7432 [D loss: 0.637754, acc.: 60.77%, KL div.: -0.049153] [G loss: 0.623113, KL div.: 0.622871, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7433 [D loss: 0.636453, acc.: 60.66%, KL div.: -0.048717] [G loss: 0.626079, KL div.: 0.625838, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7434 [D loss: 0.636086, acc.: 60.88%, KL div.: -0.049033] [G loss: 0.629604, KL div.: 0.629350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7435 [D loss: 0.636263, acc.: 60.91%, KL div.: -0.048129] [G loss: 0.629966, KL div.: 0.629711, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7436 [D loss: 0.635629, acc.: 60.91%, KL div.: -0.047814] [G loss: 0.631118, KL div.: 0.630856, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7437 [D loss: 0.635234, acc.: 60.81%, KL div.: -0.047674] [G loss: 0.630621, KL div.: 0.630350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 472us/step
7438 [D loss: 0.634727, acc.: 60.63%, KL div.: -0.047266] [G loss: 0.630280, KL div.: 0.630002, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7439 [D loss: 0.640182, acc.: 61.11%, KL div.: -0.045352] [G loss: 0.626322, KL div.: 0.626052, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7440 [D loss: 0.637117, acc.: 60.69%, KL div.: -0.046763] [G loss: 0.626368, KL div.: 0.626093, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7441 [D loss: 0.641134, acc.: 61.01%, KL div.: -0.045729] [G loss: 0.620068, KL div.: 0.619802, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7442 [D loss: 0.639332, acc.: 60.54%, KL div.: -0.047005] [G loss: 0.617860, KL div.: 0.617594, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7443 [D loss: 0.641409, acc.: 60.85%, KL div.: -0.046049] [G loss: 0.615890, KL div.: 0.615635, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
7444 [D loss: 0.642706, acc.: 60.84%, KL div.: -0.046408] [G loss: 0.612939, KL div.: 0.612681, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7445 [D loss: 0.640692, acc.: 60.62%, KL div.: -0.047122] [G loss: 0.611503, KL div.: 0.611253, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7446 [D loss: 0.641653, acc.: 60.49%, KL div.: -0.047174] [G loss: 0.608190, KL div.: 0.607951, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7447 [D loss: 0.644645, acc.: 60.82%, KL div.: -0.046652] [G loss: 0.606630, KL div.: 0.606392, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 891us/step
4/4 [==============================] - 0s 86us/step
7448 [D loss: 0.642490, acc.: 60.78%, KL div.: -0.047215] [G loss: 0.608058, KL div.: 0.607822, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7449 [D loss: 0.644485, acc.: 60.93%, KL div.: -0.046884] [G loss: 0.606239, KL div.: 0.606014, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7450 [D loss: 0.640479, acc.: 60.59%, KL div.: -0.048661] [G loss: 0.606784, KL div.: 0.606573, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 509us/step
4/4 [==============================] - 0s 2ms/step
7451 [D loss: 0.641127, acc.: 60.59%, KL div.: -0.048106] [G loss: 0.606648, KL div.: 0.606443, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7452 [D loss: 0.638646, acc.: 60.23%, KL div.: -0.048916] [G loss: 0.605699, KL div.: 0.605505, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7453 [D loss: 0.638157, acc.: 60.41%, KL div.: -0.049385] [G loss: 0.608573, KL div.: 0.608383, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7454 [D loss: 0.636455, acc.: 60.30%, KL div.: -0.050119] [G loss: 0.609476, KL div.: 0.609285, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 976us/step
7455 [D loss: 0.635824, acc.: 60.22%, KL div.: -0.049100] [G loss: 0.610382, KL div.: 0.610194, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7456 [D loss: 0.635366, acc.: 60.15%, KL div.: -0.049598] [G loss: 0.611058, KL div.: 0.610873, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7457 [D loss: 0.633468, acc.: 59.92%, KL div.: -0.049575] [G loss: 0.610552, KL div.: 0.610364, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7458 [D loss: 0.632455, acc.: 59.79%, KL div.: -0.049896] [G loss: 0.612217, KL div.: 0.612031, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7459 [D loss: 0.631663, acc.: 59.79%, KL div.: -0.051338] [G loss: 0.612508, KL div.: 0.612324, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7460 [D loss: 0.630899, acc.: 59.43%, KL div.: -0.048791] [G loss: 0.611831, KL div.: 0.611648, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7461 [D loss: 0.631654, acc.: 59.47%, KL div.: -0.049464] [G loss: 0.612389, KL div.: 0.612200, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7462 [D loss: 0.631058, acc.: 59.33%, KL div.: -0.048831] [G loss: 0.611557, KL div.: 0.611373, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7463 [D loss: 0.632028, acc.: 59.33%, KL div.: -0.049050] [G loss: 0.611295, KL div.: 0.611104, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7464 [D loss: 0.632727, acc.: 59.06%, KL div.: -0.048174] [G loss: 0.609290, KL div.: 0.609092, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7465 [D loss: 0.633927, acc.: 59.35%, KL div.: -0.048744] [G loss: 0.607723, KL div.: 0.607521, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7466 [D loss: 0.635333, acc.: 59.27%, KL div.: -0.048544] [G loss: 0.607895, KL div.: 0.607692, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7467 [D loss: 0.637594, acc.: 59.58%, KL div.: -0.049555] [G loss: 0.605650, KL div.: 0.605446, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7468 [D loss: 0.636659, acc.: 59.24%, KL div.: -0.048566] [G loss: 0.605214, KL div.: 0.604993, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 214us/step
4/4 [==============================] - 0s 2ms/step
7469 [D loss: 0.638839, acc.: 59.46%, KL div.: -0.048112] [G loss: 0.603953, KL div.: 0.603734, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7470 [D loss: 0.641547, acc.: 59.77%, KL div.: -0.049003] [G loss: 0.602922, KL div.: 0.602704, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7471 [D loss: 0.640928, acc.: 59.63%, KL div.: -0.048388] [G loss: 0.603439, KL div.: 0.603221, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 189us/step
4/4 [==============================] - 0s 3ms/step
7472 [D loss: 0.642487, acc.: 59.73%, KL div.: -0.047781] [G loss: 0.603123, KL div.: 0.602903, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7473 [D loss: 0.644425, acc.: 60.04%, KL div.: -0.048151] [G loss: 0.601977, KL div.: 0.601752, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7474 [D loss: 0.644715, acc.: 60.51%, KL div.: -0.049417] [G loss: 0.605192, KL div.: 0.604974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7475 [D loss: 0.644198, acc.: 60.58%, KL div.: -0.049745] [G loss: 0.606167, KL div.: 0.605942, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7476 [D loss: 0.644368, acc.: 60.91%, KL div.: -0.050731] [G loss: 0.609465, KL div.: 0.609238, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7477 [D loss: 0.643071, acc.: 60.90%, KL div.: -0.050171] [G loss: 0.613110, KL div.: 0.612882, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7478 [D loss: 0.642497, acc.: 60.87%, KL div.: -0.048818] [G loss: 0.615076, KL div.: 0.614846, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7479 [D loss: 0.641884, acc.: 61.06%, KL div.: -0.050362] [G loss: 0.618638, KL div.: 0.618399, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7480 [D loss: 0.639215, acc.: 61.05%, KL div.: -0.050089] [G loss: 0.623395, KL div.: 0.623155, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7481 [D loss: 0.638005, acc.: 61.10%, KL div.: -0.050368] [G loss: 0.626077, KL div.: 0.625828, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7482 [D loss: 0.636737, acc.: 61.31%, KL div.: -0.050873] [G loss: 0.630296, KL div.: 0.630038, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 533us/step
4/4 [==============================] - 0s 3ms/step
7483 [D loss: 0.634533, acc.: 61.19%, KL div.: -0.050506] [G loss: 0.635284, KL div.: 0.635023, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7484 [D loss: 0.632228, acc.: 60.97%, KL div.: -0.050405] [G loss: 0.638773, KL div.: 0.638508, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7485 [D loss: 0.632331, acc.: 61.02%, KL div.: -0.049753] [G loss: 0.639600, KL div.: 0.639331, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7486 [D loss: 0.634193, acc.: 61.36%, KL div.: -0.048479] [G loss: 0.640714, KL div.: 0.640441, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7487 [D loss: 0.634431, acc.: 61.19%, KL div.: -0.048548] [G loss: 0.637604, KL div.: 0.637318, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 625us/step
7488 [D loss: 0.636695, acc.: 61.43%, KL div.: -0.046691] [G loss: 0.636373, KL div.: 0.636098, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7489 [D loss: 0.633757, acc.: 60.79%, KL div.: -0.048902] [G loss: 0.632493, KL div.: 0.632217, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 867us/step
4/4 [==============================] - 0s 2ms/step
7490 [D loss: 0.635529, acc.: 60.88%, KL div.: -0.047278] [G loss: 0.629550, KL div.: 0.629287, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7491 [D loss: 0.637874, acc.: 61.01%, KL div.: -0.047291] [G loss: 0.626622, KL div.: 0.626354, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7492 [D loss: 0.642579, acc.: 61.31%, KL div.: -0.045572] [G loss: 0.621112, KL div.: 0.620852, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7493 [D loss: 0.639157, acc.: 60.43%, KL div.: -0.046863] [G loss: 0.615481, KL div.: 0.615235, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7494 [D loss: 0.644786, acc.: 60.96%, KL div.: -0.046255] [G loss: 0.609856, KL div.: 0.609611, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7495 [D loss: 0.644219, acc.: 60.68%, KL div.: -0.047000] [G loss: 0.605735, KL div.: 0.605499, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7496 [D loss: 0.645225, acc.: 60.59%, KL div.: -0.046350] [G loss: 0.601509, KL div.: 0.601274, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7497 [D loss: 0.644625, acc.: 60.41%, KL div.: -0.047016] [G loss: 0.600323, KL div.: 0.600106, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7498 [D loss: 0.645974, acc.: 60.57%, KL div.: -0.046289] [G loss: 0.597588, KL div.: 0.597374, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7499 [D loss: 0.643057, acc.: 60.23%, KL div.: -0.048413] [G loss: 0.597726, KL div.: 0.597524, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 557us/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 56ms/step
4/4 [==============================] - 0s 34ms/step
7500 [D loss: 0.642941, acc.: 60.26%, KL div.: -0.048645] [G loss: 0.597281, KL div.: 0.597078, FID: 44.859888]
1/1 [==============================] - 0s 36ms/step
4/4 [==============================] - 0s 72ms/step
4/4 [==============================] - 0s 309us/step
4/4 [==============================] - 0s 3ms/step
7501 [D loss: 0.641369, acc.: 60.13%, KL div.: -0.049132] [G loss: 0.599560, KL div.: 0.599369, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7502 [D loss: 0.640674, acc.: 60.07%, KL div.: -0.047602] [G loss: 0.601189, KL div.: 0.601000, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7503 [D loss: 0.638221, acc.: 60.03%, KL div.: -0.049065] [G loss: 0.603513, KL div.: 0.603327, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7504 [D loss: 0.635266, acc.: 59.88%, KL div.: -0.050433] [G loss: 0.605861, KL div.: 0.605682, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 562us/step
4/4 [==============================] - 0s 3ms/step
7505 [D loss: 0.634322, acc.: 59.96%, KL div.: -0.050626] [G loss: 0.609309, KL div.: 0.609130, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7506 [D loss: 0.630165, acc.: 59.42%, KL div.: -0.050035] [G loss: 0.612291, KL div.: 0.612110, FID: 0.000000]
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7507 [D loss: 0.629950, acc.: 59.45%, KL div.: -0.050389] [G loss: 0.612745, KL div.: 0.612574, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7508 [D loss: 0.629059, acc.: 59.41%, KL div.: -0.050671] [G loss: 0.613868, KL div.: 0.613689, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7509 [D loss: 0.628663, acc.: 59.45%, KL div.: -0.050848] [G loss: 0.615475, KL div.: 0.615296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7510 [D loss: 0.627659, acc.: 59.13%, KL div.: -0.049469] [G loss: 0.614782, KL div.: 0.614598, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7511 [D loss: 0.629472, acc.: 59.27%, KL div.: -0.050298] [G loss: 0.615254, KL div.: 0.615065, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7512 [D loss: 0.627622, acc.: 58.69%, KL div.: -0.048948] [G loss: 0.613018, KL div.: 0.612823, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7513 [D loss: 0.629925, acc.: 58.88%, KL div.: -0.048661] [G loss: 0.612016, KL div.: 0.611824, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7514 [D loss: 0.631502, acc.: 58.79%, KL div.: -0.048053] [G loss: 0.608837, KL div.: 0.608634, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7515 [D loss: 0.631655, acc.: 58.58%, KL div.: -0.048126] [G loss: 0.607072, KL div.: 0.606858, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 579us/step
7516 [D loss: 0.635293, acc.: 59.06%, KL div.: -0.048712] [G loss: 0.605214, KL div.: 0.605003, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7517 [D loss: 0.638017, acc.: 58.78%, KL div.: -0.048046] [G loss: 0.599932, KL div.: 0.599716, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7518 [D loss: 0.639720, acc.: 59.04%, KL div.: -0.048485] [G loss: 0.600639, KL div.: 0.600422, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7519 [D loss: 0.640193, acc.: 58.99%, KL div.: -0.048581] [G loss: 0.599035, KL div.: 0.598809, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7520 [D loss: 0.643298, acc.: 59.83%, KL div.: -0.049785] [G loss: 0.599353, KL div.: 0.599131, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7521 [D loss: 0.644465, acc.: 59.98%, KL div.: -0.050370] [G loss: 0.598009, KL div.: 0.597782, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
7522 [D loss: 0.644051, acc.: 59.86%, KL div.: -0.049917] [G loss: 0.599703, KL div.: 0.599478, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7523 [D loss: 0.645591, acc.: 60.33%, KL div.: -0.050940] [G loss: 0.602732, KL div.: 0.602501, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7524 [D loss: 0.644406, acc.: 60.58%, KL div.: -0.050931] [G loss: 0.605910, KL div.: 0.605676, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7525 [D loss: 0.641594, acc.: 60.58%, KL div.: -0.050718] [G loss: 0.609999, KL div.: 0.609766, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7526 [D loss: 0.643696, acc.: 61.00%, KL div.: -0.050649] [G loss: 0.612856, KL div.: 0.612623, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7527 [D loss: 0.641412, acc.: 60.99%, KL div.: -0.051822] [G loss: 0.615803, KL div.: 0.615566, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 626us/step
4/4 [==============================] - 0s 1ms/step
7528 [D loss: 0.641078, acc.: 61.24%, KL div.: -0.051409] [G loss: 0.618060, KL div.: 0.617822, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7529 [D loss: 0.636274, acc.: 61.10%, KL div.: -0.053212] [G loss: 0.625598, KL div.: 0.625355, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7530 [D loss: 0.636732, acc.: 61.35%, KL div.: -0.051515] [G loss: 0.628319, KL div.: 0.628074, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 553us/step
7531 [D loss: 0.635927, acc.: 61.44%, KL div.: -0.051921] [G loss: 0.631634, KL div.: 0.631385, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7532 [D loss: 0.634834, acc.: 61.61%, KL div.: -0.051662] [G loss: 0.636334, KL div.: 0.636079, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7533 [D loss: 0.632244, acc.: 61.59%, KL div.: -0.052414] [G loss: 0.640412, KL div.: 0.640152, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7534 [D loss: 0.631032, acc.: 61.46%, KL div.: -0.052220] [G loss: 0.641002, KL div.: 0.640733, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7535 [D loss: 0.630722, acc.: 61.57%, KL div.: -0.052025] [G loss: 0.643644, KL div.: 0.643367, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7536 [D loss: 0.631996, acc.: 61.91%, KL div.: -0.051391] [G loss: 0.642682, KL div.: 0.642415, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7537 [D loss: 0.630786, acc.: 61.64%, KL div.: -0.051589] [G loss: 0.641741, KL div.: 0.641471, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7538 [D loss: 0.629821, acc.: 61.25%, KL div.: -0.052257] [G loss: 0.638643, KL div.: 0.638377, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7539 [D loss: 0.633129, acc.: 61.52%, KL div.: -0.051052] [G loss: 0.635381, KL div.: 0.635123, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7540 [D loss: 0.634050, acc.: 61.56%, KL div.: -0.051073] [G loss: 0.633556, KL div.: 0.633299, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7541 [D loss: 0.635737, acc.: 61.67%, KL div.: -0.050716] [G loss: 0.628681, KL div.: 0.628429, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7542 [D loss: 0.635742, acc.: 61.38%, KL div.: -0.050859] [G loss: 0.624290, KL div.: 0.624050, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7543 [D loss: 0.634036, acc.: 60.80%, KL div.: -0.052528] [G loss: 0.618363, KL div.: 0.618133, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7544 [D loss: 0.640638, acc.: 61.56%, KL div.: -0.050527] [G loss: 0.616067, KL div.: 0.615835, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7545 [D loss: 0.643103, acc.: 61.65%, KL div.: -0.049703] [G loss: 0.609262, KL div.: 0.609038, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7546 [D loss: 0.641281, acc.: 61.20%, KL div.: -0.050965] [G loss: 0.606467, KL div.: 0.606257, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7547 [D loss: 0.640371, acc.: 60.92%, KL div.: -0.051117] [G loss: 0.604566, KL div.: 0.604363, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7548 [D loss: 0.639301, acc.: 60.74%, KL div.: -0.052101] [G loss: 0.603875, KL div.: 0.603688, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7549 [D loss: 0.639113, acc.: 60.69%, KL div.: -0.051729] [G loss: 0.602879, KL div.: 0.602699, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7550 [D loss: 0.639295, acc.: 60.64%, KL div.: -0.052071] [G loss: 0.602102, KL div.: 0.601929, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 750us/step
7551 [D loss: 0.638184, acc.: 60.63%, KL div.: -0.051436] [G loss: 0.604569, KL div.: 0.604405, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7552 [D loss: 0.635376, acc.: 60.47%, KL div.: -0.053064] [G loss: 0.605721, KL div.: 0.605561, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7553 [D loss: 0.634636, acc.: 60.47%, KL div.: -0.051677] [G loss: 0.608079, KL div.: 0.607917, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7554 [D loss: 0.632716, acc.: 60.39%, KL div.: -0.052303] [G loss: 0.610790, KL div.: 0.610634, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7555 [D loss: 0.631270, acc.: 60.32%, KL div.: -0.052930] [G loss: 0.614186, KL div.: 0.614031, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7556 [D loss: 0.629983, acc.: 60.07%, KL div.: -0.051446] [G loss: 0.614740, KL div.: 0.614583, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7557 [D loss: 0.627650, acc.: 59.92%, KL div.: -0.051257] [G loss: 0.617580, KL div.: 0.617425, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7558 [D loss: 0.626968, acc.: 59.88%, KL div.: -0.052385] [G loss: 0.617240, KL div.: 0.617084, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7559 [D loss: 0.628525, acc.: 60.17%, KL div.: -0.052308] [G loss: 0.618599, KL div.: 0.618441, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7560 [D loss: 0.627089, acc.: 59.71%, KL div.: -0.050901] [G loss: 0.618897, KL div.: 0.618734, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7561 [D loss: 0.629725, acc.: 59.93%, KL div.: -0.051013] [G loss: 0.616899, KL div.: 0.616726, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7562 [D loss: 0.627216, acc.: 59.39%, KL div.: -0.049362] [G loss: 0.618225, KL div.: 0.618052, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7563 [D loss: 0.629086, acc.: 59.28%, KL div.: -0.049981] [G loss: 0.613776, KL div.: 0.613593, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7564 [D loss: 0.632517, acc.: 59.45%, KL div.: -0.049769] [G loss: 0.610945, KL div.: 0.610757, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7565 [D loss: 0.632004, acc.: 59.40%, KL div.: -0.049405] [G loss: 0.611935, KL div.: 0.611747, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7566 [D loss: 0.635621, acc.: 59.28%, KL div.: -0.049561] [G loss: 0.604245, KL div.: 0.604045, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7567 [D loss: 0.633910, acc.: 58.70%, KL div.: -0.048057] [G loss: 0.604121, KL div.: 0.603919, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7568 [D loss: 0.638476, acc.: 59.31%, KL div.: -0.048747] [G loss: 0.602274, KL div.: 0.602069, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7569 [D loss: 0.641057, acc.: 59.40%, KL div.: -0.048795] [G loss: 0.599176, KL div.: 0.598970, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 1ms/step
7570 [D loss: 0.638632, acc.: 59.18%, KL div.: -0.048426] [G loss: 0.601627, KL div.: 0.601418, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7571 [D loss: 0.643570, acc.: 60.35%, KL div.: -0.050870] [G loss: 0.601187, KL div.: 0.600977, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7572 [D loss: 0.643017, acc.: 60.00%, KL div.: -0.049530] [G loss: 0.600492, KL div.: 0.600280, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7573 [D loss: 0.642314, acc.: 59.97%, KL div.: -0.050735] [G loss: 0.601411, KL div.: 0.601192, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7574 [D loss: 0.644248, acc.: 60.24%, KL div.: -0.050123] [G loss: 0.603410, KL div.: 0.603198, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7575 [D loss: 0.642801, acc.: 60.16%, KL div.: -0.049992] [G loss: 0.604951, KL div.: 0.604737, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7576 [D loss: 0.641630, acc.: 60.26%, KL div.: -0.050169] [G loss: 0.609962, KL div.: 0.609743, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7577 [D loss: 0.643722, acc.: 60.97%, KL div.: -0.051248] [G loss: 0.612225, KL div.: 0.612009, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7578 [D loss: 0.641104, acc.: 61.00%, KL div.: -0.051514] [G loss: 0.616513, KL div.: 0.616296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7579 [D loss: 0.639093, acc.: 61.04%, KL div.: -0.051073] [G loss: 0.619868, KL div.: 0.619645, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7580 [D loss: 0.636823, acc.: 61.14%, KL div.: -0.051027] [G loss: 0.625505, KL div.: 0.625281, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
7581 [D loss: 0.637013, acc.: 61.28%, KL div.: -0.050793] [G loss: 0.628705, KL div.: 0.628479, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7582 [D loss: 0.634628, acc.: 61.29%, KL div.: -0.051612] [G loss: 0.632161, KL div.: 0.631929, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7583 [D loss: 0.633822, acc.: 61.29%, KL div.: -0.052205] [G loss: 0.632682, KL div.: 0.632447, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7584 [D loss: 0.632460, acc.: 61.20%, KL div.: -0.051936] [G loss: 0.636324, KL div.: 0.636083, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7585 [D loss: 0.632483, acc.: 61.14%, KL div.: -0.051839] [G loss: 0.634314, KL div.: 0.634069, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7586 [D loss: 0.634548, acc.: 61.40%, KL div.: -0.050171] [G loss: 0.635834, KL div.: 0.635579, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7587 [D loss: 0.634284, acc.: 61.41%, KL div.: -0.050555] [G loss: 0.631926, KL div.: 0.631681, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7588 [D loss: 0.633393, acc.: 61.14%, KL div.: -0.050734] [G loss: 0.630743, KL div.: 0.630500, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7589 [D loss: 0.637087, acc.: 61.49%, KL div.: -0.050059] [G loss: 0.629331, KL div.: 0.629089, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7590 [D loss: 0.637390, acc.: 61.36%, KL div.: -0.049860] [G loss: 0.625283, KL div.: 0.625049, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7591 [D loss: 0.635895, acc.: 60.80%, KL div.: -0.050630] [G loss: 0.621025, KL div.: 0.620797, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7592 [D loss: 0.636157, acc.: 60.70%, KL div.: -0.050232] [G loss: 0.617602, KL div.: 0.617382, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7593 [D loss: 0.637264, acc.: 60.78%, KL div.: -0.050380] [G loss: 0.617264, KL div.: 0.617045, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7594 [D loss: 0.638922, acc.: 60.73%, KL div.: -0.050175] [G loss: 0.612184, KL div.: 0.611971, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7595 [D loss: 0.639075, acc.: 60.63%, KL div.: -0.051094] [G loss: 0.608914, KL div.: 0.608713, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
7596 [D loss: 0.638445, acc.: 60.39%, KL div.: -0.050837] [G loss: 0.607772, KL div.: 0.607580, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 565us/step
7597 [D loss: 0.641588, acc.: 60.91%, KL div.: -0.049666] [G loss: 0.606599, KL div.: 0.606402, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7598 [D loss: 0.637618, acc.: 60.22%, KL div.: -0.051004] [G loss: 0.604013, KL div.: 0.603833, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7599 [D loss: 0.637110, acc.: 60.21%, KL div.: -0.051645] [G loss: 0.603155, KL div.: 0.602987, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 65ms/step
4/4 [==============================] - 0s 25ms/step
7600 [D loss: 0.638063, acc.: 60.43%, KL div.: -0.050501] [G loss: 0.606361, KL div.: 0.606189, FID: 38.734542]
1/1 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 62ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7601 [D loss: 0.637104, acc.: 60.21%, KL div.: -0.051070] [G loss: 0.604724, KL div.: 0.604564, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7602 [D loss: 0.636738, acc.: 60.23%, KL div.: -0.051218] [G loss: 0.605214, KL div.: 0.605055, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7603 [D loss: 0.634077, acc.: 60.03%, KL div.: -0.052013] [G loss: 0.605732, KL div.: 0.605581, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7604 [D loss: 0.632985, acc.: 59.90%, KL div.: -0.050986] [G loss: 0.608375, KL div.: 0.608223, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7605 [D loss: 0.631606, acc.: 59.87%, KL div.: -0.051463] [G loss: 0.610355, KL div.: 0.610205, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7606 [D loss: 0.633223, acc.: 59.90%, KL div.: -0.050899] [G loss: 0.609538, KL div.: 0.609393, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7607 [D loss: 0.631906, acc.: 59.78%, KL div.: -0.051830] [G loss: 0.609726, KL div.: 0.609578, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7608 [D loss: 0.629935, acc.: 59.62%, KL div.: -0.051976] [G loss: 0.611130, KL div.: 0.610980, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7609 [D loss: 0.631780, acc.: 59.74%, KL div.: -0.051374] [G loss: 0.608801, KL div.: 0.608641, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 862us/step
4/4 [==============================] - 0s 3ms/step
7610 [D loss: 0.630379, acc.: 59.19%, KL div.: -0.050817] [G loss: 0.607008, KL div.: 0.606848, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7611 [D loss: 0.631397, acc.: 59.61%, KL div.: -0.051149] [G loss: 0.609415, KL div.: 0.609256, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 570us/step
4/4 [==============================] - 0s 3ms/step
7612 [D loss: 0.630681, acc.: 59.43%, KL div.: -0.050569] [G loss: 0.610159, KL div.: 0.609999, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7613 [D loss: 0.633239, acc.: 59.50%, KL div.: -0.050678] [G loss: 0.606795, KL div.: 0.606626, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7614 [D loss: 0.632840, acc.: 59.43%, KL div.: -0.050297] [G loss: 0.608033, KL div.: 0.607863, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
7615 [D loss: 0.633762, acc.: 59.62%, KL div.: -0.051029] [G loss: 0.607764, KL div.: 0.607591, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
7616 [D loss: 0.632857, acc.: 59.55%, KL div.: -0.050800] [G loss: 0.608575, KL div.: 0.608399, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7617 [D loss: 0.637472, acc.: 59.69%, KL div.: -0.050592] [G loss: 0.604050, KL div.: 0.603868, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7618 [D loss: 0.636056, acc.: 59.45%, KL div.: -0.050287] [G loss: 0.604694, KL div.: 0.604508, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7619 [D loss: 0.638004, acc.: 60.17%, KL div.: -0.051009] [G loss: 0.606214, KL div.: 0.606027, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7620 [D loss: 0.636929, acc.: 59.79%, KL div.: -0.049965] [G loss: 0.607548, KL div.: 0.607358, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7621 [D loss: 0.640402, acc.: 60.60%, KL div.: -0.051779] [G loss: 0.607668, KL div.: 0.607479, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7622 [D loss: 0.638474, acc.: 60.41%, KL div.: -0.050659] [G loss: 0.611647, KL div.: 0.611451, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7623 [D loss: 0.639318, acc.: 60.51%, KL div.: -0.050685] [G loss: 0.611803, KL div.: 0.611607, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7624 [D loss: 0.639925, acc.: 60.90%, KL div.: -0.051374] [G loss: 0.614599, KL div.: 0.614400, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7625 [D loss: 0.638288, acc.: 61.01%, KL div.: -0.050779] [G loss: 0.617702, KL div.: 0.617504, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 861us/step
7626 [D loss: 0.639544, acc.: 61.04%, KL div.: -0.050382] [G loss: 0.617757, KL div.: 0.617549, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7627 [D loss: 0.639628, acc.: 61.23%, KL div.: -0.051524] [G loss: 0.619423, KL div.: 0.619208, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7628 [D loss: 0.638676, acc.: 61.40%, KL div.: -0.051238] [G loss: 0.623360, KL div.: 0.623141, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 475us/step
7629 [D loss: 0.638534, acc.: 61.63%, KL div.: -0.051431] [G loss: 0.627756, KL div.: 0.627536, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 871us/step
4/4 [==============================] - 0s 3ms/step
7630 [D loss: 0.636717, acc.: 61.29%, KL div.: -0.051347] [G loss: 0.628490, KL div.: 0.628258, FID: 0.000000]
4/4 [==============================] - 0s 630us/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7631 [D loss: 0.636019, acc.: 61.47%, KL div.: -0.051433] [G loss: 0.631948, KL div.: 0.631712, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7632 [D loss: 0.635137, acc.: 61.49%, KL div.: -0.050957] [G loss: 0.633868, KL div.: 0.633625, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7633 [D loss: 0.635646, acc.: 61.82%, KL div.: -0.051402] [G loss: 0.637252, KL div.: 0.637007, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7634 [D loss: 0.634525, acc.: 61.55%, KL div.: -0.051066] [G loss: 0.636739, KL div.: 0.636490, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7635 [D loss: 0.632864, acc.: 61.63%, KL div.: -0.051358] [G loss: 0.639671, KL div.: 0.639416, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
7636 [D loss: 0.636936, acc.: 61.81%, KL div.: -0.049780] [G loss: 0.635677, KL div.: 0.635420, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7637 [D loss: 0.634952, acc.: 61.39%, KL div.: -0.049803] [G loss: 0.632768, KL div.: 0.632521, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7638 [D loss: 0.636075, acc.: 61.31%, KL div.: -0.049724] [G loss: 0.629989, KL div.: 0.629736, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7639 [D loss: 0.637325, acc.: 61.54%, KL div.: -0.049137] [G loss: 0.629223, KL div.: 0.628980, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7640 [D loss: 0.636819, acc.: 61.37%, KL div.: -0.049488] [G loss: 0.625651, KL div.: 0.625407, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 976us/step
4/4 [==============================] - 0s 2ms/step
7641 [D loss: 0.637303, acc.: 61.16%, KL div.: -0.049422] [G loss: 0.622810, KL div.: 0.622582, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7642 [D loss: 0.638613, acc.: 61.07%, KL div.: -0.049338] [G loss: 0.617544, KL div.: 0.617321, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7643 [D loss: 0.639275, acc.: 60.87%, KL div.: -0.049689] [G loss: 0.613354, KL div.: 0.613136, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
7644 [D loss: 0.639392, acc.: 60.58%, KL div.: -0.049669] [G loss: 0.609128, KL div.: 0.608922, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7645 [D loss: 0.638617, acc.: 60.47%, KL div.: -0.049675] [G loss: 0.608171, KL div.: 0.607967, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7646 [D loss: 0.642208, acc.: 60.88%, KL div.: -0.049374] [G loss: 0.604046, KL div.: 0.603850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7647 [D loss: 0.638230, acc.: 60.27%, KL div.: -0.050632] [G loss: 0.603481, KL div.: 0.603295, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7648 [D loss: 0.638826, acc.: 60.16%, KL div.: -0.050643] [G loss: 0.601129, KL div.: 0.600949, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7649 [D loss: 0.639471, acc.: 60.13%, KL div.: -0.050019] [G loss: 0.598495, KL div.: 0.598317, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7650 [D loss: 0.636813, acc.: 59.90%, KL div.: -0.050760] [G loss: 0.600258, KL div.: 0.600082, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7651 [D loss: 0.634148, acc.: 59.75%, KL div.: -0.051612] [G loss: 0.602751, KL div.: 0.602588, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7652 [D loss: 0.632526, acc.: 59.52%, KL div.: -0.051911] [G loss: 0.602466, KL div.: 0.602303, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7653 [D loss: 0.632841, acc.: 59.47%, KL div.: -0.051918] [G loss: 0.601933, KL div.: 0.601767, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7654 [D loss: 0.630385, acc.: 59.27%, KL div.: -0.052487] [G loss: 0.604492, KL div.: 0.604326, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7655 [D loss: 0.629219, acc.: 59.12%, KL div.: -0.052377] [G loss: 0.604960, KL div.: 0.604796, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7656 [D loss: 0.627923, acc.: 58.86%, KL div.: -0.052123] [G loss: 0.604495, KL div.: 0.604324, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7657 [D loss: 0.629752, acc.: 58.87%, KL div.: -0.051581] [G loss: 0.603136, KL div.: 0.602959, FID: 0.000000]
4/4 [==============================] - 0s 711us/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7658 [D loss: 0.629384, acc.: 59.21%, KL div.: -0.052586] [G loss: 0.607214, KL div.: 0.607042, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7659 [D loss: 0.626794, acc.: 58.57%, KL div.: -0.052464] [G loss: 0.606425, KL div.: 0.606249, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7660 [D loss: 0.630252, acc.: 58.95%, KL div.: -0.052468] [G loss: 0.604375, KL div.: 0.604198, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7661 [D loss: 0.630900, acc.: 58.91%, KL div.: -0.051469] [G loss: 0.603789, KL div.: 0.603602, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7662 [D loss: 0.631288, acc.: 58.78%, KL div.: -0.052034] [G loss: 0.602149, KL div.: 0.601957, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7663 [D loss: 0.631446, acc.: 58.84%, KL div.: -0.052036] [G loss: 0.603480, KL div.: 0.603291, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7664 [D loss: 0.630335, acc.: 58.72%, KL div.: -0.051086] [G loss: 0.604220, KL div.: 0.604023, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7665 [D loss: 0.633017, acc.: 59.25%, KL div.: -0.052186] [G loss: 0.604207, KL div.: 0.604009, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7666 [D loss: 0.633241, acc.: 59.18%, KL div.: -0.051974] [G loss: 0.604310, KL div.: 0.604112, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7667 [D loss: 0.635828, acc.: 59.47%, KL div.: -0.052274] [G loss: 0.603123, KL div.: 0.602919, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7668 [D loss: 0.636158, acc.: 59.88%, KL div.: -0.053104] [G loss: 0.606710, KL div.: 0.606497, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7669 [D loss: 0.636911, acc.: 59.80%, KL div.: -0.052308] [G loss: 0.604257, KL div.: 0.604038, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7670 [D loss: 0.638270, acc.: 60.39%, KL div.: -0.052267] [G loss: 0.607649, KL div.: 0.607434, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7671 [D loss: 0.638085, acc.: 60.14%, KL div.: -0.052000] [G loss: 0.609155, KL div.: 0.608933, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7672 [D loss: 0.638320, acc.: 60.62%, KL div.: -0.052790] [G loss: 0.611799, KL div.: 0.611575, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 149us/step
7673 [D loss: 0.638674, acc.: 60.80%, KL div.: -0.052956] [G loss: 0.615382, KL div.: 0.615157, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 976us/step
7674 [D loss: 0.638255, acc.: 60.96%, KL div.: -0.052633] [G loss: 0.617622, KL div.: 0.617384, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7675 [D loss: 0.638525, acc.: 61.13%, KL div.: -0.052012] [G loss: 0.618814, KL div.: 0.618577, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7676 [D loss: 0.637758, acc.: 61.19%, KL div.: -0.053161] [G loss: 0.620555, KL div.: 0.620320, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7677 [D loss: 0.637335, acc.: 61.27%, KL div.: -0.052393] [G loss: 0.623347, KL div.: 0.623110, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7678 [D loss: 0.636146, acc.: 61.17%, KL div.: -0.053390] [G loss: 0.623383, KL div.: 0.623139, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7679 [D loss: 0.635227, acc.: 61.19%, KL div.: -0.054121] [G loss: 0.624458, KL div.: 0.624215, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7680 [D loss: 0.634977, acc.: 61.20%, KL div.: -0.054007] [G loss: 0.626280, KL div.: 0.626035, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7681 [D loss: 0.633371, acc.: 61.20%, KL div.: -0.053632] [G loss: 0.632086, KL div.: 0.631835, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7682 [D loss: 0.635802, acc.: 61.58%, KL div.: -0.052131] [G loss: 0.631990, KL div.: 0.631731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7683 [D loss: 0.633704, acc.: 61.23%, KL div.: -0.053996] [G loss: 0.632288, KL div.: 0.632030, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7684 [D loss: 0.636124, acc.: 61.62%, KL div.: -0.052590] [G loss: 0.628227, KL div.: 0.627974, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7685 [D loss: 0.635410, acc.: 61.53%, KL div.: -0.052390] [G loss: 0.630534, KL div.: 0.630288, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7686 [D loss: 0.634595, acc.: 61.29%, KL div.: -0.052692] [G loss: 0.626784, KL div.: 0.626545, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
7687 [D loss: 0.635556, acc.: 61.61%, KL div.: -0.052212] [G loss: 0.628955, KL div.: 0.628720, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7688 [D loss: 0.632696, acc.: 60.99%, KL div.: -0.053294] [G loss: 0.625315, KL div.: 0.625084, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7689 [D loss: 0.634282, acc.: 61.00%, KL div.: -0.052781] [G loss: 0.623436, KL div.: 0.623217, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7690 [D loss: 0.635212, acc.: 60.92%, KL div.: -0.053007] [G loss: 0.619042, KL div.: 0.618821, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7691 [D loss: 0.636538, acc.: 60.92%, KL div.: -0.052695] [G loss: 0.615061, KL div.: 0.614850, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7692 [D loss: 0.638723, acc.: 61.05%, KL div.: -0.052767] [G loss: 0.609979, KL div.: 0.609771, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7693 [D loss: 0.637643, acc.: 60.78%, KL div.: -0.052794] [G loss: 0.608084, KL div.: 0.607882, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7694 [D loss: 0.638142, acc.: 60.71%, KL div.: -0.052785] [G loss: 0.605913, KL div.: 0.605723, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7695 [D loss: 0.637753, acc.: 60.65%, KL div.: -0.053099] [G loss: 0.603848, KL div.: 0.603669, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7696 [D loss: 0.637747, acc.: 60.73%, KL div.: -0.052542] [G loss: 0.603533, KL div.: 0.603350, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7697 [D loss: 0.636472, acc.: 60.57%, KL div.: -0.053210] [G loss: 0.605045, KL div.: 0.604867, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7698 [D loss: 0.635632, acc.: 60.45%, KL div.: -0.052618] [G loss: 0.604624, KL div.: 0.604448, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
7699 [D loss: 0.635126, acc.: 60.44%, KL div.: -0.052226] [G loss: 0.605336, KL div.: 0.605170, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 1s 56ms/step
4/4 [==============================] - 0s 26ms/step
7700 [D loss: 0.632962, acc.: 60.21%, KL div.: -0.052354] [G loss: 0.608416, KL div.: 0.608250, FID: 36.745435]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 60ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 297us/step
7701 [D loss: 0.629862, acc.: 60.10%, KL div.: -0.053750] [G loss: 0.611030, KL div.: 0.610873, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7702 [D loss: 0.629390, acc.: 60.09%, KL div.: -0.053234] [G loss: 0.612150, KL div.: 0.611991, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7703 [D loss: 0.627162, acc.: 59.68%, KL div.: -0.052581] [G loss: 0.615027, KL div.: 0.614866, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
7704 [D loss: 0.626790, acc.: 59.76%, KL div.: -0.052051] [G loss: 0.616108, KL div.: 0.615944, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 356us/step
7705 [D loss: 0.627242, acc.: 59.81%, KL div.: -0.052218] [G loss: 0.616110, KL div.: 0.615942, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7706 [D loss: 0.626484, acc.: 59.40%, KL div.: -0.051696] [G loss: 0.615278, KL div.: 0.615105, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7707 [D loss: 0.626555, acc.: 59.50%, KL div.: -0.051476] [G loss: 0.615773, KL div.: 0.615602, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7708 [D loss: 0.626318, acc.: 59.27%, KL div.: -0.051559] [G loss: 0.614340, KL div.: 0.614168, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7709 [D loss: 0.626225, acc.: 58.79%, KL div.: -0.050392] [G loss: 0.611450, KL div.: 0.611267, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7710 [D loss: 0.629307, acc.: 58.90%, KL div.: -0.049735] [G loss: 0.608315, KL div.: 0.608129, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 542us/step
4/4 [==============================] - 0s 2ms/step
7711 [D loss: 0.630230, acc.: 58.64%, KL div.: -0.049224] [G loss: 0.606679, KL div.: 0.606488, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7712 [D loss: 0.631545, acc.: 58.72%, KL div.: -0.049640] [G loss: 0.604661, KL div.: 0.604463, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 1ms/step
7713 [D loss: 0.635063, acc.: 58.85%, KL div.: -0.049372] [G loss: 0.600719, KL div.: 0.600519, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7714 [D loss: 0.636189, acc.: 58.72%, KL div.: -0.049278] [G loss: 0.598970, KL div.: 0.598770, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7715 [D loss: 0.640158, acc.: 59.07%, KL div.: -0.049411] [G loss: 0.595877, KL div.: 0.595671, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 492us/step
7716 [D loss: 0.640114, acc.: 59.13%, KL div.: -0.049389] [G loss: 0.595596, KL div.: 0.595389, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7717 [D loss: 0.644712, acc.: 59.62%, KL div.: -0.050126] [G loss: 0.594792, KL div.: 0.594588, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7718 [D loss: 0.644056, acc.: 59.64%, KL div.: -0.050130] [G loss: 0.595295, KL div.: 0.595082, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7719 [D loss: 0.645663, acc.: 59.92%, KL div.: -0.049774] [G loss: 0.595995, KL div.: 0.595783, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 825us/step
4/4 [==============================] - 0s 2ms/step
7720 [D loss: 0.643386, acc.: 60.15%, KL div.: -0.050953] [G loss: 0.602494, KL div.: 0.602279, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7721 [D loss: 0.644458, acc.: 60.38%, KL div.: -0.050635] [G loss: 0.603664, KL div.: 0.603455, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7722 [D loss: 0.642822, acc.: 60.62%, KL div.: -0.051211] [G loss: 0.608464, KL div.: 0.608256, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7723 [D loss: 0.641179, acc.: 60.95%, KL div.: -0.051487] [G loss: 0.614219, KL div.: 0.614008, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7724 [D loss: 0.638891, acc.: 61.10%, KL div.: -0.051880] [G loss: 0.620072, KL div.: 0.619855, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7725 [D loss: 0.637482, acc.: 61.19%, KL div.: -0.050930] [G loss: 0.626556, KL div.: 0.626338, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7726 [D loss: 0.634567, acc.: 61.49%, KL div.: -0.051375] [G loss: 0.633540, KL div.: 0.633322, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7727 [D loss: 0.633970, acc.: 61.46%, KL div.: -0.050528] [G loss: 0.636965, KL div.: 0.636745, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7728 [D loss: 0.632455, acc.: 61.60%, KL div.: -0.050743] [G loss: 0.640175, KL div.: 0.639948, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7729 [D loss: 0.632050, acc.: 61.64%, KL div.: -0.050592] [G loss: 0.642379, KL div.: 0.642147, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7730 [D loss: 0.631669, acc.: 61.64%, KL div.: -0.050712] [G loss: 0.644285, KL div.: 0.644046, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7731 [D loss: 0.632152, acc.: 61.73%, KL div.: -0.050921] [G loss: 0.642574, KL div.: 0.642333, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 757us/step
4/4 [==============================] - 0s 2ms/step
7732 [D loss: 0.632328, acc.: 61.86%, KL div.: -0.050016] [G loss: 0.641954, KL div.: 0.641721, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 736us/step
7733 [D loss: 0.630406, acc.: 61.37%, KL div.: -0.051201] [G loss: 0.638958, KL div.: 0.638724, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7734 [D loss: 0.633624, acc.: 61.68%, KL div.: -0.050505] [G loss: 0.637000, KL div.: 0.636761, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7735 [D loss: 0.633364, acc.: 61.60%, KL div.: -0.050408] [G loss: 0.633782, KL div.: 0.633555, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 950us/step
4/4 [==============================] - 0s 2ms/step
7736 [D loss: 0.635286, acc.: 61.67%, KL div.: -0.049901] [G loss: 0.631557, KL div.: 0.631327, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7737 [D loss: 0.636865, acc.: 61.64%, KL div.: -0.050295] [G loss: 0.625299, KL div.: 0.625076, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 822us/step
4/4 [==============================] - 0s 2ms/step
7738 [D loss: 0.640808, acc.: 61.79%, KL div.: -0.049766] [G loss: 0.618151, KL div.: 0.617937, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7739 [D loss: 0.640370, acc.: 61.44%, KL div.: -0.050458] [G loss: 0.613225, KL div.: 0.613013, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7740 [D loss: 0.641916, acc.: 61.55%, KL div.: -0.050157] [G loss: 0.610806, KL div.: 0.610599, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7741 [D loss: 0.642578, acc.: 61.34%, KL div.: -0.050254] [G loss: 0.605871, KL div.: 0.605673, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7742 [D loss: 0.643076, acc.: 61.41%, KL div.: -0.050879] [G loss: 0.603274, KL div.: 0.603089, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7743 [D loss: 0.640707, acc.: 60.93%, KL div.: -0.051649] [G loss: 0.603142, KL div.: 0.602959, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7744 [D loss: 0.640475, acc.: 61.02%, KL div.: -0.051588] [G loss: 0.603173, KL div.: 0.603005, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 540us/step
4/4 [==============================] - 0s 431us/step
7745 [D loss: 0.637440, acc.: 60.70%, KL div.: -0.052834] [G loss: 0.605077, KL div.: 0.604909, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7746 [D loss: 0.635902, acc.: 60.62%, KL div.: -0.052387] [G loss: 0.605816, KL div.: 0.605652, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
7747 [D loss: 0.633722, acc.: 60.57%, KL div.: -0.052754] [G loss: 0.609328, KL div.: 0.609174, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7748 [D loss: 0.631808, acc.: 60.27%, KL div.: -0.052011] [G loss: 0.610932, KL div.: 0.610775, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7749 [D loss: 0.630261, acc.: 60.19%, KL div.: -0.052936] [G loss: 0.612777, KL div.: 0.612628, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7750 [D loss: 0.628699, acc.: 59.94%, KL div.: -0.051621] [G loss: 0.615063, KL div.: 0.614905, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7751 [D loss: 0.626969, acc.: 59.83%, KL div.: -0.052738] [G loss: 0.616165, KL div.: 0.616010, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7752 [D loss: 0.625554, acc.: 59.74%, KL div.: -0.053181] [G loss: 0.617574, KL div.: 0.617419, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7753 [D loss: 0.625590, acc.: 59.57%, KL div.: -0.051222] [G loss: 0.618993, KL div.: 0.618834, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7754 [D loss: 0.626421, acc.: 59.60%, KL div.: -0.052001] [G loss: 0.616786, KL div.: 0.616621, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7755 [D loss: 0.626640, acc.: 59.35%, KL div.: -0.050839] [G loss: 0.615100, KL div.: 0.614934, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7756 [D loss: 0.628477, acc.: 59.60%, KL div.: -0.051811] [G loss: 0.613941, KL div.: 0.613771, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7757 [D loss: 0.628258, acc.: 59.13%, KL div.: -0.051108] [G loss: 0.611664, KL div.: 0.611485, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 862us/step
4/4 [==============================] - 0s 2ms/step
7758 [D loss: 0.631692, acc.: 58.96%, KL div.: -0.049233] [G loss: 0.608345, KL div.: 0.608164, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7759 [D loss: 0.634274, acc.: 59.38%, KL div.: -0.050813] [G loss: 0.606049, KL div.: 0.605863, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7760 [D loss: 0.634382, acc.: 59.08%, KL div.: -0.048929] [G loss: 0.605225, KL div.: 0.605036, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7761 [D loss: 0.637771, acc.: 59.31%, KL div.: -0.050138] [G loss: 0.601164, KL div.: 0.600967, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 477us/step
4/4 [==============================] - 0s 3ms/step
7762 [D loss: 0.639801, acc.: 59.32%, KL div.: -0.050612] [G loss: 0.596919, KL div.: 0.596723, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7763 [D loss: 0.641069, acc.: 59.58%, KL div.: -0.050557] [G loss: 0.599799, KL div.: 0.599595, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7764 [D loss: 0.641210, acc.: 59.48%, KL div.: -0.050437] [G loss: 0.596968, KL div.: 0.596762, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7765 [D loss: 0.642553, acc.: 60.03%, KL div.: -0.051245] [G loss: 0.599854, KL div.: 0.599658, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7766 [D loss: 0.643044, acc.: 59.98%, KL div.: -0.050950] [G loss: 0.598107, KL div.: 0.597900, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7767 [D loss: 0.643223, acc.: 59.95%, KL div.: -0.050826] [G loss: 0.598964, KL div.: 0.598756, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7768 [D loss: 0.644441, acc.: 60.45%, KL div.: -0.052023] [G loss: 0.601158, KL div.: 0.600955, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7769 [D loss: 0.643792, acc.: 60.48%, KL div.: -0.052285] [G loss: 0.605325, KL div.: 0.605117, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 349us/step
7770 [D loss: 0.642090, acc.: 60.50%, KL div.: -0.052601] [G loss: 0.606823, KL div.: 0.606615, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7771 [D loss: 0.641159, acc.: 60.80%, KL div.: -0.052930] [G loss: 0.611302, KL div.: 0.611094, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7772 [D loss: 0.639978, acc.: 60.70%, KL div.: -0.052159] [G loss: 0.615832, KL div.: 0.615615, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7773 [D loss: 0.638037, acc.: 60.85%, KL div.: -0.053313] [G loss: 0.621197, KL div.: 0.620969, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7774 [D loss: 0.636027, acc.: 60.98%, KL div.: -0.053308] [G loss: 0.623614, KL div.: 0.623379, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7775 [D loss: 0.633447, acc.: 60.78%, KL div.: -0.053350] [G loss: 0.627760, KL div.: 0.627523, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7776 [D loss: 0.632154, acc.: 60.97%, KL div.: -0.052930] [G loss: 0.631953, KL div.: 0.631705, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7777 [D loss: 0.631224, acc.: 60.92%, KL div.: -0.053431] [G loss: 0.635328, KL div.: 0.635074, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7778 [D loss: 0.630405, acc.: 60.85%, KL div.: -0.053685] [G loss: 0.633997, KL div.: 0.633744, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7779 [D loss: 0.632567, acc.: 61.16%, KL div.: -0.051301] [G loss: 0.634576, KL div.: 0.634321, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 925us/step
7780 [D loss: 0.631946, acc.: 60.96%, KL div.: -0.053445] [G loss: 0.630375, KL div.: 0.630120, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7781 [D loss: 0.634072, acc.: 61.16%, KL div.: -0.051212] [G loss: 0.630897, KL div.: 0.630640, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7782 [D loss: 0.632786, acc.: 60.80%, KL div.: -0.052318] [G loss: 0.627546, KL div.: 0.627296, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7783 [D loss: 0.633671, acc.: 60.74%, KL div.: -0.051922] [G loss: 0.623056, KL div.: 0.622809, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7784 [D loss: 0.635204, acc.: 60.90%, KL div.: -0.051274] [G loss: 0.622063, KL div.: 0.621817, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7785 [D loss: 0.635026, acc.: 60.54%, KL div.: -0.052022] [G loss: 0.615492, KL div.: 0.615248, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7786 [D loss: 0.637501, acc.: 60.68%, KL div.: -0.050911] [G loss: 0.612381, KL div.: 0.612144, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7787 [D loss: 0.637925, acc.: 60.58%, KL div.: -0.051175] [G loss: 0.609416, KL div.: 0.609181, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7788 [D loss: 0.640203, acc.: 60.70%, KL div.: -0.050433] [G loss: 0.605386, KL div.: 0.605161, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7789 [D loss: 0.640054, acc.: 60.43%, KL div.: -0.050951] [G loss: 0.601550, KL div.: 0.601333, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7790 [D loss: 0.641480, acc.: 60.43%, KL div.: -0.050651] [G loss: 0.598339, KL div.: 0.598125, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 884us/step
4/4 [==============================] - 0s 4ms/step
7791 [D loss: 0.642473, acc.: 60.63%, KL div.: -0.050106] [G loss: 0.596801, KL div.: 0.596595, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7792 [D loss: 0.638301, acc.: 59.96%, KL div.: -0.052641] [G loss: 0.594896, KL div.: 0.594704, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7793 [D loss: 0.638081, acc.: 60.17%, KL div.: -0.051787] [G loss: 0.597506, KL div.: 0.597318, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7794 [D loss: 0.637425, acc.: 60.16%, KL div.: -0.051370] [G loss: 0.598906, KL div.: 0.598717, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7795 [D loss: 0.634781, acc.: 60.00%, KL div.: -0.052462] [G loss: 0.600605, KL div.: 0.600424, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7796 [D loss: 0.631697, acc.: 59.82%, KL div.: -0.053782] [G loss: 0.603832, KL div.: 0.603657, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7797 [D loss: 0.630392, acc.: 59.76%, KL div.: -0.053336] [G loss: 0.606120, KL div.: 0.605945, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7798 [D loss: 0.628801, acc.: 59.52%, KL div.: -0.052330] [G loss: 0.608526, KL div.: 0.608357, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7799 [D loss: 0.627991, acc.: 59.61%, KL div.: -0.053369] [G loss: 0.608197, KL div.: 0.608029, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 59ms/step
4/4 [==============================] - 0s 25ms/step
7800 [D loss: 0.626041, acc.: 59.60%, KL div.: -0.053637] [G loss: 0.611896, KL div.: 0.611728, FID: 44.735895]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 72ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7801 [D loss: 0.627375, acc.: 59.40%, KL div.: -0.052421] [G loss: 0.611017, KL div.: 0.610850, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
7802 [D loss: 0.625163, acc.: 59.44%, KL div.: -0.053066] [G loss: 0.614498, KL div.: 0.614330, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7803 [D loss: 0.623972, acc.: 59.16%, KL div.: -0.053512] [G loss: 0.613694, KL div.: 0.613519, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7804 [D loss: 0.625913, acc.: 59.03%, KL div.: -0.052831] [G loss: 0.610446, KL div.: 0.610268, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7805 [D loss: 0.624998, acc.: 58.97%, KL div.: -0.052075] [G loss: 0.613220, KL div.: 0.613040, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
7806 [D loss: 0.625758, acc.: 58.75%, KL div.: -0.051911] [G loss: 0.610505, KL div.: 0.610318, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7807 [D loss: 0.626856, acc.: 58.75%, KL div.: -0.051118] [G loss: 0.609344, KL div.: 0.609161, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7808 [D loss: 0.627852, acc.: 58.69%, KL div.: -0.051245] [G loss: 0.607922, KL div.: 0.607734, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7809 [D loss: 0.634003, acc.: 58.87%, KL div.: -0.050444] [G loss: 0.600948, KL div.: 0.600759, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7810 [D loss: 0.631889, acc.: 58.49%, KL div.: -0.050355] [G loss: 0.602258, KL div.: 0.602062, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7811 [D loss: 0.634272, acc.: 58.67%, KL div.: -0.050111] [G loss: 0.599425, KL div.: 0.599231, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7812 [D loss: 0.637413, acc.: 58.95%, KL div.: -0.051518] [G loss: 0.597382, KL div.: 0.597176, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7813 [D loss: 0.640662, acc.: 59.39%, KL div.: -0.051371] [G loss: 0.596415, KL div.: 0.596216, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7814 [D loss: 0.643219, acc.: 59.84%, KL div.: -0.052310] [G loss: 0.594936, KL div.: 0.594731, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7815 [D loss: 0.642995, acc.: 59.46%, KL div.: -0.050965] [G loss: 0.595314, KL div.: 0.595104, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7816 [D loss: 0.644434, acc.: 59.90%, KL div.: -0.051879] [G loss: 0.596447, KL div.: 0.596242, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7817 [D loss: 0.644410, acc.: 60.29%, KL div.: -0.051647] [G loss: 0.600311, KL div.: 0.600097, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7818 [D loss: 0.644059, acc.: 60.31%, KL div.: -0.051684] [G loss: 0.602847, KL div.: 0.602642, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7819 [D loss: 0.642924, acc.: 60.56%, KL div.: -0.052837] [G loss: 0.605986, KL div.: 0.605778, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7820 [D loss: 0.642009, acc.: 60.72%, KL div.: -0.051407] [G loss: 0.609861, KL div.: 0.609652, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7821 [D loss: 0.641606, acc.: 60.98%, KL div.: -0.052360] [G loss: 0.614943, KL div.: 0.614735, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7822 [D loss: 0.639627, acc.: 61.15%, KL div.: -0.052284] [G loss: 0.619728, KL div.: 0.619517, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7823 [D loss: 0.637410, acc.: 61.28%, KL div.: -0.053099] [G loss: 0.624229, KL div.: 0.624006, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 535us/step
4/4 [==============================] - 0s 2ms/step
7824 [D loss: 0.635256, acc.: 61.19%, KL div.: -0.053497] [G loss: 0.629989, KL div.: 0.629756, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7825 [D loss: 0.635447, acc.: 61.52%, KL div.: -0.052740] [G loss: 0.633693, KL div.: 0.633470, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7826 [D loss: 0.632393, acc.: 61.43%, KL div.: -0.052919] [G loss: 0.640229, KL div.: 0.639995, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7827 [D loss: 0.629030, acc.: 61.15%, KL div.: -0.053938] [G loss: 0.643825, KL div.: 0.643585, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7828 [D loss: 0.629213, acc.: 61.28%, KL div.: -0.052651] [G loss: 0.644916, KL div.: 0.644665, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7829 [D loss: 0.631324, acc.: 61.67%, KL div.: -0.051400] [G loss: 0.644433, KL div.: 0.644176, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7830 [D loss: 0.632755, acc.: 61.78%, KL div.: -0.050626] [G loss: 0.642483, KL div.: 0.642225, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7831 [D loss: 0.630969, acc.: 61.37%, KL div.: -0.052192] [G loss: 0.638996, KL div.: 0.638747, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7832 [D loss: 0.632685, acc.: 61.42%, KL div.: -0.051791] [G loss: 0.634085, KL div.: 0.633845, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7833 [D loss: 0.630771, acc.: 61.03%, KL div.: -0.052338] [G loss: 0.634215, KL div.: 0.633971, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7834 [D loss: 0.636002, acc.: 61.46%, KL div.: -0.051337] [G loss: 0.625462, KL div.: 0.625219, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7835 [D loss: 0.638064, acc.: 61.34%, KL div.: -0.051002] [G loss: 0.617885, KL div.: 0.617657, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7836 [D loss: 0.638691, acc.: 61.18%, KL div.: -0.050967] [G loss: 0.613038, KL div.: 0.612828, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7837 [D loss: 0.637223, acc.: 60.70%, KL div.: -0.052766] [G loss: 0.609195, KL div.: 0.608986, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7838 [D loss: 0.643826, acc.: 61.33%, KL div.: -0.050650] [G loss: 0.602508, KL div.: 0.602296, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7839 [D loss: 0.640399, acc.: 60.56%, KL div.: -0.052317] [G loss: 0.598597, KL div.: 0.598407, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7840 [D loss: 0.641494, acc.: 60.75%, KL div.: -0.052121] [G loss: 0.598561, KL div.: 0.598370, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
7841 [D loss: 0.640259, acc.: 60.63%, KL div.: -0.052715] [G loss: 0.596676, KL div.: 0.596500, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7842 [D loss: 0.638515, acc.: 60.33%, KL div.: -0.053163] [G loss: 0.594088, KL div.: 0.593914, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 817us/step
7843 [D loss: 0.636541, acc.: 60.21%, KL div.: -0.053821] [G loss: 0.596825, KL div.: 0.596661, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7844 [D loss: 0.633610, acc.: 59.98%, KL div.: -0.054672] [G loss: 0.599188, KL div.: 0.599024, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7845 [D loss: 0.630984, acc.: 60.06%, KL div.: -0.055351] [G loss: 0.604031, KL div.: 0.603881, FID: 0.000000]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7846 [D loss: 0.630311, acc.: 60.16%, KL div.: -0.053303] [G loss: 0.607236, KL div.: 0.607081, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7847 [D loss: 0.626583, acc.: 59.94%, KL div.: -0.054155] [G loss: 0.611977, KL div.: 0.611825, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7848 [D loss: 0.625059, acc.: 59.94%, KL div.: -0.054811] [G loss: 0.615609, KL div.: 0.615464, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7849 [D loss: 0.623680, acc.: 59.80%, KL div.: -0.053645] [G loss: 0.617609, KL div.: 0.617459, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7850 [D loss: 0.623303, acc.: 59.92%, KL div.: -0.053982] [G loss: 0.619486, KL div.: 0.619337, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 742us/step
4/4 [==============================] - 0s 3ms/step
7851 [D loss: 0.621675, acc.: 59.51%, KL div.: -0.053650] [G loss: 0.620128, KL div.: 0.619972, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7852 [D loss: 0.621712, acc.: 59.56%, KL div.: -0.052645] [G loss: 0.621164, KL div.: 0.621008, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7853 [D loss: 0.623523, acc.: 59.50%, KL div.: -0.052154] [G loss: 0.618731, KL div.: 0.618566, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7854 [D loss: 0.623743, acc.: 59.25%, KL div.: -0.051573] [G loss: 0.618734, KL div.: 0.618566, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7855 [D loss: 0.624209, acc.: 59.18%, KL div.: -0.050870] [G loss: 0.618013, KL div.: 0.617840, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7856 [D loss: 0.627054, acc.: 59.21%, KL div.: -0.050278] [G loss: 0.614729, KL div.: 0.614551, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 542us/step
4/4 [==============================] - 0s 2ms/step
7857 [D loss: 0.628136, acc.: 59.17%, KL div.: -0.050515] [G loss: 0.612260, KL div.: 0.612084, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 663us/step
4/4 [==============================] - 0s 2ms/step
7858 [D loss: 0.631847, acc.: 58.96%, KL div.: -0.049943] [G loss: 0.605461, KL div.: 0.605273, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 728us/step
4/4 [==============================] - 0s 3ms/step
7859 [D loss: 0.633432, acc.: 59.06%, KL div.: -0.050662] [G loss: 0.602581, KL div.: 0.602388, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7860 [D loss: 0.636772, acc.: 59.01%, KL div.: -0.050301] [G loss: 0.598723, KL div.: 0.598524, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 497us/step
4/4 [==============================] - 0s 2ms/step
7861 [D loss: 0.639494, acc.: 59.15%, KL div.: -0.050161] [G loss: 0.596501, KL div.: 0.596298, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7862 [D loss: 0.639110, acc.: 59.23%, KL div.: -0.050351] [G loss: 0.596903, KL div.: 0.596702, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7863 [D loss: 0.640025, acc.: 58.96%, KL div.: -0.049577] [G loss: 0.594452, KL div.: 0.594246, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
7864 [D loss: 0.644941, acc.: 59.73%, KL div.: -0.052484] [G loss: 0.592991, KL div.: 0.592784, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 491us/step
7865 [D loss: 0.644854, acc.: 59.75%, KL div.: -0.051025] [G loss: 0.594139, KL div.: 0.593933, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
7866 [D loss: 0.643591, acc.: 59.41%, KL div.: -0.050586] [G loss: 0.594096, KL div.: 0.593885, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
7867 [D loss: 0.644435, acc.: 60.02%, KL div.: -0.051331] [G loss: 0.597540, KL div.: 0.597328, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7868 [D loss: 0.643923, acc.: 60.08%, KL div.: -0.051272] [G loss: 0.599391, KL div.: 0.599180, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7869 [D loss: 0.644086, acc.: 60.32%, KL div.: -0.051711] [G loss: 0.603346, KL div.: 0.603132, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7870 [D loss: 0.643094, acc.: 60.52%, KL div.: -0.052103] [G loss: 0.607601, KL div.: 0.607380, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7871 [D loss: 0.641209, acc.: 60.74%, KL div.: -0.052530] [G loss: 0.612007, KL div.: 0.611789, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7872 [D loss: 0.639297, acc.: 60.87%, KL div.: -0.051899] [G loss: 0.618000, KL div.: 0.617780, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7873 [D loss: 0.636298, acc.: 60.73%, KL div.: -0.052357] [G loss: 0.621881, KL div.: 0.621650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7874 [D loss: 0.635754, acc.: 60.98%, KL div.: -0.051905] [G loss: 0.627706, KL div.: 0.627467, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7875 [D loss: 0.633037, acc.: 60.77%, KL div.: -0.051668] [G loss: 0.631597, KL div.: 0.631351, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7876 [D loss: 0.632072, acc.: 60.89%, KL div.: -0.051671] [G loss: 0.634347, KL div.: 0.634100, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7877 [D loss: 0.631476, acc.: 60.77%, KL div.: -0.051240] [G loss: 0.634829, KL div.: 0.634577, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7878 [D loss: 0.632544, acc.: 61.06%, KL div.: -0.050408] [G loss: 0.636963, KL div.: 0.636707, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7879 [D loss: 0.632196, acc.: 60.85%, KL div.: -0.049918] [G loss: 0.634927, KL div.: 0.634671, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7880 [D loss: 0.630983, acc.: 60.67%, KL div.: -0.050808] [G loss: 0.635058, KL div.: 0.634808, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7881 [D loss: 0.633166, acc.: 61.05%, KL div.: -0.049271] [G loss: 0.635999, KL div.: 0.635739, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7882 [D loss: 0.635879, acc.: 61.06%, KL div.: -0.048975] [G loss: 0.629606, KL div.: 0.629354, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7883 [D loss: 0.635903, acc.: 61.03%, KL div.: -0.048243] [G loss: 0.627993, KL div.: 0.627738, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 845us/step
4/4 [==============================] - 0s 2ms/step
7884 [D loss: 0.638343, acc.: 61.25%, KL div.: -0.048071] [G loss: 0.624433, KL div.: 0.624184, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7885 [D loss: 0.639891, acc.: 61.01%, KL div.: -0.048002] [G loss: 0.617280, KL div.: 0.617042, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7886 [D loss: 0.642736, acc.: 61.23%, KL div.: -0.047540] [G loss: 0.614832, KL div.: 0.614597, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7887 [D loss: 0.641910, acc.: 61.08%, KL div.: -0.047314] [G loss: 0.611035, KL div.: 0.610805, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7888 [D loss: 0.646181, acc.: 61.55%, KL div.: -0.046511] [G loss: 0.609246, KL div.: 0.609030, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7889 [D loss: 0.643331, acc.: 61.14%, KL div.: -0.047786] [G loss: 0.608622, KL div.: 0.608408, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 822us/step
4/4 [==============================] - 0s 3ms/step
7890 [D loss: 0.643183, acc.: 61.09%, KL div.: -0.048210] [G loss: 0.606456, KL div.: 0.606254, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7891 [D loss: 0.640383, acc.: 60.82%, KL div.: -0.048504] [G loss: 0.608928, KL div.: 0.608733, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7892 [D loss: 0.640615, acc.: 60.81%, KL div.: -0.048758] [G loss: 0.608304, KL div.: 0.608118, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7893 [D loss: 0.639440, acc.: 60.90%, KL div.: -0.048722] [G loss: 0.610602, KL div.: 0.610422, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7894 [D loss: 0.636770, acc.: 60.59%, KL div.: -0.049344] [G loss: 0.610404, KL div.: 0.610229, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7895 [D loss: 0.635166, acc.: 60.54%, KL div.: -0.049578] [G loss: 0.613059, KL div.: 0.612895, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7896 [D loss: 0.633778, acc.: 60.42%, KL div.: -0.050310] [G loss: 0.613585, KL div.: 0.613423, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7897 [D loss: 0.633550, acc.: 60.34%, KL div.: -0.049652] [G loss: 0.612967, KL div.: 0.612805, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 562us/step
7898 [D loss: 0.632529, acc.: 60.35%, KL div.: -0.050294] [G loss: 0.615341, KL div.: 0.615181, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7899 [D loss: 0.633452, acc.: 60.39%, KL div.: -0.049381] [G loss: 0.614654, KL div.: 0.614498, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 56ms/step
4/4 [==============================] - 0s 30ms/step
7900 [D loss: 0.631799, acc.: 60.21%, KL div.: -0.049561] [G loss: 0.615874, KL div.: 0.615717, FID: 35.805058]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7901 [D loss: 0.631496, acc.: 60.01%, KL div.: -0.049982] [G loss: 0.615467, KL div.: 0.615309, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7902 [D loss: 0.630780, acc.: 60.03%, KL div.: -0.049482] [G loss: 0.616683, KL div.: 0.616521, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 504us/step
7903 [D loss: 0.630636, acc.: 59.82%, KL div.: -0.049253] [G loss: 0.615395, KL div.: 0.615232, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
7904 [D loss: 0.631845, acc.: 59.98%, KL div.: -0.048938] [G loss: 0.614796, KL div.: 0.614631, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7905 [D loss: 0.633623, acc.: 59.88%, KL div.: -0.049011] [G loss: 0.611363, KL div.: 0.611196, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 305us/step
7906 [D loss: 0.632685, acc.: 59.61%, KL div.: -0.049061] [G loss: 0.610945, KL div.: 0.610776, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7907 [D loss: 0.632510, acc.: 59.25%, KL div.: -0.048043] [G loss: 0.610023, KL div.: 0.609852, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7908 [D loss: 0.635479, acc.: 59.45%, KL div.: -0.048796] [G loss: 0.606964, KL div.: 0.606787, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7909 [D loss: 0.633674, acc.: 59.32%, KL div.: -0.048293] [G loss: 0.609291, KL div.: 0.609114, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7910 [D loss: 0.633414, acc.: 58.91%, KL div.: -0.047616] [G loss: 0.606357, KL div.: 0.606170, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7911 [D loss: 0.636249, acc.: 59.31%, KL div.: -0.048434] [G loss: 0.606178, KL div.: 0.605990, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 851us/step
7912 [D loss: 0.640431, acc.: 59.41%, KL div.: -0.048003] [G loss: 0.599989, KL div.: 0.599792, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 504us/step
4/4 [==============================] - 0s 2ms/step
7913 [D loss: 0.642281, acc.: 59.82%, KL div.: -0.049085] [G loss: 0.601014, KL div.: 0.600811, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7914 [D loss: 0.642972, acc.: 59.94%, KL div.: -0.049221] [G loss: 0.600646, KL div.: 0.600443, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7915 [D loss: 0.642514, acc.: 59.84%, KL div.: -0.049289] [G loss: 0.601347, KL div.: 0.601140, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7916 [D loss: 0.643262, acc.: 59.92%, KL div.: -0.049442] [G loss: 0.601946, KL div.: 0.601739, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7917 [D loss: 0.644315, acc.: 60.24%, KL div.: -0.049961] [G loss: 0.602826, KL div.: 0.602618, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7918 [D loss: 0.645317, acc.: 60.40%, KL div.: -0.049377] [G loss: 0.601929, KL div.: 0.601716, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7919 [D loss: 0.643965, acc.: 60.27%, KL div.: -0.049550] [G loss: 0.603678, KL div.: 0.603464, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7920 [D loss: 0.644254, acc.: 60.57%, KL div.: -0.049436] [G loss: 0.606657, KL div.: 0.606444, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7921 [D loss: 0.644042, acc.: 60.83%, KL div.: -0.051157] [G loss: 0.611466, KL div.: 0.611244, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7922 [D loss: 0.643349, acc.: 61.01%, KL div.: -0.050706] [G loss: 0.614719, KL div.: 0.614489, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7923 [D loss: 0.641295, acc.: 61.03%, KL div.: -0.050090] [G loss: 0.619827, KL div.: 0.619596, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7924 [D loss: 0.638648, acc.: 61.12%, KL div.: -0.050339] [G loss: 0.626115, KL div.: 0.625874, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7925 [D loss: 0.637084, acc.: 61.05%, KL div.: -0.050506] [G loss: 0.630572, KL div.: 0.630328, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
7926 [D loss: 0.636468, acc.: 61.18%, KL div.: -0.049134] [G loss: 0.633528, KL div.: 0.633283, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7927 [D loss: 0.635204, acc.: 61.38%, KL div.: -0.049009] [G loss: 0.639735, KL div.: 0.639484, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7928 [D loss: 0.633581, acc.: 61.12%, KL div.: -0.048845] [G loss: 0.644552, KL div.: 0.644287, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7929 [D loss: 0.635289, acc.: 61.50%, KL div.: -0.047339] [G loss: 0.641496, KL div.: 0.641238, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7930 [D loss: 0.632238, acc.: 60.90%, KL div.: -0.047875] [G loss: 0.643502, KL div.: 0.643238, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7931 [D loss: 0.632254, acc.: 60.87%, KL div.: -0.047756] [G loss: 0.640958, KL div.: 0.640694, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
7932 [D loss: 0.637313, acc.: 61.40%, KL div.: -0.046648] [G loss: 0.637515, KL div.: 0.637255, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 393us/step
4/4 [==============================] - 0s 381us/step
7933 [D loss: 0.640215, acc.: 61.24%, KL div.: -0.046649] [G loss: 0.628897, KL div.: 0.628639, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7934 [D loss: 0.643170, acc.: 61.43%, KL div.: -0.045919] [G loss: 0.622918, KL div.: 0.622669, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 797us/step
7935 [D loss: 0.641480, acc.: 60.80%, KL div.: -0.046686] [G loss: 0.617555, KL div.: 0.617315, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7936 [D loss: 0.645101, acc.: 61.11%, KL div.: -0.046082] [G loss: 0.611317, KL div.: 0.611081, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7937 [D loss: 0.645174, acc.: 60.80%, KL div.: -0.047179] [G loss: 0.606095, KL div.: 0.605870, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
7938 [D loss: 0.648774, acc.: 61.18%, KL div.: -0.046927] [G loss: 0.602253, KL div.: 0.602035, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7939 [D loss: 0.647435, acc.: 60.84%, KL div.: -0.047742] [G loss: 0.598959, KL div.: 0.598743, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
7940 [D loss: 0.645931, acc.: 60.54%, KL div.: -0.048498] [G loss: 0.596737, KL div.: 0.596530, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
7941 [D loss: 0.644307, acc.: 60.47%, KL div.: -0.049225] [G loss: 0.598394, KL div.: 0.598198, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 815us/step
7942 [D loss: 0.643331, acc.: 60.31%, KL div.: -0.048926] [G loss: 0.597666, KL div.: 0.597482, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 895us/step
7943 [D loss: 0.642891, acc.: 60.40%, KL div.: -0.049401] [G loss: 0.597377, KL div.: 0.597198, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 520us/step
7944 [D loss: 0.638458, acc.: 60.07%, KL div.: -0.051462] [G loss: 0.599942, KL div.: 0.599776, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7945 [D loss: 0.635693, acc.: 59.81%, KL div.: -0.051500] [G loss: 0.601102, KL div.: 0.600934, FID: 0.000000]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7946 [D loss: 0.633889, acc.: 59.88%, KL div.: -0.052030] [G loss: 0.604616, KL div.: 0.604453, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7947 [D loss: 0.632011, acc.: 59.76%, KL div.: -0.051657] [G loss: 0.607273, KL div.: 0.607116, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7948 [D loss: 0.630845, acc.: 59.60%, KL div.: -0.051173] [G loss: 0.608480, KL div.: 0.608315, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7949 [D loss: 0.627107, acc.: 59.29%, KL div.: -0.050714] [G loss: 0.611489, KL div.: 0.611326, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 944us/step
7950 [D loss: 0.627406, acc.: 59.40%, KL div.: -0.051086] [G loss: 0.613315, KL div.: 0.613154, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
7951 [D loss: 0.625531, acc.: 59.20%, KL div.: -0.051065] [G loss: 0.615568, KL div.: 0.615396, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7952 [D loss: 0.627185, acc.: 59.18%, KL div.: -0.051642] [G loss: 0.610730, KL div.: 0.610555, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 484us/step
4/4 [==============================] - 0s 1ms/step
7953 [D loss: 0.624858, acc.: 58.82%, KL div.: -0.051318] [G loss: 0.612117, KL div.: 0.611939, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7954 [D loss: 0.626494, acc.: 59.07%, KL div.: -0.051550] [G loss: 0.611143, KL div.: 0.610963, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7955 [D loss: 0.625715, acc.: 58.44%, KL div.: -0.050240] [G loss: 0.608841, KL div.: 0.608650, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7956 [D loss: 0.629286, acc.: 58.73%, KL div.: -0.050413] [G loss: 0.606216, KL div.: 0.606024, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7957 [D loss: 0.629577, acc.: 58.43%, KL div.: -0.049434] [G loss: 0.604022, KL div.: 0.603826, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7958 [D loss: 0.631515, acc.: 58.58%, KL div.: -0.049393] [G loss: 0.602495, KL div.: 0.602289, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7959 [D loss: 0.633931, acc.: 58.45%, KL div.: -0.048834] [G loss: 0.598292, KL div.: 0.598074, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7960 [D loss: 0.637643, acc.: 59.15%, KL div.: -0.050260] [G loss: 0.597420, KL div.: 0.597216, FID: 0.000000]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7961 [D loss: 0.637903, acc.: 59.11%, KL div.: -0.049760] [G loss: 0.599566, KL div.: 0.599358, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 513us/step
4/4 [==============================] - 0s 3ms/step
7962 [D loss: 0.640474, acc.: 59.51%, KL div.: -0.051135] [G loss: 0.596410, KL div.: 0.596204, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7963 [D loss: 0.639933, acc.: 59.47%, KL div.: -0.050283] [G loss: 0.599044, KL div.: 0.598837, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7964 [D loss: 0.642091, acc.: 60.09%, KL div.: -0.051062] [G loss: 0.600010, KL div.: 0.599801, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7965 [D loss: 0.641035, acc.: 59.93%, KL div.: -0.050545] [G loss: 0.602788, KL div.: 0.602581, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7966 [D loss: 0.640182, acc.: 60.19%, KL div.: -0.050595] [G loss: 0.607100, KL div.: 0.606893, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
7967 [D loss: 0.640993, acc.: 60.41%, KL div.: -0.050814] [G loss: 0.608589, KL div.: 0.608388, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7968 [D loss: 0.640247, acc.: 60.81%, KL div.: -0.051751] [G loss: 0.612149, KL div.: 0.611943, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7969 [D loss: 0.638191, acc.: 61.03%, KL div.: -0.051464] [G loss: 0.618002, KL div.: 0.617802, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 811us/step
4/4 [==============================] - 0s 497us/step
7970 [D loss: 0.637726, acc.: 61.07%, KL div.: -0.051400] [G loss: 0.619177, KL div.: 0.618970, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7971 [D loss: 0.636059, acc.: 61.22%, KL div.: -0.052120] [G loss: 0.625180, KL div.: 0.624980, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 131us/step
4/4 [==============================] - 0s 2ms/step
7972 [D loss: 0.637477, acc.: 61.49%, KL div.: -0.051830] [G loss: 0.626534, KL div.: 0.626332, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 840us/step
4/4 [==============================] - 0s 2ms/step
7973 [D loss: 0.634927, acc.: 61.53%, KL div.: -0.052065] [G loss: 0.631780, KL div.: 0.631575, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
7974 [D loss: 0.636786, acc.: 61.72%, KL div.: -0.052305] [G loss: 0.629943, KL div.: 0.629738, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7975 [D loss: 0.633377, acc.: 61.63%, KL div.: -0.053342] [G loss: 0.636027, KL div.: 0.635808, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7976 [D loss: 0.633034, acc.: 61.65%, KL div.: -0.052922] [G loss: 0.637537, KL div.: 0.637323, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7977 [D loss: 0.632832, acc.: 61.69%, KL div.: -0.052981] [G loss: 0.638128, KL div.: 0.637910, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
7978 [D loss: 0.632664, acc.: 61.64%, KL div.: -0.052600] [G loss: 0.640035, KL div.: 0.639808, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7979 [D loss: 0.632809, acc.: 61.64%, KL div.: -0.052721] [G loss: 0.637046, KL div.: 0.636822, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7980 [D loss: 0.632165, acc.: 61.45%, KL div.: -0.052172] [G loss: 0.636629, KL div.: 0.636397, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7981 [D loss: 0.630827, acc.: 61.25%, KL div.: -0.053221] [G loss: 0.637190, KL div.: 0.636953, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7982 [D loss: 0.635899, acc.: 61.81%, KL div.: -0.051178] [G loss: 0.632126, KL div.: 0.631888, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7983 [D loss: 0.635134, acc.: 61.60%, KL div.: -0.051002] [G loss: 0.633077, KL div.: 0.632843, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7984 [D loss: 0.636559, acc.: 61.42%, KL div.: -0.050950] [G loss: 0.628309, KL div.: 0.628083, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
7985 [D loss: 0.637011, acc.: 61.43%, KL div.: -0.051206] [G loss: 0.625188, KL div.: 0.624960, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7986 [D loss: 0.638316, acc.: 61.31%, KL div.: -0.050922] [G loss: 0.620601, KL div.: 0.620375, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
7987 [D loss: 0.637783, acc.: 61.03%, KL div.: -0.051535] [G loss: 0.614516, KL div.: 0.614303, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 481us/step
4/4 [==============================] - 0s 2ms/step
7988 [D loss: 0.638318, acc.: 60.96%, KL div.: -0.051735] [G loss: 0.611506, KL div.: 0.611296, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 846us/step
7989 [D loss: 0.642274, acc.: 61.35%, KL div.: -0.051127] [G loss: 0.608442, KL div.: 0.608241, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7990 [D loss: 0.641871, acc.: 61.08%, KL div.: -0.051312] [G loss: 0.605107, KL div.: 0.604916, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 182us/step
4/4 [==============================] - 0s 2ms/step
7991 [D loss: 0.642403, acc.: 61.14%, KL div.: -0.051293] [G loss: 0.602647, KL div.: 0.602461, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
7992 [D loss: 0.641688, acc.: 61.01%, KL div.: -0.051637] [G loss: 0.602742, KL div.: 0.602567, FID: 0.000000]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
7993 [D loss: 0.639124, acc.: 60.80%, KL div.: -0.052471] [G loss: 0.604477, KL div.: 0.604307, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7994 [D loss: 0.638594, acc.: 60.66%, KL div.: -0.052597] [G loss: 0.601301, KL div.: 0.601136, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7995 [D loss: 0.637752, acc.: 60.70%, KL div.: -0.052184] [G loss: 0.604262, KL div.: 0.604099, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
7996 [D loss: 0.634285, acc.: 60.45%, KL div.: -0.053265] [G loss: 0.607193, KL div.: 0.607043, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
7997 [D loss: 0.632949, acc.: 60.39%, KL div.: -0.053173] [G loss: 0.608797, KL div.: 0.608650, FID: 0.000000]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7998 [D loss: 0.631189, acc.: 60.33%, KL div.: -0.053244] [G loss: 0.611266, KL div.: 0.611118, FID: 0.000000]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
7999 [D loss: 0.629291, acc.: 60.13%, KL div.: -0.053293] [G loss: 0.612195, KL div.: 0.612049, FID: 0.000000]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 56ms/step
4/4 [==============================] - 0s 30ms/step
8000 [D loss: 0.628627, acc.: 60.15%, KL div.: -0.053317] [G loss: 0.613955, KL div.: 0.613808, FID: 41.481532]
1/1 [==============================] - 0s 21ms/step
Final D loss: 0.650013
Final G loss: 0.627001
Final D accuracy: 60.943316%
Final D KL Divergence: -0.036749
Final G KL Divergence: 0.626275
Final FID: 59.045416

---

Base Metrics

• D loss: 0.6919
• G loss: 0.7130
• D accuracy: 53.52%
• D KL Divergence: 0.3476
• G KL Divergence: 0.7130
• FID: 38.71

Improved Metrics

• D loss: 0.6500
• G loss: 0.6270
• D accuracy: 60.94%
• D KL Divergence: 0.0367
• G KL Divergence: 0.6263
• FID: 59.05

Analysis

• Discriminator Loss: The improved D loss of 0.6500 is lower than the base value of 0.6919, indicating that the discriminator is learning better at distinguishing between real and generated images.

• Generator Loss: The improved G loss of 0.6270 is lower than the base value of 0.7130, suggesting that the generator is performing better at producing images that fool the discriminator.

• Discriminator Accuracy: The increased D accuracy of 60.94% (up from 53.52%) shows that the discriminator is more accurate in its classification, which generally reflects an improved learning process.

• Discriminator KL Divergence: The improved value of 0.0367 is unusual, as KL divergence is typically not so small. This might indicate an issue with numerical stability or computation.

• Generator KL Divergence: The improved G KL divergence of 0.6263 (down from 0.7130) is better, showing that the generator's output is closer to the target distribution.

• FID: The FID has increased from 38.71 to 59.05. An increase in FID suggests that the image quality or diversity of the generated images has decreased, which might be a result of changes in training dynamics or other factors.

Summary:

The improved metrics show progress in some areas, particularly with reduced generator loss and improved discriminator accuracy. However, the increase in FID suggests that the overall quality of generated images may have worsened.

---

# Create GIF after training
create_gif('generated_SN_FM_LS_DCGAN', 'generated_SN_FM_LS_DCGAN_progression.gif')

# Path to the GIF file
gif_path = 'generated_SN_FM_LS_DCGAN_progression.gif'

# Display the GIF
display(Image(filename=gif_path))

C:\Users\caleb\AppData\Local\Temp\ipykernel_24636\38160720.py:13: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.
  frames.append(imageio.imread(img_path))

GIF saved at generated_SN_FM_LS_DCGAN_progression.gif

<IPython.core.display.Image object>

---

If GIF does not work you can view it in the folder with the name of the GIF file above.

---

Spectral Normalization & Feature Matched & Label Smoothed CGAN Model

# Define the KL divergence metric
def kl_divergence(y_true, y_pred):
    y_true = tf.clip_by_value(y_true, tf.keras.backend.epsilon(), 1)
    y_pred = tf.clip_by_value(y_pred, tf.keras.backend.epsilon(), 1)
    return tf.reduce_sum(y_true * tf.math.log(y_true / y_pred), axis=-1)

# Define Spectral Normalization
class SpectralNormalization(tf.keras.layers.Wrapper):
    def __init__(self, layer, power_iterations=1, **kwargs):
        super(SpectralNormalization, self).__init__(layer, **kwargs)
        self.power_iterations = power_iterations

    def build(self, input_shape):
        self.layer.build(input_shape)
        self.w = self.layer.kernel
        self.u = self.add_weight(shape=(1, self.w.shape[-1]), initializer=tf.initializers.TruncatedNormal(stddev=0.02), trainable=False, name='sn_u')

    def call(self, inputs, training=None):
        self._compute_weights(training)
        output = self.layer(inputs)
        return output

    def _compute_weights(self, training):
        w_shape = self.w.shape.as_list()
        w = tf.reshape(self.w, [-1, w_shape[-1]])

        u_hat = self.u
        v_hat = None
        for _ in range(self.power_iterations):
            v_hat = tf.nn.l2_normalize(tf.matmul(u_hat, tf.transpose(w)))
            u_hat = tf.nn.l2_normalize(tf.matmul(v_hat, w))

        sigma = tf.matmul(tf.matmul(v_hat, w), tf.transpose(u_hat))
        self.u.assign(u_hat)
        self.layer.kernel.assign(self.w / sigma)

# SN_FM_LS_CGAN class
class SN_FM_LS_CGAN:
    def __init__(self, rows, cols, channels, num_classes, z=100, label_smooth=0.1):
        self.img_rows = rows
        self.img_cols = cols
        self.channels = channels
        self.img_shape = (self.img_rows, self.img_cols, self.channels)
        self.latent_dim = z
        self.num_classes = num_classes
        self.label_smooth = label_smooth

        optimizer = Adam(learning_rate=0.0002, beta_1=0.5)

        self.discriminator = self.build_discriminator()
        self.discriminator.compile(loss=self.smooth_loss, optimizer=optimizer, metrics=['accuracy', kl_divergence])

        self.generator = self.build_generator()

        z = Input(shape=(self.latent_dim,))
        label = Input(shape=(1,), dtype='int32')
        img = self.generator([z, label])

        self.discriminator.trainable = False
        valid, features_real = self.discriminator([img, label])

        self.combined = Model([z, label], [valid, features_real])
        self.combined.compile(loss=['binary_crossentropy', 'mse'], optimizer=optimizer, metrics=[kl_divergence])

    def build_generator(self):
        noise = Input(shape=(self.latent_dim,))
        label = Input(shape=(1,), dtype='int32')

        label_embedding = Embedding(self.num_classes, self.latent_dim)(label)
        label_embedding = Flatten()(label_embedding)
        model_input = Concatenate()([noise, label_embedding])

        model = Sequential(name='Generator')
        model.add(Dense(128 * 7 * 7, activation="relu", input_dim=self.latent_dim + self.latent_dim))
        model.add(Reshape((7, 7, 128)))
        model.add(SpectralNormalization(Conv2DTranspose(128, (4, 4), strides=(2, 2), padding='same')))
        model.add(LeakyReLU(alpha=0.2))
        model.add(SpectralNormalization(Conv2DTranspose(128, (4, 4), strides=(2, 2), padding='same')))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Conv2D(self.channels, kernel_size=7, padding="same", activation='tanh'))

        img = model(model_input)

        gen_model = Model([noise, label], img)
        gen_model.summary()
        return gen_model

    def build_discriminator(self):
        img = Input(shape=self.img_shape)
        label = Input(shape=(1,), dtype='int32')

        label_embedding = Embedding(self.num_classes, np.prod(self.img_shape))(label)
        label_embedding = Flatten()(label_embedding)
        label_embedding = Dense(np.prod(self.img_shape))(label_embedding)
        label_embedding = Reshape(self.img_shape)(label_embedding)

        model_input = Concatenate()([img, label_embedding])

        model = Sequential(name='Discriminator')
        model.add(SpectralNormalization(Conv2D(128, kernel_size=3, strides=2, input_shape=(self.img_rows, self.img_cols, self.channels * 2), padding="same")))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dropout(0.4))
        model.add(SpectralNormalization(Conv2D(128, kernel_size=3, strides=2, padding="same")))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dropout(0.4))
        model.add(Flatten())

        img_features = model(model_input)

        validity = Dense(1, activation='sigmoid')(img_features)
        feature_output = Dense(128)(img_features)  # Adjust the dimension to match the required feature vector size

        disc_model = Model([img, label], [validity, feature_output])
        disc_model.summary()
        return disc_model

    def smooth_loss(self, y_true, y_pred):
        y_true = y_true * (1 - self.label_smooth) + self.label_smooth / 2
        return tf.keras.losses.binary_crossentropy(y_true, y_pred)

    def calculate_fid(self, real_images, generated_images):
        def preprocess_images(images):
            images_resized = np.array([resize(image, (75, 75, self.channels), mode='reflect') for image in images])
            if images_resized.shape[-1] == 1:
                images_resized = np.concatenate([images_resized] * 3, axis=-1)
            return images_resized

        def get_activations(images):
            model = InceptionV3(include_top=False, pooling='avg', input_shape=(75, 75, 3))
            images = preprocess_input(images)
            return model.predict(images)

        real_images_rgb = preprocess_images(real_images)
        generated_images_rgb = preprocess_images(generated_images)

        real_activations = get_activations(real_images_rgb)
        generated_activations = get_activations(generated_images_rgb)

        mu_real, sigma_real = real_activations.mean(axis=0), np.cov(real_activations, rowvar=False)
        mu_gen, sigma_gen = generated_activations.mean(axis=0), np.cov(generated_activations, rowvar=False)

        ssdiff = np.sum((mu_real - mu_gen) ** 2.0)
        sqrt_sigma = sqrtm(sigma_real.dot(sigma_gen))
        if np.iscomplexobj(sqrt_sigma):
            sqrt_sigma = sqrt_sigma.real
        fid = ssdiff + np.trace(sigma_real + sigma_gen - 2.0 * sqrt_sigma)

        return fid

    def train(self, balanced_X, balanced_y, epochs, batch_size=128, save_interval=50):
        X_train = balanced_X
        y_train = balanced_y

        valid = np.ones((batch_size, 1))
        fake = np.zeros((batch_size, 1))

        d_losses = []
        g_losses = []
        d_accuracies = []
        kl_divergences_d = []
        kl_divergences_g = []
        fid_scores = []

        best_fid = float('inf')  # Initialize the best FID score as infinity

        for epoch in range(epochs):
            idx = np.random.randint(0, X_train.shape[0], batch_size)
            imgs = X_train[idx]
            labels = y_train[idx]

            noise = np.random.normal(0, 1, (batch_size, self.latent_dim))
            gen_labels = np.random.randint(0, self.num_classes, batch_size).reshape(-1, 1)
            gen_imgs = self.generator.predict([noise, gen_labels])

            d_loss_real = self.discriminator.train_on_batch([imgs, labels], [valid, np.zeros((batch_size, 128))])
            d_loss_fake = self.discriminator.train_on_batch([gen_imgs, gen_labels], [fake, np.zeros((batch_size, 128))])
            d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)

            features_real = self.discriminator.predict([imgs, labels])[1]
            features_fake = self.discriminator.predict([gen_imgs, gen_labels])[1]
            g_loss = self.combined.train_on_batch([noise, gen_labels], [valid, features_real])

            if epoch % save_interval == 0:
                fid_score = self.calculate_fid(imgs, gen_imgs)
                fid_scores.append(fid_score)

                if fid_score < best_fid:
                    best_fid = fid_score
                    self.generator.save_weights('best_CGAN_generator_weights.h5')

            print("%d [D loss: %f, acc.: %.2f%%, KL Divergence: %f] [G loss: %f, KL Divergence: %f, FID: %f]" %
                  (epoch, d_loss[0], 100*d_loss[1], d_loss[2], g_loss[0], g_loss[1], fid_scores[-1] if fid_scores else float('nan')))

            if epoch % save_interval == 0:
                self.save_imgs(epoch)
                d_losses.append(d_loss[0])
                g_losses.append(g_loss[0])
                d_accuracies.append(100 * d_loss[1])
                kl_divergences_d.append(d_loss[2])
                kl_divergences_g.append(g_loss[1])

        # Plot graphs after training completes
        self.plot_losses(d_losses, g_losses, save_interval)
        self.plot_accuracy(d_accuracies, save_interval)
        self.plot_kl_divergence(kl_divergences_d, kl_divergences_g, save_interval)
        self.plot_fid(fid_scores, save_interval)

        self.print_final_metrics(d_losses, g_losses, d_accuracies, kl_divergences_d, kl_divergences_g, fid_scores)

    def save_imgs(self, epoch):
        r, c = 5, 5
        noise = np.random.normal(0, 1, (r * c, self.latent_dim))
        gen_labels = np.arange(1, r * c + 1) % self.num_classes  # Adjusted to start from class 1
        gen_labels[gen_labels == 0] = 1  # Ensure no class 0 labels

        gen_imgs = self.generator.predict([noise, gen_labels])

        if self.channels == 1:
            gen_imgs = np.squeeze(gen_imgs, axis=-1)

        fig, axs = plt.subplots(r, c)
        cnt = 0
        for i in range(r):
            for j in range(c):
                axs[i, j].imshow(gen_imgs[cnt, :, :], cmap='gray' if self.channels == 1 else 'auto')
                axs[i, j].axis('off')
                cnt += 1
        os.makedirs('generated_SN_FM_LS_CGAN', exist_ok=True)
        fig.savefig(f"generated_SN_FM_LS_CGAN/SN_FM_LS_CGAN_mnist_{epoch}.png")
        plt.close()


    def print_final_metrics(self, d_losses, g_losses, d_accuracies, kl_divergences_d, kl_divergences_g, fid_scores):
        print(f"Final D loss: {d_losses[-1] if d_losses else float('nan')}")
        print(f"Final G loss: {g_losses[-1] if g_losses else float('nan')}")
        print(f"Final D accuracy: {d_accuracies[-1] if d_accuracies else float('nan')}%")
        print(f"Final D KL Divergence: {kl_divergences_d[-1] if kl_divergences_d else float('nan')}")
        print(f"Final G KL Divergence: {kl_divergences_g[-1] if kl_divergences_g else float('nan')}")
        print(f"Final FID: {fid_scores[-1] if fid_scores else float('nan')}")

    def plot_losses(self, d_losses, g_losses, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(d_losses) * save_interval, save_interval), d_losses, label='Discriminator loss')
        plt.plot(range(0, len(g_losses) * save_interval, save_interval), g_losses, label='Generator loss')
        plt.title('Discriminator and Generator Loss During Training')
        plt.xlabel('Epochs')
        plt.ylabel('Loss')
        plt.legend()
        plt.show()

    def plot_accuracy(self, d_accuracies, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(d_accuracies) * save_interval, save_interval), d_accuracies, label='Discriminator Accuracy')
        plt.title('Discriminator Accuracy During Training')
        plt.xlabel('Epochs')
        plt.ylabel('Accuracy')
        plt.legend()
        plt.show()

    def plot_kl_divergence(self, kl_divergences_d, kl_divergences_g, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(kl_divergences_d) * save_interval, save_interval), kl_divergences_d, label='Discriminator KL Divergence')
        plt.plot(range(0, len(kl_divergences_g) * save_interval, save_interval), kl_divergences_g, label='Generator KL Divergence')
        plt.title('Discriminator and Generator KL Divergence During Training')
        plt.xlabel('Epochs')
        plt.ylabel('KL Divergence')
        plt.legend()
        plt.show()

    def plot_fid(self, fid_scores, save_interval):
        plt.figure(figsize=(10, 5))
        plt.plot(range(0, len(fid_scores) * save_interval, save_interval), fid_scores, label='FID')
        plt.title('FID During Training')
        plt.xlabel('Epochs')
        plt.ylabel('FID Score')
        plt.legend()
        plt.show()

Running the Spectral Normalization & Feature Matched & Label Smoothed CGAN Model

# Instantiate and train the CGAN model
SN_FM_LS_cgan = SN_FM_LS_CGAN(28, 28, 1, num_classes=26, z=100, label_smooth=0.1)
SN_FM_LS_cgan.train(balanced_X, balanced_y, epochs=8001, batch_size=128, save_interval=100)

Model: "model_12"
__________________________________________________________________________________________________
 Layer (type)                   Output Shape         Param #     Connected to                     
==================================================================================================
 input_169 (InputLayer)         [(None, 1)]          0           []                               
                                                                                                  
 embedding_8 (Embedding)        (None, 1, 784)       20384       ['input_169[0][0]']              
                                                                                                  
 flatten_12 (Flatten)           (None, 784)          0           ['embedding_8[0][0]']            
                                                                                                  
 dense_16 (Dense)               (None, 784)          615440      ['flatten_12[0][0]']             
                                                                                                  
 input_168 (InputLayer)         [(None, 28, 28, 1)]  0           []                               
                                                                                                  
 reshape_8 (Reshape)            (None, 28, 28, 1)    0           ['dense_16[0][0]']               
                                                                                                  
 concatenate_294 (Concatenate)  (None, 28, 28, 2)    0           ['input_168[0][0]',              
                                                                  'reshape_8[0][0]']              
                                                                                                  
 Discriminator (Sequential)     (None, 6272)         150272      ['concatenate_294[0][0]']        
                                                                                                  
 dense_17 (Dense)               (None, 1)            6273        ['Discriminator[0][0]']          
                                                                                                  
 dense_18 (Dense)               (None, 128)          802944      ['Discriminator[0][0]']          
                                                                                                  
==================================================================================================
Total params: 1,595,313
Trainable params: 1,595,057
Non-trainable params: 256
__________________________________________________________________________________________________
Model: "model_13"
__________________________________________________________________________________________________
 Layer (type)                   Output Shape         Param #     Connected to                     
==================================================================================================
 input_171 (InputLayer)         [(None, 1)]          0           []                               
                                                                                                  
 embedding_9 (Embedding)        (None, 1, 100)       2600        ['input_171[0][0]']              
                                                                                                  
 input_170 (InputLayer)         [(None, 100)]        0           []                               
                                                                                                  
 flatten_14 (Flatten)           (None, 100)          0           ['embedding_9[0][0]']            
                                                                                                  
 concatenate_295 (Concatenate)  (None, 200)          0           ['input_170[0][0]',              
                                                                  'flatten_14[0][0]']             
                                                                                                  
 Generator (Sequential)         (None, 28, 28, 1)    1791745     ['concatenate_295[0][0]']        
                                                                                                  
==================================================================================================
Total params: 1,794,345
Trainable params: 1,794,089
Non-trainable params: 256
__________________________________________________________________________________________________
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 81ms/step
4/4 [==============================] - 1s 80ms/step
0 [D loss: 1.180411, acc.: 69.05%, KL Divergence: 0.489918] [G loss: 0.693949, KL Divergence: 0.691548, FID: 307.020070]
1/1 [==============================] - 0s 122ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1 [D loss: 1.083851, acc.: 68.88%, KL Divergence: 0.395033] [G loss: 0.690605, KL Divergence: 0.687478, FID: 307.020070]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2 [D loss: 0.991699, acc.: 68.53%, KL Divergence: 0.306376] [G loss: 0.681805, KL Divergence: 0.677871, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3 [D loss: 0.944216, acc.: 68.58%, KL Divergence: 0.258440] [G loss: 0.666797, KL Divergence: 0.663183, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
4 [D loss: 0.941485, acc.: 69.51%, KL Divergence: 0.246373] [G loss: 0.648595, KL Divergence: 0.646162, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
5 [D loss: 0.963458, acc.: 70.47%, KL Divergence: 0.258770] [G loss: 0.638508, KL Divergence: 0.633684, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6 [D loss: 0.968257, acc.: 69.95%, KL Divergence: 0.268768] [G loss: 0.667502, KL Divergence: 0.660008, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
7 [D loss: 0.959149, acc.: 68.95%, KL Divergence: 0.269643] [G loss: 0.683231, KL Divergence: 0.675402, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
8 [D loss: 0.955495, acc.: 68.10%, KL Divergence: 0.274534] [G loss: 0.704192, KL Divergence: 0.697193, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
9 [D loss: 0.944807, acc.: 67.77%, KL Divergence: 0.267096] [G loss: 0.707109, KL Divergence: 0.703125, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
10 [D loss: 0.934294, acc.: 67.81%, KL Divergence: 0.256193] [G loss: 0.700157, KL Divergence: 0.697595, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
11 [D loss: 0.925747, acc.: 67.76%, KL Divergence: 0.248167] [G loss: 0.698337, KL Divergence: 0.695453, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
12 [D loss: 0.917102, acc.: 67.49%, KL Divergence: 0.242154] [G loss: 0.705361, KL Divergence: 0.701924, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
13 [D loss: 0.905894, acc.: 66.85%, KL Divergence: 0.237347] [G loss: 0.707136, KL Divergence: 0.703319, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
14 [D loss: 0.897723, acc.: 66.17%, KL Divergence: 0.236038] [G loss: 0.705159, KL Divergence: 0.701055, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
15 [D loss: 0.896719, acc.: 66.22%, KL Divergence: 0.234544] [G loss: 0.704336, KL Divergence: 0.701093, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
16 [D loss: 0.892339, acc.: 65.51%, KL Divergence: 0.237271] [G loss: 0.702888, KL Divergence: 0.699556, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
17 [D loss: 0.888840, acc.: 65.05%, KL Divergence: 0.238367] [G loss: 0.704095, KL Divergence: 0.701197, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
18 [D loss: 0.894230, acc.: 65.59%, KL Divergence: 0.238374] [G loss: 0.691353, KL Divergence: 0.688578, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
19 [D loss: 0.904484, acc.: 66.26%, KL Divergence: 0.241904] [G loss: 0.667858, KL Divergence: 0.665273, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
20 [D loss: 0.914178, acc.: 66.85%, KL Divergence: 0.245716] [G loss: 0.650050, KL Divergence: 0.647215, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
21 [D loss: 0.930370, acc.: 68.00%, KL Divergence: 0.250336] [G loss: 0.648680, KL Divergence: 0.644888, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
22 [D loss: 0.931876, acc.: 67.97%, KL Divergence: 0.252203] [G loss: 0.653906, KL Divergence: 0.650205, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
23 [D loss: 0.928044, acc.: 67.83%, KL Divergence: 0.249722] [G loss: 0.670230, KL Divergence: 0.667174, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
24 [D loss: 0.925934, acc.: 67.88%, KL Divergence: 0.247178] [G loss: 0.670205, KL Divergence: 0.667396, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
25 [D loss: 0.917596, acc.: 67.45%, KL Divergence: 0.243101] [G loss: 0.678452, KL Divergence: 0.674999, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
26 [D loss: 0.908061, acc.: 66.95%, KL Divergence: 0.238516] [G loss: 0.685469, KL Divergence: 0.681960, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
27 [D loss: 0.898207, acc.: 66.20%, KL Divergence: 0.236234] [G loss: 0.698200, KL Divergence: 0.694715, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
28 [D loss: 0.880636, acc.: 64.76%, KL Divergence: 0.233053] [G loss: 0.711987, KL Divergence: 0.708698, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
29 [D loss: 0.870536, acc.: 63.85%, KL Divergence: 0.232000] [G loss: 0.716418, KL Divergence: 0.713515, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
30 [D loss: 0.876441, acc.: 64.39%, KL Divergence: 0.232538] [G loss: 0.695345, KL Divergence: 0.692584, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
31 [D loss: 0.894835, acc.: 65.63%, KL Divergence: 0.238499] [G loss: 0.661646, KL Divergence: 0.659262, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
32 [D loss: 0.921856, acc.: 67.69%, KL Divergence: 0.244909] [G loss: 0.624366, KL Divergence: 0.621289, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
33 [D loss: 0.955628, acc.: 69.95%, KL Divergence: 0.256108] [G loss: 0.606546, KL Divergence: 0.601518, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
34 [D loss: 0.956394, acc.: 69.28%, KL Divergence: 0.263639] [G loss: 0.643360, KL Divergence: 0.636283, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
35 [D loss: 0.944067, acc.: 68.24%, KL Divergence: 0.261685] [G loss: 0.666411, KL Divergence: 0.660849, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
36 [D loss: 0.938635, acc.: 68.41%, KL Divergence: 0.254561] [G loss: 0.669924, KL Divergence: 0.666853, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
37 [D loss: 0.930278, acc.: 68.69%, KL Divergence: 0.243342] [G loss: 0.661664, KL Divergence: 0.659606, FID: 307.020070]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
38 [D loss: 0.923400, acc.: 68.84%, KL Divergence: 0.235016] [G loss: 0.663224, KL Divergence: 0.661166, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
39 [D loss: 0.926924, acc.: 69.35%, KL Divergence: 0.233410] [G loss: 0.658884, KL Divergence: 0.656883, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
40 [D loss: 0.930902, acc.: 69.35%, KL Divergence: 0.237387] [G loss: 0.651267, KL Divergence: 0.648828, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
41 [D loss: 0.940449, acc.: 70.11%, KL Divergence: 0.239303] [G loss: 0.643260, KL Divergence: 0.640464, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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42 [D loss: 0.939334, acc.: 69.90%, KL Divergence: 0.240352] [G loss: 0.652176, KL Divergence: 0.649415, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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43 [D loss: 0.932969, acc.: 69.67%, KL Divergence: 0.236307] [G loss: 0.652659, KL Divergence: 0.650549, FID: 307.020070]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
44 [D loss: 0.935078, acc.: 69.83%, KL Divergence: 0.236786] [G loss: 0.659466, KL Divergence: 0.657116, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
45 [D loss: 0.935455, acc.: 69.59%, KL Divergence: 0.239512] [G loss: 0.673701, KL Divergence: 0.670835, FID: 307.020070]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
46 [D loss: 0.930489, acc.: 69.38%, KL Divergence: 0.236690] [G loss: 0.684899, KL Divergence: 0.682207, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
47 [D loss: 0.926455, acc.: 69.05%, KL Divergence: 0.235939] [G loss: 0.694768, KL Divergence: 0.692412, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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48 [D loss: 0.922762, acc.: 68.86%, KL Divergence: 0.234201] [G loss: 0.701265, KL Divergence: 0.699223, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
49 [D loss: 0.917774, acc.: 68.46%, KL Divergence: 0.233132] [G loss: 0.710222, KL Divergence: 0.708204, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
50 [D loss: 0.917634, acc.: 68.69%, KL Divergence: 0.230777] [G loss: 0.701049, KL Divergence: 0.699199, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
51 [D loss: 0.917286, acc.: 68.43%, KL Divergence: 0.233028] [G loss: 0.707482, KL Divergence: 0.705718, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
52 [D loss: 0.913463, acc.: 68.36%, KL Divergence: 0.229881] [G loss: 0.706759, KL Divergence: 0.705073, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
53 [D loss: 0.911150, acc.: 68.22%, KL Divergence: 0.228924] [G loss: 0.707265, KL Divergence: 0.705618, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
54 [D loss: 0.912193, acc.: 68.27%, KL Divergence: 0.229511] [G loss: 0.707297, KL Divergence: 0.705638, FID: 307.020070]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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55 [D loss: 0.908441, acc.: 68.01%, KL Divergence: 0.228370] [G loss: 0.700402, KL Divergence: 0.698790, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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56 [D loss: 0.910912, acc.: 68.15%, KL Divergence: 0.229368] [G loss: 0.699085, KL Divergence: 0.697355, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
57 [D loss: 0.917010, acc.: 68.73%, KL Divergence: 0.229698] [G loss: 0.694789, KL Divergence: 0.693040, FID: 307.020070]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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58 [D loss: 0.921433, acc.: 69.35%, KL Divergence: 0.227979] [G loss: 0.682363, KL Divergence: 0.680732, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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59 [D loss: 0.928488, acc.: 70.04%, KL Divergence: 0.228100] [G loss: 0.673430, KL Divergence: 0.671763, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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60 [D loss: 0.937331, acc.: 70.68%, KL Divergence: 0.230538] [G loss: 0.669007, KL Divergence: 0.666922, FID: 307.020070]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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61 [D loss: 0.936440, acc.: 70.31%, KL Divergence: 0.233366] [G loss: 0.693376, KL Divergence: 0.690657, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
62 [D loss: 0.920278, acc.: 68.68%, KL Divergence: 0.233430] [G loss: 0.725802, KL Divergence: 0.723343, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
63 [D loss: 0.905357, acc.: 67.64%, KL Divergence: 0.228949] [G loss: 0.730709, KL Divergence: 0.728934, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
64 [D loss: 0.904917, acc.: 67.88%, KL Divergence: 0.226132] [G loss: 0.711353, KL Divergence: 0.709765, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
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65 [D loss: 0.910054, acc.: 68.40%, KL Divergence: 0.226094] [G loss: 0.696308, KL Divergence: 0.694808, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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66 [D loss: 0.916360, acc.: 68.86%, KL Divergence: 0.227714] [G loss: 0.683511, KL Divergence: 0.681659, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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67 [D loss: 0.928236, acc.: 69.53%, KL Divergence: 0.232915] [G loss: 0.676344, KL Divergence: 0.674132, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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68 [D loss: 0.929255, acc.: 69.68%, KL Divergence: 0.232492] [G loss: 0.680654, KL Divergence: 0.678518, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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69 [D loss: 0.931272, acc.: 69.84%, KL Divergence: 0.232890] [G loss: 0.682501, KL Divergence: 0.680439, FID: 307.020070]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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70 [D loss: 0.929913, acc.: 69.73%, KL Divergence: 0.232584] [G loss: 0.678898, KL Divergence: 0.676873, FID: 307.020070]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
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71 [D loss: 0.932203, acc.: 69.72%, KL Divergence: 0.234993] [G loss: 0.689666, KL Divergence: 0.687447, FID: 307.020070]
4/4 [==============================] - 0s 3ms/step
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72 [D loss: 0.924040, acc.: 68.93%, KL Divergence: 0.234715] [G loss: 0.715304, KL Divergence: 0.712969, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
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73 [D loss: 0.915220, acc.: 68.22%, KL Divergence: 0.233044] [G loss: 0.714181, KL Divergence: 0.711688, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 837us/step
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74 [D loss: 0.916964, acc.: 68.15%, KL Divergence: 0.235501] [G loss: 0.707595, KL Divergence: 0.705374, FID: 307.020070]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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75 [D loss: 0.913073, acc.: 68.04%, KL Divergence: 0.232706] [G loss: 0.700199, KL Divergence: 0.698243, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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76 [D loss: 0.913557, acc.: 68.10%, KL Divergence: 0.232515] [G loss: 0.697269, KL Divergence: 0.695372, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
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77 [D loss: 0.919654, acc.: 68.33%, KL Divergence: 0.236359] [G loss: 0.688849, KL Divergence: 0.686585, FID: 307.020070]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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78 [D loss: 0.937621, acc.: 69.59%, KL Divergence: 0.241757] [G loss: 0.687513, KL Divergence: 0.684917, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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79 [D loss: 0.940616, acc.: 69.78%, KL Divergence: 0.242788] [G loss: 0.689288, KL Divergence: 0.686468, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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80 [D loss: 0.939507, acc.: 69.54%, KL Divergence: 0.244137] [G loss: 0.690460, KL Divergence: 0.687656, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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81 [D loss: 0.937536, acc.: 69.55%, KL Divergence: 0.241994] [G loss: 0.701449, KL Divergence: 0.698894, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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82 [D loss: 0.928967, acc.: 69.20%, KL Divergence: 0.236932] [G loss: 0.702057, KL Divergence: 0.699942, FID: 307.020070]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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83 [D loss: 0.927336, acc.: 69.27%, KL Divergence: 0.234662] [G loss: 0.701092, KL Divergence: 0.699026, FID: 307.020070]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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84 [D loss: 0.922500, acc.: 69.12%, KL Divergence: 0.231320] [G loss: 0.703094, KL Divergence: 0.701138, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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85 [D loss: 0.918539, acc.: 68.90%, KL Divergence: 0.229560] [G loss: 0.702623, KL Divergence: 0.700658, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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86 [D loss: 0.912348, acc.: 68.48%, KL Divergence: 0.227571] [G loss: 0.697995, KL Divergence: 0.696164, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
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87 [D loss: 0.912818, acc.: 68.50%, KL Divergence: 0.227864] [G loss: 0.694535, KL Divergence: 0.692702, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
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88 [D loss: 0.916880, acc.: 68.73%, KL Divergence: 0.229543] [G loss: 0.692724, KL Divergence: 0.690920, FID: 307.020070]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
89 [D loss: 0.914386, acc.: 68.41%, KL Divergence: 0.230244] [G loss: 0.689380, KL Divergence: 0.687530, FID: 307.020070]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 12ms/step
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90 [D loss: 0.919883, acc.: 68.77%, KL Divergence: 0.232208] [G loss: 0.686365, KL Divergence: 0.684494, FID: 307.020070]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
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91 [D loss: 0.920910, acc.: 68.84%, KL Divergence: 0.232489] [G loss: 0.686117, KL Divergence: 0.684181, FID: 307.020070]
4/4 [==============================] - 0s 11ms/step
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4/4 [==============================] - 0s 8ms/step
92 [D loss: 0.921226, acc.: 68.80%, KL Divergence: 0.233252] [G loss: 0.687170, KL Divergence: 0.685141, FID: 307.020070]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 11ms/step
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93 [D loss: 0.918023, acc.: 68.66%, KL Divergence: 0.231401] [G loss: 0.691755, KL Divergence: 0.689857, FID: 307.020070]
4/4 [==============================] - 0s 14ms/step
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4/4 [==============================] - 0s 9ms/step
94 [D loss: 0.919509, acc.: 68.89%, KL Divergence: 0.230563] [G loss: 0.689971, KL Divergence: 0.688177, FID: 307.020070]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
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95 [D loss: 0.919022, acc.: 69.10%, KL Divergence: 0.228002] [G loss: 0.689877, KL Divergence: 0.688120, FID: 307.020070]
4/4 [==============================] - 0s 11ms/step
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96 [D loss: 0.917179, acc.: 69.04%, KL Divergence: 0.226796] [G loss: 0.685917, KL Divergence: 0.684034, FID: 307.020070]
4/4 [==============================] - 0s 12ms/step
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97 [D loss: 0.922166, acc.: 69.45%, KL Divergence: 0.227673] [G loss: 0.676525, KL Divergence: 0.674724, FID: 307.020070]
4/4 [==============================] - 0s 10ms/step
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98 [D loss: 0.922287, acc.: 69.51%, KL Divergence: 0.227210] [G loss: 0.674565, KL Divergence: 0.672569, FID: 307.020070]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 15ms/step
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99 [D loss: 0.926996, acc.: 69.57%, KL Divergence: 0.231255] [G loss: 0.672793, KL Divergence: 0.670735, FID: 307.020070]
4/4 [==============================] - 0s 10ms/step
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4/4 [==============================] - 2s 74ms/step
4/4 [==============================] - 3s 124ms/step
100 [D loss: 0.927181, acc.: 69.36%, KL Divergence: 0.233566] [G loss: 0.675132, KL Divergence: 0.672998, FID: 274.072030]
1/1 [==============================] - 0s 50ms/step
4/4 [==============================] - 0s 117ms/step
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101 [D loss: 0.919022, acc.: 68.76%, KL Divergence: 0.231385] [G loss: 0.681351, KL Divergence: 0.679275, FID: 274.072030]
4/4 [==============================] - 0s 16ms/step
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102 [D loss: 0.917536, acc.: 68.57%, KL Divergence: 0.231876] [G loss: 0.681925, KL Divergence: 0.679959, FID: 274.072030]
4/4 [==============================] - 0s 15ms/step
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103 [D loss: 0.916971, acc.: 68.34%, KL Divergence: 0.233599] [G loss: 0.682544, KL Divergence: 0.680599, FID: 274.072030]
4/4 [==============================] - 0s 13ms/step
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104 [D loss: 0.920232, acc.: 68.41%, KL Divergence: 0.236096] [G loss: 0.674338, KL Divergence: 0.672204, FID: 274.072030]
4/4 [==============================] - 0s 10ms/step
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105 [D loss: 0.929285, acc.: 69.15%, KL Divergence: 0.237777] [G loss: 0.668941, KL Divergence: 0.666478, FID: 274.072030]
4/4 [==============================] - 0s 11ms/step
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106 [D loss: 0.932237, acc.: 69.19%, KL Divergence: 0.240353] [G loss: 0.668675, KL Divergence: 0.665821, FID: 274.072030]
4/4 [==============================] - 0s 13ms/step
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107 [D loss: 0.934624, acc.: 69.46%, KL Divergence: 0.240037] [G loss: 0.676878, KL Divergence: 0.673983, FID: 274.072030]
4/4 [==============================] - 0s 10ms/step
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108 [D loss: 0.931817, acc.: 69.43%, KL Divergence: 0.237551] [G loss: 0.678926, KL Divergence: 0.676530, FID: 274.072030]
4/4 [==============================] - 0s 28ms/step
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109 [D loss: 0.925426, acc.: 69.29%, KL Divergence: 0.232550] [G loss: 0.682371, KL Divergence: 0.680471, FID: 274.072030]
4/4 [==============================] - 0s 11ms/step
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110 [D loss: 0.926330, acc.: 69.70%, KL Divergence: 0.229345] [G loss: 0.679641, KL Divergence: 0.677896, FID: 274.072030]
4/4 [==============================] - 0s 12ms/step
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111 [D loss: 0.927775, acc.: 69.90%, KL Divergence: 0.228793] [G loss: 0.676258, KL Divergence: 0.674513, FID: 274.072030]
4/4 [==============================] - 0s 8ms/step
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112 [D loss: 0.927611, acc.: 69.91%, KL Divergence: 0.228512] [G loss: 0.672760, KL Divergence: 0.670996, FID: 274.072030]
4/4 [==============================] - 0s 14ms/step
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113 [D loss: 0.935621, acc.: 70.54%, KL Divergence: 0.230183] [G loss: 0.684243, KL Divergence: 0.682241, FID: 274.072030]
4/4 [==============================] - 0s 9ms/step
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114 [D loss: 0.922598, acc.: 69.01%, KL Divergence: 0.232544] [G loss: 0.710487, KL Divergence: 0.708368, FID: 274.072030]
4/4 [==============================] - 0s 12ms/step
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115 [D loss: 0.908300, acc.: 68.09%, KL Divergence: 0.227419] [G loss: 0.728092, KL Divergence: 0.726292, FID: 274.072030]
4/4 [==============================] - 0s 10ms/step
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116 [D loss: 0.904611, acc.: 67.99%, KL Divergence: 0.224755] [G loss: 0.713895, KL Divergence: 0.712154, FID: 274.072030]
4/4 [==============================] - 0s 15ms/step
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117 [D loss: 0.904393, acc.: 68.13%, KL Divergence: 0.223113] [G loss: 0.693176, KL Divergence: 0.691165, FID: 274.072030]
4/4 [==============================] - 0s 14ms/step
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118 [D loss: 0.908364, acc.: 68.63%, KL Divergence: 0.222052] [G loss: 0.677722, KL Divergence: 0.675930, FID: 274.072030]
4/4 [==============================] - 0s 13ms/step
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119 [D loss: 0.912802, acc.: 68.88%, KL Divergence: 0.224033] [G loss: 0.664196, KL Divergence: 0.662529, FID: 274.072030]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
120 [D loss: 0.919739, acc.: 69.18%, KL Divergence: 0.227928] [G loss: 0.660334, KL Divergence: 0.658593, FID: 274.072030]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 14ms/step
121 [D loss: 0.929326, acc.: 69.77%, KL Divergence: 0.231653] [G loss: 0.663331, KL Divergence: 0.661251, FID: 274.072030]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
122 [D loss: 0.926164, acc.: 69.33%, KL Divergence: 0.232857] [G loss: 0.672008, KL Divergence: 0.669697, FID: 274.072030]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
123 [D loss: 0.918914, acc.: 68.57%, KL Divergence: 0.233171] [G loss: 0.689779, KL Divergence: 0.687575, FID: 274.072030]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 15ms/step
124 [D loss: 0.918236, acc.: 68.57%, KL Divergence: 0.232512] [G loss: 0.695656, KL Divergence: 0.693634, FID: 274.072030]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
125 [D loss: 0.911071, acc.: 68.01%, KL Divergence: 0.230932] [G loss: 0.703591, KL Divergence: 0.701574, FID: 274.072030]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
126 [D loss: 0.908581, acc.: 67.93%, KL Divergence: 0.229292] [G loss: 0.707321, KL Divergence: 0.705433, FID: 274.072030]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
127 [D loss: 0.908852, acc.: 68.07%, KL Divergence: 0.228155] [G loss: 0.712681, KL Divergence: 0.710842, FID: 274.072030]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
128 [D loss: 0.907567, acc.: 68.11%, KL Divergence: 0.226477] [G loss: 0.712367, KL Divergence: 0.710672, FID: 274.072030]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
129 [D loss: 0.908927, acc.: 68.40%, KL Divergence: 0.224888] [G loss: 0.706686, KL Divergence: 0.705159, FID: 274.072030]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 11ms/step
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130 [D loss: 0.908976, acc.: 68.72%, KL Divergence: 0.221744] [G loss: 0.698695, KL Divergence: 0.697286, FID: 274.072030]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 7ms/step
131 [D loss: 0.911755, acc.: 69.03%, KL Divergence: 0.221429] [G loss: 0.693293, KL Divergence: 0.691868, FID: 274.072030]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 6ms/step
132 [D loss: 0.910192, acc.: 68.81%, KL Divergence: 0.222130] [G loss: 0.693079, KL Divergence: 0.691607, FID: 274.072030]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
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133 [D loss: 0.909061, acc.: 68.57%, KL Divergence: 0.223384] [G loss: 0.695536, KL Divergence: 0.694026, FID: 274.072030]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
134 [D loss: 0.906122, acc.: 68.35%, KL Divergence: 0.222635] [G loss: 0.688186, KL Divergence: 0.686747, FID: 274.072030]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
135 [D loss: 0.911525, acc.: 68.81%, KL Divergence: 0.223418] [G loss: 0.682301, KL Divergence: 0.680944, FID: 274.072030]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
136 [D loss: 0.909270, acc.: 68.64%, KL Divergence: 0.222832] [G loss: 0.684703, KL Divergence: 0.683376, FID: 274.072030]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
137 [D loss: 0.908617, acc.: 68.62%, KL Divergence: 0.222441] [G loss: 0.683371, KL Divergence: 0.682032, FID: 274.072030]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
138 [D loss: 0.906930, acc.: 68.49%, KL Divergence: 0.222007] [G loss: 0.683332, KL Divergence: 0.682039, FID: 274.072030]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
139 [D loss: 0.908954, acc.: 68.88%, KL Divergence: 0.220110] [G loss: 0.675396, KL Divergence: 0.674237, FID: 274.072030]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
140 [D loss: 0.912203, acc.: 69.23%, KL Divergence: 0.219952] [G loss: 0.673446, KL Divergence: 0.672274, FID: 274.072030]
4/4 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
141 [D loss: 0.915186, acc.: 69.50%, KL Divergence: 0.220234] [G loss: 0.662735, KL Divergence: 0.661530, FID: 274.072030]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
142 [D loss: 0.921406, acc.: 70.09%, KL Divergence: 0.220474] [G loss: 0.657249, KL Divergence: 0.655949, FID: 274.072030]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
143 [D loss: 0.926391, acc.: 70.19%, KL Divergence: 0.224475] [G loss: 0.653822, KL Divergence: 0.652201, FID: 274.072030]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
144 [D loss: 0.923952, acc.: 69.82%, KL Divergence: 0.225782] [G loss: 0.661661, KL Divergence: 0.659922, FID: 274.072030]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
145 [D loss: 0.916121, acc.: 69.22%, KL Divergence: 0.223924] [G loss: 0.665944, KL Divergence: 0.664223, FID: 274.072030]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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146 [D loss: 0.914809, acc.: 68.97%, KL Divergence: 0.225087] [G loss: 0.667855, KL Divergence: 0.666184, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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147 [D loss: 0.916834, acc.: 69.04%, KL Divergence: 0.226479] [G loss: 0.673485, KL Divergence: 0.671662, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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148 [D loss: 0.911770, acc.: 68.74%, KL Divergence: 0.224328] [G loss: 0.688860, KL Divergence: 0.686944, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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149 [D loss: 0.913629, acc.: 68.96%, KL Divergence: 0.224021] [G loss: 0.694764, KL Divergence: 0.692892, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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150 [D loss: 0.908432, acc.: 68.42%, KL Divergence: 0.224188] [G loss: 0.701693, KL Divergence: 0.699822, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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151 [D loss: 0.907375, acc.: 68.41%, KL Divergence: 0.223248] [G loss: 0.714284, KL Divergence: 0.712519, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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152 [D loss: 0.904251, acc.: 68.17%, KL Divergence: 0.222518] [G loss: 0.721638, KL Divergence: 0.719999, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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153 [D loss: 0.898423, acc.: 67.64%, KL Divergence: 0.221995] [G loss: 0.725432, KL Divergence: 0.723925, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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154 [D loss: 0.898415, acc.: 67.86%, KL Divergence: 0.219795] [G loss: 0.725428, KL Divergence: 0.724019, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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155 [D loss: 0.900509, acc.: 68.28%, KL Divergence: 0.217722] [G loss: 0.711677, KL Divergence: 0.710501, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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156 [D loss: 0.906918, acc.: 69.06%, KL Divergence: 0.216285] [G loss: 0.701671, KL Divergence: 0.700592, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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157 [D loss: 0.906451, acc.: 69.13%, KL Divergence: 0.215131] [G loss: 0.691060, KL Divergence: 0.690013, FID: 274.072030]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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158 [D loss: 0.909272, acc.: 69.40%, KL Divergence: 0.215247] [G loss: 0.683931, KL Divergence: 0.682852, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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159 [D loss: 0.912719, acc.: 69.69%, KL Divergence: 0.215775] [G loss: 0.676558, KL Divergence: 0.675476, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
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160 [D loss: 0.914932, acc.: 69.76%, KL Divergence: 0.217318] [G loss: 0.669541, KL Divergence: 0.668383, FID: 274.072030]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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161 [D loss: 0.915203, acc.: 69.74%, KL Divergence: 0.217756] [G loss: 0.668875, KL Divergence: 0.667633, FID: 274.072030]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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162 [D loss: 0.914588, acc.: 69.55%, KL Divergence: 0.219099] [G loss: 0.667781, KL Divergence: 0.666532, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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163 [D loss: 0.912243, acc.: 69.30%, KL Divergence: 0.219199] [G loss: 0.671683, KL Divergence: 0.670367, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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164 [D loss: 0.914858, acc.: 69.56%, KL Divergence: 0.219305] [G loss: 0.676665, KL Divergence: 0.675217, FID: 274.072030]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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165 [D loss: 0.908149, acc.: 68.93%, KL Divergence: 0.218846] [G loss: 0.684659, KL Divergence: 0.683356, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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166 [D loss: 0.903929, acc.: 68.59%, KL Divergence: 0.218030] [G loss: 0.695300, KL Divergence: 0.693933, FID: 274.072030]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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167 [D loss: 0.903259, acc.: 68.56%, KL Divergence: 0.217615] [G loss: 0.700807, KL Divergence: 0.699605, FID: 274.072030]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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168 [D loss: 0.902905, acc.: 68.52%, KL Divergence: 0.217663] [G loss: 0.703995, KL Divergence: 0.702692, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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169 [D loss: 0.904639, acc.: 68.69%, KL Divergence: 0.217726] [G loss: 0.699605, KL Divergence: 0.698440, FID: 274.072030]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
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170 [D loss: 0.904625, acc.: 68.76%, KL Divergence: 0.217011] [G loss: 0.699306, KL Divergence: 0.698104, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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171 [D loss: 0.901318, acc.: 68.46%, KL Divergence: 0.216721] [G loss: 0.701839, KL Divergence: 0.700656, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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172 [D loss: 0.901904, acc.: 68.40%, KL Divergence: 0.217860] [G loss: 0.703128, KL Divergence: 0.701953, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
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173 [D loss: 0.898610, acc.: 68.19%, KL Divergence: 0.216755] [G loss: 0.705712, KL Divergence: 0.704621, FID: 274.072030]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 859us/step
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174 [D loss: 0.895557, acc.: 67.96%, KL Divergence: 0.215910] [G loss: 0.705443, KL Divergence: 0.704433, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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175 [D loss: 0.893918, acc.: 67.87%, KL Divergence: 0.215185] [G loss: 0.703326, KL Divergence: 0.702330, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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176 [D loss: 0.893655, acc.: 67.96%, KL Divergence: 0.214047] [G loss: 0.695916, KL Divergence: 0.695022, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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177 [D loss: 0.898337, acc.: 68.47%, KL Divergence: 0.213668] [G loss: 0.685966, KL Divergence: 0.685142, FID: 274.072030]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 895us/step
178 [D loss: 0.898827, acc.: 68.54%, KL Divergence: 0.213431] [G loss: 0.677224, KL Divergence: 0.676388, FID: 274.072030]
4/4 [==============================] - 0s 6ms/step
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179 [D loss: 0.906699, acc.: 69.28%, KL Divergence: 0.213883] [G loss: 0.671621, KL Divergence: 0.670759, FID: 274.072030]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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180 [D loss: 0.906395, acc.: 69.20%, KL Divergence: 0.214420] [G loss: 0.665797, KL Divergence: 0.664836, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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181 [D loss: 0.906709, acc.: 69.15%, KL Divergence: 0.215238] [G loss: 0.666531, KL Divergence: 0.665469, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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182 [D loss: 0.908125, acc.: 69.21%, KL Divergence: 0.216027] [G loss: 0.668058, KL Divergence: 0.666915, FID: 274.072030]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
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183 [D loss: 0.907850, acc.: 69.14%, KL Divergence: 0.216485] [G loss: 0.672415, KL Divergence: 0.671245, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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184 [D loss: 0.906772, acc.: 69.02%, KL Divergence: 0.216537] [G loss: 0.684943, KL Divergence: 0.683721, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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185 [D loss: 0.901727, acc.: 68.59%, KL Divergence: 0.215777] [G loss: 0.693052, KL Divergence: 0.691852, FID: 274.072030]
4/4 [==============================] - 0s 6ms/step
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186 [D loss: 0.901373, acc.: 68.57%, KL Divergence: 0.215628] [G loss: 0.698182, KL Divergence: 0.697012, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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187 [D loss: 0.899870, acc.: 68.45%, KL Divergence: 0.215329] [G loss: 0.699513, KL Divergence: 0.698364, FID: 274.072030]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 702us/step
188 [D loss: 0.897511, acc.: 68.28%, KL Divergence: 0.214747] [G loss: 0.704755, KL Divergence: 0.703690, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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189 [D loss: 0.895614, acc.: 68.10%, KL Divergence: 0.214570] [G loss: 0.708306, KL Divergence: 0.707296, FID: 274.072030]
4/4 [==============================] - 0s 6ms/step
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190 [D loss: 0.894797, acc.: 68.07%, KL Divergence: 0.214111] [G loss: 0.710573, KL Divergence: 0.709646, FID: 274.072030]
4/4 [==============================] - 0s 7ms/step
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191 [D loss: 0.893053, acc.: 68.03%, KL Divergence: 0.212784] [G loss: 0.711758, KL Divergence: 0.710888, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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192 [D loss: 0.894226, acc.: 68.17%, KL Divergence: 0.212482] [G loss: 0.707738, KL Divergence: 0.706886, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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193 [D loss: 0.895249, acc.: 68.32%, KL Divergence: 0.212054] [G loss: 0.699967, KL Divergence: 0.699146, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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194 [D loss: 0.901943, acc.: 69.06%, KL Divergence: 0.211336] [G loss: 0.686044, KL Divergence: 0.685257, FID: 274.072030]
4/4 [==============================] - 0s 6ms/step
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195 [D loss: 0.902821, acc.: 69.14%, KL Divergence: 0.211448] [G loss: 0.682573, KL Divergence: 0.681807, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
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196 [D loss: 0.904351, acc.: 69.25%, KL Divergence: 0.211885] [G loss: 0.675189, KL Divergence: 0.674375, FID: 274.072030]
4/4 [==============================] - 0s 3ms/step
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197 [D loss: 0.904634, acc.: 69.20%, KL Divergence: 0.212588] [G loss: 0.674943, KL Divergence: 0.674055, FID: 274.072030]
4/4 [==============================] - 0s 5ms/step
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198 [D loss: 0.905141, acc.: 69.18%, KL Divergence: 0.213309] [G loss: 0.680973, KL Divergence: 0.680024, FID: 274.072030]
4/4 [==============================] - 0s 6ms/step
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199 [D loss: 0.903087, acc.: 68.97%, KL Divergence: 0.213369] [G loss: 0.686074, KL Divergence: 0.685139, FID: 274.072030]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 1s 70ms/step
4/4 [==============================] - 1s 115ms/step
200 [D loss: 0.898936, acc.: 68.49%, KL Divergence: 0.214015] [G loss: 0.694350, KL Divergence: 0.693328, FID: 217.835640]
1/1 [==============================] - 0s 42ms/step
4/4 [==============================] - 0s 83ms/step
4/4 [==============================] - 0s 10ms/step
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201 [D loss: 0.898525, acc.: 68.57%, KL Divergence: 0.212810] [G loss: 0.697660, KL Divergence: 0.696732, FID: 217.835640]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
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202 [D loss: 0.900363, acc.: 68.71%, KL Divergence: 0.213217] [G loss: 0.698719, KL Divergence: 0.697780, FID: 217.835640]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 8ms/step
203 [D loss: 0.898530, acc.: 68.62%, KL Divergence: 0.212322] [G loss: 0.698861, KL Divergence: 0.697956, FID: 217.835640]
4/4 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 13ms/step
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204 [D loss: 0.899668, acc.: 68.64%, KL Divergence: 0.213226] [G loss: 0.693622, KL Divergence: 0.692677, FID: 217.835640]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
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205 [D loss: 0.902397, acc.: 68.91%, KL Divergence: 0.213299] [G loss: 0.694142, KL Divergence: 0.693134, FID: 217.835640]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
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206 [D loss: 0.900940, acc.: 68.77%, KL Divergence: 0.213200] [G loss: 0.692731, KL Divergence: 0.691733, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
207 [D loss: 0.904887, acc.: 69.24%, KL Divergence: 0.212494] [G loss: 0.687320, KL Divergence: 0.686395, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
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208 [D loss: 0.907217, acc.: 69.39%, KL Divergence: 0.213347] [G loss: 0.681066, KL Divergence: 0.680098, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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209 [D loss: 0.909895, acc.: 69.61%, KL Divergence: 0.213789] [G loss: 0.676134, KL Divergence: 0.675118, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
210 [D loss: 0.909081, acc.: 69.58%, KL Divergence: 0.213288] [G loss: 0.676097, KL Divergence: 0.675050, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
211 [D loss: 0.910598, acc.: 69.67%, KL Divergence: 0.213945] [G loss: 0.681755, KL Divergence: 0.680534, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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212 [D loss: 0.908366, acc.: 69.35%, KL Divergence: 0.214901] [G loss: 0.685995, KL Divergence: 0.684672, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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213 [D loss: 0.907075, acc.: 69.17%, KL Divergence: 0.215380] [G loss: 0.695091, KL Divergence: 0.693829, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
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214 [D loss: 0.901628, acc.: 68.76%, KL Divergence: 0.214053] [G loss: 0.701389, KL Divergence: 0.700152, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
215 [D loss: 0.903393, acc.: 68.80%, KL Divergence: 0.215391] [G loss: 0.705294, KL Divergence: 0.703855, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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216 [D loss: 0.900852, acc.: 68.56%, KL Divergence: 0.215239] [G loss: 0.708122, KL Divergence: 0.706946, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 599us/step
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217 [D loss: 0.899231, acc.: 68.47%, KL Divergence: 0.214520] [G loss: 0.710709, KL Divergence: 0.709499, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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218 [D loss: 0.902510, acc.: 68.87%, KL Divergence: 0.213835] [G loss: 0.714544, KL Divergence: 0.713540, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
219 [D loss: 0.901552, acc.: 68.86%, KL Divergence: 0.212987] [G loss: 0.704629, KL Divergence: 0.703749, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
220 [D loss: 0.902890, acc.: 69.05%, KL Divergence: 0.212416] [G loss: 0.702557, KL Divergence: 0.701718, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 751us/step
4/4 [==============================] - 0s 993us/step
221 [D loss: 0.903096, acc.: 69.15%, KL Divergence: 0.211643] [G loss: 0.696307, KL Divergence: 0.695528, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
222 [D loss: 0.900373, acc.: 68.95%, KL Divergence: 0.210909] [G loss: 0.694524, KL Divergence: 0.693790, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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223 [D loss: 0.902573, acc.: 69.16%, KL Divergence: 0.210933] [G loss: 0.695167, KL Divergence: 0.694418, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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224 [D loss: 0.901053, acc.: 69.05%, KL Divergence: 0.210518] [G loss: 0.693500, KL Divergence: 0.692791, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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225 [D loss: 0.900848, acc.: 69.06%, KL Divergence: 0.210279] [G loss: 0.690326, KL Divergence: 0.689623, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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226 [D loss: 0.902250, acc.: 69.16%, KL Divergence: 0.210658] [G loss: 0.687188, KL Divergence: 0.686462, FID: 217.835640]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
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227 [D loss: 0.898105, acc.: 68.78%, KL Divergence: 0.210331] [G loss: 0.691863, KL Divergence: 0.691157, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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228 [D loss: 0.898535, acc.: 68.83%, KL Divergence: 0.210226] [G loss: 0.691916, KL Divergence: 0.691178, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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229 [D loss: 0.895088, acc.: 68.50%, KL Divergence: 0.210053] [G loss: 0.690898, KL Divergence: 0.690148, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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230 [D loss: 0.896209, acc.: 68.60%, KL Divergence: 0.210236] [G loss: 0.692892, KL Divergence: 0.692147, FID: 217.835640]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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231 [D loss: 0.894421, acc.: 68.36%, KL Divergence: 0.210863] [G loss: 0.692991, KL Divergence: 0.692253, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 989us/step
232 [D loss: 0.893530, acc.: 68.37%, KL Divergence: 0.209804] [G loss: 0.694957, KL Divergence: 0.694216, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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233 [D loss: 0.892379, acc.: 68.27%, KL Divergence: 0.209703] [G loss: 0.694201, KL Divergence: 0.693473, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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234 [D loss: 0.892329, acc.: 68.30%, KL Divergence: 0.209355] [G loss: 0.696425, KL Divergence: 0.695739, FID: 217.835640]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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235 [D loss: 0.891281, acc.: 68.24%, KL Divergence: 0.208915] [G loss: 0.696612, KL Divergence: 0.695934, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
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236 [D loss: 0.892008, acc.: 68.24%, KL Divergence: 0.209565] [G loss: 0.689099, KL Divergence: 0.688416, FID: 217.835640]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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237 [D loss: 0.892985, acc.: 68.43%, KL Divergence: 0.208653] [G loss: 0.687514, KL Divergence: 0.686844, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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238 [D loss: 0.892632, acc.: 68.37%, KL Divergence: 0.208932] [G loss: 0.680485, KL Divergence: 0.679807, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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239 [D loss: 0.893157, acc.: 68.34%, KL Divergence: 0.209745] [G loss: 0.681277, KL Divergence: 0.680591, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
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240 [D loss: 0.896251, acc.: 68.66%, KL Divergence: 0.209689] [G loss: 0.676142, KL Divergence: 0.675441, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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241 [D loss: 0.898968, acc.: 68.89%, KL Divergence: 0.210023] [G loss: 0.672733, KL Divergence: 0.672005, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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242 [D loss: 0.902246, acc.: 69.11%, KL Divergence: 0.211137] [G loss: 0.672079, KL Divergence: 0.671284, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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243 [D loss: 0.905883, acc.: 69.42%, KL Divergence: 0.211708] [G loss: 0.670540, KL Divergence: 0.669666, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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244 [D loss: 0.899649, acc.: 68.70%, KL Divergence: 0.212698] [G loss: 0.701537, KL Divergence: 0.700463, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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245 [D loss: 0.902982, acc.: 68.87%, KL Divergence: 0.214257] [G loss: 0.704630, KL Divergence: 0.703484, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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246 [D loss: 0.903617, acc.: 68.91%, KL Divergence: 0.214494] [G loss: 0.714413, KL Divergence: 0.713284, FID: 217.835640]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
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247 [D loss: 0.897505, acc.: 68.38%, KL Divergence: 0.213714] [G loss: 0.723610, KL Divergence: 0.722587, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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248 [D loss: 0.894535, acc.: 67.93%, KL Divergence: 0.215222] [G loss: 0.731609, KL Divergence: 0.730285, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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249 [D loss: 0.899064, acc.: 68.69%, KL Divergence: 0.212160] [G loss: 0.713293, KL Divergence: 0.712422, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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250 [D loss: 0.898704, acc.: 68.69%, KL Divergence: 0.211830] [G loss: 0.708520, KL Divergence: 0.707681, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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251 [D loss: 0.898276, acc.: 68.68%, KL Divergence: 0.211515] [G loss: 0.703151, KL Divergence: 0.702334, FID: 217.835640]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
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252 [D loss: 0.903521, acc.: 69.12%, KL Divergence: 0.212315] [G loss: 0.698211, KL Divergence: 0.697430, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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253 [D loss: 0.902332, acc.: 69.14%, KL Divergence: 0.210978] [G loss: 0.690511, KL Divergence: 0.689774, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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254 [D loss: 0.903460, acc.: 69.23%, KL Divergence: 0.211191] [G loss: 0.690271, KL Divergence: 0.689541, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
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255 [D loss: 0.903805, acc.: 69.22%, KL Divergence: 0.211647] [G loss: 0.686515, KL Divergence: 0.685754, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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256 [D loss: 0.908492, acc.: 69.60%, KL Divergence: 0.212475] [G loss: 0.685101, KL Divergence: 0.684312, FID: 217.835640]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
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257 [D loss: 0.906277, acc.: 69.40%, KL Divergence: 0.212312] [G loss: 0.683752, KL Divergence: 0.682907, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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258 [D loss: 0.907196, acc.: 69.49%, KL Divergence: 0.212272] [G loss: 0.685398, KL Divergence: 0.684535, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
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259 [D loss: 0.907507, acc.: 69.53%, KL Divergence: 0.212233] [G loss: 0.687130, KL Divergence: 0.686275, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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260 [D loss: 0.903604, acc.: 69.11%, KL Divergence: 0.212490] [G loss: 0.693167, KL Divergence: 0.692269, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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261 [D loss: 0.904494, acc.: 69.24%, KL Divergence: 0.212111] [G loss: 0.695848, KL Divergence: 0.694919, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
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262 [D loss: 0.903738, acc.: 69.15%, KL Divergence: 0.212203] [G loss: 0.702495, KL Divergence: 0.701628, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
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263 [D loss: 0.903405, acc.: 69.15%, KL Divergence: 0.211916] [G loss: 0.704313, KL Divergence: 0.703352, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
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264 [D loss: 0.900248, acc.: 69.01%, KL Divergence: 0.210188] [G loss: 0.705180, KL Divergence: 0.704384, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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265 [D loss: 0.900469, acc.: 69.03%, KL Divergence: 0.210128] [G loss: 0.699180, KL Divergence: 0.698365, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
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266 [D loss: 0.899693, acc.: 69.00%, KL Divergence: 0.209676] [G loss: 0.703663, KL Divergence: 0.702897, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
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267 [D loss: 0.896703, acc.: 68.70%, KL Divergence: 0.209675] [G loss: 0.703246, KL Divergence: 0.702527, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
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268 [D loss: 0.900034, acc.: 69.11%, KL Divergence: 0.208908] [G loss: 0.699584, KL Divergence: 0.698936, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
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269 [D loss: 0.900332, acc.: 69.14%, KL Divergence: 0.208926] [G loss: 0.698004, KL Divergence: 0.697373, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
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270 [D loss: 0.900517, acc.: 69.16%, KL Divergence: 0.208916] [G loss: 0.695513, KL Divergence: 0.694902, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
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271 [D loss: 0.896701, acc.: 68.82%, KL Divergence: 0.208451] [G loss: 0.693763, KL Divergence: 0.693169, FID: 217.835640]
4/4 [==============================] - 0s 3ms/step
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272 [D loss: 0.898856, acc.: 69.02%, KL Divergence: 0.208621] [G loss: 0.690862, KL Divergence: 0.690246, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 988us/step
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273 [D loss: 0.896428, acc.: 68.72%, KL Divergence: 0.209210] [G loss: 0.692364, KL Divergence: 0.691720, FID: 217.835640]
4/4 [==============================] - 0s 3ms/step
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274 [D loss: 0.895947, acc.: 68.70%, KL Divergence: 0.208955] [G loss: 0.693640, KL Divergence: 0.693024, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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275 [D loss: 0.895720, acc.: 68.70%, KL Divergence: 0.208752] [G loss: 0.689260, KL Divergence: 0.688636, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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276 [D loss: 0.895991, acc.: 68.69%, KL Divergence: 0.209065] [G loss: 0.689781, KL Divergence: 0.689158, FID: 217.835640]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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277 [D loss: 0.894073, acc.: 68.47%, KL Divergence: 0.209348] [G loss: 0.694810, KL Divergence: 0.694157, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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278 [D loss: 0.893553, acc.: 68.48%, KL Divergence: 0.208768] [G loss: 0.693744, KL Divergence: 0.693107, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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279 [D loss: 0.893825, acc.: 68.46%, KL Divergence: 0.209251] [G loss: 0.696730, KL Divergence: 0.696081, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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280 [D loss: 0.892077, acc.: 68.38%, KL Divergence: 0.208230] [G loss: 0.696654, KL Divergence: 0.696006, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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281 [D loss: 0.891627, acc.: 68.35%, KL Divergence: 0.208140] [G loss: 0.697363, KL Divergence: 0.696712, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
282 [D loss: 0.894284, acc.: 68.60%, KL Divergence: 0.208264] [G loss: 0.696675, KL Divergence: 0.696051, FID: 217.835640]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
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283 [D loss: 0.894698, acc.: 68.65%, KL Divergence: 0.208224] [G loss: 0.693263, KL Divergence: 0.692640, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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284 [D loss: 0.895658, acc.: 68.72%, KL Divergence: 0.208457] [G loss: 0.693671, KL Divergence: 0.693027, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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285 [D loss: 0.897173, acc.: 68.93%, KL Divergence: 0.207829] [G loss: 0.688518, KL Divergence: 0.687886, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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286 [D loss: 0.896667, acc.: 68.81%, KL Divergence: 0.208517] [G loss: 0.689411, KL Divergence: 0.688766, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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287 [D loss: 0.896940, acc.: 68.88%, KL Divergence: 0.208185] [G loss: 0.691972, KL Divergence: 0.691325, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
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288 [D loss: 0.895171, acc.: 68.62%, KL Divergence: 0.208965] [G loss: 0.691179, KL Divergence: 0.690519, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
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289 [D loss: 0.895851, acc.: 68.75%, KL Divergence: 0.208319] [G loss: 0.690473, KL Divergence: 0.689832, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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290 [D loss: 0.895770, acc.: 68.78%, KL Divergence: 0.207950] [G loss: 0.687349, KL Divergence: 0.686735, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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291 [D loss: 0.896938, acc.: 68.92%, KL Divergence: 0.207720] [G loss: 0.687281, KL Divergence: 0.686657, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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292 [D loss: 0.893794, acc.: 68.63%, KL Divergence: 0.207544] [G loss: 0.689551, KL Divergence: 0.688919, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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293 [D loss: 0.895831, acc.: 68.78%, KL Divergence: 0.208007] [G loss: 0.686943, KL Divergence: 0.686314, FID: 217.835640]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
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294 [D loss: 0.899017, acc.: 69.04%, KL Divergence: 0.208603] [G loss: 0.683495, KL Divergence: 0.682855, FID: 217.835640]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
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295 [D loss: 0.900002, acc.: 69.18%, KL Divergence: 0.208178] [G loss: 0.682216, KL Divergence: 0.681546, FID: 217.835640]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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296 [D loss: 0.903330, acc.: 69.46%, KL Divergence: 0.208687] [G loss: 0.681759, KL Divergence: 0.681080, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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297 [D loss: 0.900174, acc.: 69.13%, KL Divergence: 0.208863] [G loss: 0.689652, KL Divergence: 0.688901, FID: 217.835640]
4/4 [==============================] - 0s 4ms/step
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298 [D loss: 0.903580, acc.: 69.47%, KL Divergence: 0.208889] [G loss: 0.682924, KL Divergence: 0.682202, FID: 217.835640]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
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299 [D loss: 0.898867, acc.: 69.04%, KL Divergence: 0.208421] [G loss: 0.697062, KL Divergence: 0.696293, FID: 217.835640]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 546us/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 100ms/step
4/4 [==============================] - 1s 78ms/step
300 [D loss: 0.898864, acc.: 69.01%, KL Divergence: 0.208725] [G loss: 0.702366, KL Divergence: 0.701616, FID: 250.489198]
1/1 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 58ms/step
4/4 [==============================] - 0s 3ms/step
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301 [D loss: 0.895139, acc.: 68.61%, KL Divergence: 0.209033] [G loss: 0.709315, KL Divergence: 0.708471, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
302 [D loss: 0.895239, acc.: 68.69%, KL Divergence: 0.208362] [G loss: 0.715008, KL Divergence: 0.714308, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
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303 [D loss: 0.895288, acc.: 68.69%, KL Divergence: 0.208401] [G loss: 0.712572, KL Divergence: 0.711836, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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304 [D loss: 0.896333, acc.: 68.88%, KL Divergence: 0.207489] [G loss: 0.709492, KL Divergence: 0.708815, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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305 [D loss: 0.895121, acc.: 68.81%, KL Divergence: 0.207049] [G loss: 0.710482, KL Divergence: 0.709821, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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306 [D loss: 0.894814, acc.: 68.77%, KL Divergence: 0.207139] [G loss: 0.709280, KL Divergence: 0.708698, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
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307 [D loss: 0.893631, acc.: 68.74%, KL Divergence: 0.206265] [G loss: 0.704373, KL Divergence: 0.703840, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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308 [D loss: 0.896161, acc.: 68.98%, KL Divergence: 0.206338] [G loss: 0.699514, KL Divergence: 0.698990, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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309 [D loss: 0.894790, acc.: 68.86%, KL Divergence: 0.206146] [G loss: 0.699804, KL Divergence: 0.699259, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
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310 [D loss: 0.893795, acc.: 68.79%, KL Divergence: 0.205877] [G loss: 0.701436, KL Divergence: 0.700899, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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311 [D loss: 0.892693, acc.: 68.67%, KL Divergence: 0.206020] [G loss: 0.698028, KL Divergence: 0.697499, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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312 [D loss: 0.890854, acc.: 68.48%, KL Divergence: 0.206068] [G loss: 0.699264, KL Divergence: 0.698727, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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313 [D loss: 0.892113, acc.: 68.61%, KL Divergence: 0.206005] [G loss: 0.694070, KL Divergence: 0.693563, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
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314 [D loss: 0.889491, acc.: 68.40%, KL Divergence: 0.205463] [G loss: 0.695851, KL Divergence: 0.695353, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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315 [D loss: 0.888202, acc.: 68.26%, KL Divergence: 0.205593] [G loss: 0.696785, KL Divergence: 0.696304, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
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316 [D loss: 0.887485, acc.: 68.18%, KL Divergence: 0.205690] [G loss: 0.697560, KL Divergence: 0.697068, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
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317 [D loss: 0.886383, acc.: 68.07%, KL Divergence: 0.205678] [G loss: 0.701502, KL Divergence: 0.701006, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
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318 [D loss: 0.887442, acc.: 68.15%, KL Divergence: 0.205934] [G loss: 0.697427, KL Divergence: 0.696953, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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319 [D loss: 0.885512, acc.: 67.99%, KL Divergence: 0.205595] [G loss: 0.693239, KL Divergence: 0.692757, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
320 [D loss: 0.888001, acc.: 68.16%, KL Divergence: 0.206377] [G loss: 0.689021, KL Divergence: 0.688543, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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321 [D loss: 0.890980, acc.: 68.48%, KL Divergence: 0.206225] [G loss: 0.684892, KL Divergence: 0.684389, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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322 [D loss: 0.895084, acc.: 68.81%, KL Divergence: 0.206951] [G loss: 0.677826, KL Divergence: 0.677202, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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323 [D loss: 0.895432, acc.: 68.82%, KL Divergence: 0.207239] [G loss: 0.680714, KL Divergence: 0.680051, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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324 [D loss: 0.891983, acc.: 68.50%, KL Divergence: 0.206994] [G loss: 0.686981, KL Divergence: 0.686362, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
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325 [D loss: 0.890806, acc.: 68.33%, KL Divergence: 0.207470] [G loss: 0.694436, KL Divergence: 0.693830, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
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326 [D loss: 0.889977, acc.: 68.33%, KL Divergence: 0.206688] [G loss: 0.697412, KL Divergence: 0.696851, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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327 [D loss: 0.891011, acc.: 68.32%, KL Divergence: 0.207802] [G loss: 0.698724, KL Divergence: 0.698089, FID: 250.489198]
4/4 [==============================] - 0s 8ms/step
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328 [D loss: 0.889744, acc.: 68.30%, KL Divergence: 0.206748] [G loss: 0.700191, KL Divergence: 0.699636, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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329 [D loss: 0.889992, acc.: 68.28%, KL Divergence: 0.207225] [G loss: 0.695314, KL Divergence: 0.694767, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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330 [D loss: 0.891560, acc.: 68.48%, KL Divergence: 0.206717] [G loss: 0.694985, KL Divergence: 0.694450, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
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331 [D loss: 0.888507, acc.: 68.16%, KL Divergence: 0.206887] [G loss: 0.700176, KL Divergence: 0.699618, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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332 [D loss: 0.890943, acc.: 68.43%, KL Divergence: 0.206660] [G loss: 0.691324, KL Divergence: 0.690816, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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333 [D loss: 0.894041, acc.: 68.77%, KL Divergence: 0.206320] [G loss: 0.684215, KL Divergence: 0.683759, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
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334 [D loss: 0.891907, acc.: 68.53%, KL Divergence: 0.206563] [G loss: 0.686141, KL Divergence: 0.685649, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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335 [D loss: 0.893573, acc.: 68.72%, KL Divergence: 0.206336] [G loss: 0.682203, KL Divergence: 0.681721, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
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336 [D loss: 0.894197, acc.: 68.73%, KL Divergence: 0.206898] [G loss: 0.686298, KL Divergence: 0.685791, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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337 [D loss: 0.892697, acc.: 68.62%, KL Divergence: 0.206522] [G loss: 0.687344, KL Divergence: 0.686807, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
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338 [D loss: 0.891188, acc.: 68.49%, KL Divergence: 0.206258] [G loss: 0.684618, KL Divergence: 0.684083, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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339 [D loss: 0.892079, acc.: 68.54%, KL Divergence: 0.206640] [G loss: 0.689492, KL Divergence: 0.688946, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
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340 [D loss: 0.891306, acc.: 68.45%, KL Divergence: 0.206790] [G loss: 0.690470, KL Divergence: 0.689932, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
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341 [D loss: 0.891208, acc.: 68.48%, KL Divergence: 0.206424] [G loss: 0.692748, KL Divergence: 0.692214, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
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342 [D loss: 0.888100, acc.: 68.15%, KL Divergence: 0.206564] [G loss: 0.700126, KL Divergence: 0.699570, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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343 [D loss: 0.888780, acc.: 68.26%, KL Divergence: 0.206204] [G loss: 0.695729, KL Divergence: 0.695197, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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344 [D loss: 0.886959, acc.: 68.06%, KL Divergence: 0.206383] [G loss: 0.706535, KL Divergence: 0.705974, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
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345 [D loss: 0.886821, acc.: 68.10%, KL Divergence: 0.205772] [G loss: 0.697387, KL Divergence: 0.696869, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
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346 [D loss: 0.884457, acc.: 67.76%, KL Divergence: 0.206878] [G loss: 0.713329, KL Divergence: 0.712662, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
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347 [D loss: 0.876377, acc.: 66.99%, KL Divergence: 0.206495] [G loss: 0.723682, KL Divergence: 0.723122, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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348 [D loss: 0.879312, acc.: 67.35%, KL Divergence: 0.205768] [G loss: 0.716800, KL Divergence: 0.716262, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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349 [D loss: 0.875656, acc.: 66.87%, KL Divergence: 0.206967] [G loss: 0.728527, KL Divergence: 0.727844, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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350 [D loss: 0.877320, acc.: 67.14%, KL Divergence: 0.205936] [G loss: 0.718683, KL Divergence: 0.718134, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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351 [D loss: 0.875319, acc.: 66.89%, KL Divergence: 0.206399] [G loss: 0.723164, KL Divergence: 0.722609, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
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352 [D loss: 0.876730, acc.: 67.02%, KL Divergence: 0.206549] [G loss: 0.722837, KL Divergence: 0.722268, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
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353 [D loss: 0.877129, acc.: 67.08%, KL Divergence: 0.206346] [G loss: 0.714410, KL Divergence: 0.713854, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
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354 [D loss: 0.876342, acc.: 66.96%, KL Divergence: 0.206736] [G loss: 0.709779, KL Divergence: 0.709207, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
355 [D loss: 0.876730, acc.: 66.98%, KL Divergence: 0.206899] [G loss: 0.712679, KL Divergence: 0.712079, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
356 [D loss: 0.878373, acc.: 67.13%, KL Divergence: 0.207074] [G loss: 0.711079, KL Divergence: 0.710451, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
357 [D loss: 0.881433, acc.: 67.43%, KL Divergence: 0.207180] [G loss: 0.708838, KL Divergence: 0.708186, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
358 [D loss: 0.885695, acc.: 67.78%, KL Divergence: 0.207852] [G loss: 0.705347, KL Divergence: 0.704716, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
359 [D loss: 0.890813, acc.: 68.15%, KL Divergence: 0.209344] [G loss: 0.702616, KL Divergence: 0.701648, FID: 250.489198]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
360 [D loss: 0.892620, acc.: 68.53%, KL Divergence: 0.207355] [G loss: 0.709291, KL Divergence: 0.708592, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
361 [D loss: 0.902167, acc.: 69.34%, KL Divergence: 0.208785] [G loss: 0.691748, KL Divergence: 0.690950, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
362 [D loss: 0.904457, acc.: 69.46%, KL Divergence: 0.209881] [G loss: 0.693652, KL Divergence: 0.692721, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
363 [D loss: 0.902231, acc.: 69.28%, KL Divergence: 0.209414] [G loss: 0.698709, KL Divergence: 0.697845, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
364 [D loss: 0.900376, acc.: 69.24%, KL Divergence: 0.207936] [G loss: 0.688838, KL Divergence: 0.688160, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
365 [D loss: 0.899641, acc.: 69.22%, KL Divergence: 0.207460] [G loss: 0.685945, KL Divergence: 0.685287, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
366 [D loss: 0.898346, acc.: 69.13%, KL Divergence: 0.207070] [G loss: 0.681486, KL Divergence: 0.680889, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
367 [D loss: 0.895428, acc.: 68.80%, KL Divergence: 0.207413] [G loss: 0.688002, KL Divergence: 0.687393, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
368 [D loss: 0.894975, acc.: 68.86%, KL Divergence: 0.206341] [G loss: 0.684388, KL Divergence: 0.683812, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
369 [D loss: 0.896641, acc.: 69.05%, KL Divergence: 0.206176] [G loss: 0.681158, KL Divergence: 0.680626, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
370 [D loss: 0.887835, acc.: 68.13%, KL Divergence: 0.206562] [G loss: 0.707065, KL Divergence: 0.706429, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
371 [D loss: 0.891830, acc.: 68.43%, KL Divergence: 0.207496] [G loss: 0.710952, KL Divergence: 0.710321, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
372 [D loss: 0.887743, acc.: 68.05%, KL Divergence: 0.207201] [G loss: 0.713637, KL Divergence: 0.713034, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
373 [D loss: 0.892735, acc.: 68.62%, KL Divergence: 0.206569] [G loss: 0.705251, KL Divergence: 0.704691, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
374 [D loss: 0.889739, acc.: 68.32%, KL Divergence: 0.206491] [G loss: 0.706598, KL Divergence: 0.706043, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
375 [D loss: 0.893459, acc.: 68.81%, KL Divergence: 0.205390] [G loss: 0.687710, KL Divergence: 0.687221, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
376 [D loss: 0.885993, acc.: 68.02%, KL Divergence: 0.205814] [G loss: 0.698624, KL Divergence: 0.698094, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
377 [D loss: 0.888024, acc.: 68.20%, KL Divergence: 0.206072] [G loss: 0.693474, KL Divergence: 0.692940, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
378 [D loss: 0.887201, acc.: 68.17%, KL Divergence: 0.205464] [G loss: 0.689352, KL Divergence: 0.688845, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
379 [D loss: 0.886190, acc.: 68.00%, KL Divergence: 0.206228] [G loss: 0.690004, KL Divergence: 0.689470, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
380 [D loss: 0.887313, acc.: 68.06%, KL Divergence: 0.206698] [G loss: 0.690475, KL Divergence: 0.689928, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
381 [D loss: 0.889077, acc.: 68.20%, KL Divergence: 0.207083] [G loss: 0.690036, KL Divergence: 0.689483, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
382 [D loss: 0.885014, acc.: 67.81%, KL Divergence: 0.206903] [G loss: 0.699101, KL Divergence: 0.698511, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
383 [D loss: 0.883903, acc.: 67.69%, KL Divergence: 0.206979] [G loss: 0.705294, KL Divergence: 0.704701, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
384 [D loss: 0.882042, acc.: 67.49%, KL Divergence: 0.207145] [G loss: 0.707991, KL Divergence: 0.707387, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
385 [D loss: 0.881228, acc.: 67.42%, KL Divergence: 0.207025] [G loss: 0.710344, KL Divergence: 0.709753, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 446us/step
386 [D loss: 0.880638, acc.: 67.41%, KL Divergence: 0.206498] [G loss: 0.713429, KL Divergence: 0.712844, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
387 [D loss: 0.883471, acc.: 67.70%, KL Divergence: 0.206481] [G loss: 0.708528, KL Divergence: 0.707969, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
388 [D loss: 0.881688, acc.: 67.55%, KL Divergence: 0.206195] [G loss: 0.710469, KL Divergence: 0.709917, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
389 [D loss: 0.882873, acc.: 67.66%, KL Divergence: 0.206266] [G loss: 0.713000, KL Divergence: 0.712432, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
390 [D loss: 0.881153, acc.: 67.41%, KL Divergence: 0.207021] [G loss: 0.719931, KL Divergence: 0.719363, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
391 [D loss: 0.881133, acc.: 67.47%, KL Divergence: 0.206451] [G loss: 0.717963, KL Divergence: 0.717406, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
392 [D loss: 0.879761, acc.: 67.31%, KL Divergence: 0.206633] [G loss: 0.727522, KL Divergence: 0.726926, FID: 250.489198]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
393 [D loss: 0.878925, acc.: 67.27%, KL Divergence: 0.206273] [G loss: 0.721365, KL Divergence: 0.720826, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
394 [D loss: 0.879886, acc.: 67.36%, KL Divergence: 0.206296] [G loss: 0.719408, KL Divergence: 0.718868, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
395 [D loss: 0.879814, acc.: 67.37%, KL Divergence: 0.206067] [G loss: 0.717252, KL Divergence: 0.716726, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
396 [D loss: 0.882991, acc.: 67.69%, KL Divergence: 0.206088] [G loss: 0.705942, KL Divergence: 0.705420, FID: 250.489198]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
397 [D loss: 0.889537, acc.: 68.33%, KL Divergence: 0.206191] [G loss: 0.691666, KL Divergence: 0.691185, FID: 250.489198]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
398 [D loss: 0.895369, acc.: 68.95%, KL Divergence: 0.205836] [G loss: 0.682280, KL Divergence: 0.681759, FID: 250.489198]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
399 [D loss: 0.893391, acc.: 68.70%, KL Divergence: 0.206414] [G loss: 0.677911, KL Divergence: 0.677324, FID: 250.489198]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 81ms/step
4/4 [==============================] - 1s 91ms/step
400 [D loss: 0.900127, acc.: 69.36%, KL Divergence: 0.206536] [G loss: 0.668643, KL Divergence: 0.668049, FID: 204.409515]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 68ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
401 [D loss: 0.899075, acc.: 69.22%, KL Divergence: 0.206875] [G loss: 0.669223, KL Divergence: 0.668594, FID: 204.409515]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
402 [D loss: 0.900177, acc.: 69.27%, KL Divergence: 0.207442] [G loss: 0.676130, KL Divergence: 0.675454, FID: 204.409515]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
403 [D loss: 0.899584, acc.: 69.24%, KL Divergence: 0.207170] [G loss: 0.678056, KL Divergence: 0.677369, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
404 [D loss: 0.900062, acc.: 69.29%, KL Divergence: 0.207196] [G loss: 0.680935, KL Divergence: 0.680239, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
405 [D loss: 0.894659, acc.: 68.74%, KL Divergence: 0.207224] [G loss: 0.697860, KL Divergence: 0.697122, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
406 [D loss: 0.890934, acc.: 68.37%, KL Divergence: 0.207200] [G loss: 0.707454, KL Divergence: 0.706676, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
407 [D loss: 0.886550, acc.: 67.87%, KL Divergence: 0.207829] [G loss: 0.724725, KL Divergence: 0.723964, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
408 [D loss: 0.885517, acc.: 67.78%, KL Divergence: 0.207677] [G loss: 0.731988, KL Divergence: 0.731234, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
409 [D loss: 0.883779, acc.: 67.67%, KL Divergence: 0.207044] [G loss: 0.736348, KL Divergence: 0.735626, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
410 [D loss: 0.877743, acc.: 67.11%, KL Divergence: 0.206600] [G loss: 0.743366, KL Divergence: 0.742701, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
411 [D loss: 0.880432, acc.: 67.39%, KL Divergence: 0.206581] [G loss: 0.741918, KL Divergence: 0.741249, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
412 [D loss: 0.879798, acc.: 67.37%, KL Divergence: 0.206068] [G loss: 0.733176, KL Divergence: 0.732569, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
413 [D loss: 0.887485, acc.: 68.09%, KL Divergence: 0.206608] [G loss: 0.717731, KL Divergence: 0.717126, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
414 [D loss: 0.885997, acc.: 67.98%, KL Divergence: 0.206195] [G loss: 0.724295, KL Divergence: 0.723676, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
415 [D loss: 0.895284, acc.: 68.85%, KL Divergence: 0.206816] [G loss: 0.699480, KL Divergence: 0.698860, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 13ms/step
416 [D loss: 0.894943, acc.: 68.84%, KL Divergence: 0.206573] [G loss: 0.695563, KL Divergence: 0.694963, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
417 [D loss: 0.894318, acc.: 68.81%, KL Divergence: 0.206243] [G loss: 0.695786, KL Divergence: 0.695250, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
418 [D loss: 0.890498, acc.: 68.42%, KL Divergence: 0.206277] [G loss: 0.698946, KL Divergence: 0.698402, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
419 [D loss: 0.888032, acc.: 68.21%, KL Divergence: 0.205970] [G loss: 0.697354, KL Divergence: 0.696803, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 858us/step
420 [D loss: 0.885477, acc.: 67.93%, KL Divergence: 0.206134] [G loss: 0.699513, KL Divergence: 0.698979, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
421 [D loss: 0.888733, acc.: 68.31%, KL Divergence: 0.205624] [G loss: 0.695179, KL Divergence: 0.694665, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
422 [D loss: 0.886219, acc.: 68.07%, KL Divergence: 0.205485] [G loss: 0.702909, KL Divergence: 0.702363, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
423 [D loss: 0.884236, acc.: 67.84%, KL Divergence: 0.205881] [G loss: 0.711790, KL Divergence: 0.711249, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
424 [D loss: 0.884092, acc.: 67.87%, KL Divergence: 0.205375] [G loss: 0.708510, KL Divergence: 0.707973, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
425 [D loss: 0.882358, acc.: 67.66%, KL Divergence: 0.205802] [G loss: 0.713554, KL Divergence: 0.713025, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
426 [D loss: 0.881081, acc.: 67.54%, KL Divergence: 0.205645] [G loss: 0.716672, KL Divergence: 0.716122, FID: 204.409515]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
427 [D loss: 0.876735, acc.: 67.12%, KL Divergence: 0.205521] [G loss: 0.731100, KL Divergence: 0.730545, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
428 [D loss: 0.878816, acc.: 67.29%, KL Divergence: 0.205964] [G loss: 0.727847, KL Divergence: 0.727228, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
429 [D loss: 0.880592, acc.: 67.46%, KL Divergence: 0.205964] [G loss: 0.719280, KL Divergence: 0.718735, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
430 [D loss: 0.884410, acc.: 67.92%, KL Divergence: 0.205258] [G loss: 0.713926, KL Divergence: 0.713379, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
431 [D loss: 0.889697, acc.: 68.43%, KL Divergence: 0.205363] [G loss: 0.699504, KL Divergence: 0.698970, FID: 204.409515]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
432 [D loss: 0.891618, acc.: 68.66%, KL Divergence: 0.205053] [G loss: 0.686950, KL Divergence: 0.686486, FID: 204.409515]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
433 [D loss: 0.885909, acc.: 68.04%, KL Divergence: 0.205462] [G loss: 0.697573, KL Divergence: 0.697055, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 1ms/step
434 [D loss: 0.889444, acc.: 68.44%, KL Divergence: 0.205092] [G loss: 0.684986, KL Divergence: 0.684527, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
435 [D loss: 0.890273, acc.: 68.47%, KL Divergence: 0.205536] [G loss: 0.684189, KL Divergence: 0.683696, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
436 [D loss: 0.890755, acc.: 68.55%, KL Divergence: 0.205267] [G loss: 0.677540, KL Divergence: 0.677052, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
437 [D loss: 0.889992, acc.: 68.42%, KL Divergence: 0.205788] [G loss: 0.693159, KL Divergence: 0.692577, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
438 [D loss: 0.890761, acc.: 68.57%, KL Divergence: 0.205033] [G loss: 0.685422, KL Divergence: 0.684928, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
439 [D loss: 0.887531, acc.: 68.23%, KL Divergence: 0.205277] [G loss: 0.695863, KL Divergence: 0.695302, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
440 [D loss: 0.881629, acc.: 67.63%, KL Divergence: 0.205331] [G loss: 0.716500, KL Divergence: 0.715989, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
441 [D loss: 0.885579, acc.: 68.03%, KL Divergence: 0.205237] [G loss: 0.705789, KL Divergence: 0.705265, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
442 [D loss: 0.879886, acc.: 67.44%, KL Divergence: 0.205448] [G loss: 0.727614, KL Divergence: 0.727014, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
443 [D loss: 0.876190, acc.: 67.12%, KL Divergence: 0.204957] [G loss: 0.736278, KL Divergence: 0.735785, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
444 [D loss: 0.879985, acc.: 67.51%, KL Divergence: 0.204859] [G loss: 0.724738, KL Divergence: 0.724240, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
445 [D loss: 0.879192, acc.: 67.36%, KL Divergence: 0.205610] [G loss: 0.727695, KL Divergence: 0.727139, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
446 [D loss: 0.879311, acc.: 67.46%, KL Divergence: 0.204704] [G loss: 0.729787, KL Divergence: 0.729300, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
447 [D loss: 0.878740, acc.: 67.34%, KL Divergence: 0.205339] [G loss: 0.727126, KL Divergence: 0.726617, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
448 [D loss: 0.882928, acc.: 67.76%, KL Divergence: 0.205323] [G loss: 0.714311, KL Divergence: 0.713836, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
449 [D loss: 0.882130, acc.: 67.70%, KL Divergence: 0.205155] [G loss: 0.713852, KL Divergence: 0.713372, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
450 [D loss: 0.878742, acc.: 67.37%, KL Divergence: 0.205063] [G loss: 0.721939, KL Divergence: 0.721438, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
451 [D loss: 0.880940, acc.: 67.58%, KL Divergence: 0.205146] [G loss: 0.711441, KL Divergence: 0.710949, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 930us/step
452 [D loss: 0.880854, acc.: 67.60%, KL Divergence: 0.204880] [G loss: 0.704274, KL Divergence: 0.703806, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
453 [D loss: 0.882510, acc.: 67.76%, KL Divergence: 0.204941] [G loss: 0.693650, KL Divergence: 0.693204, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
454 [D loss: 0.879910, acc.: 67.48%, KL Divergence: 0.205134] [G loss: 0.700121, KL Divergence: 0.699646, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
455 [D loss: 0.878850, acc.: 67.38%, KL Divergence: 0.205070] [G loss: 0.705337, KL Divergence: 0.704834, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
456 [D loss: 0.884742, acc.: 67.93%, KL Divergence: 0.205438] [G loss: 0.693059, KL Divergence: 0.692540, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
457 [D loss: 0.886397, acc.: 68.16%, KL Divergence: 0.204826] [G loss: 0.687672, KL Divergence: 0.687197, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
458 [D loss: 0.888306, acc.: 68.31%, KL Divergence: 0.205218] [G loss: 0.683083, KL Divergence: 0.682575, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
459 [D loss: 0.883822, acc.: 67.87%, KL Divergence: 0.205153] [G loss: 0.699947, KL Divergence: 0.699434, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
460 [D loss: 0.880558, acc.: 67.51%, KL Divergence: 0.205508] [G loss: 0.712265, KL Divergence: 0.711664, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
461 [D loss: 0.879542, acc.: 67.48%, KL Divergence: 0.204709] [G loss: 0.709945, KL Divergence: 0.709440, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
462 [D loss: 0.878265, acc.: 67.28%, KL Divergence: 0.205472] [G loss: 0.715217, KL Divergence: 0.714690, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
463 [D loss: 0.877775, acc.: 67.28%, KL Divergence: 0.204975] [G loss: 0.721399, KL Divergence: 0.720847, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
464 [D loss: 0.877901, acc.: 67.33%, KL Divergence: 0.204645] [G loss: 0.718481, KL Divergence: 0.718000, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
465 [D loss: 0.876401, acc.: 67.17%, KL Divergence: 0.204700] [G loss: 0.725957, KL Divergence: 0.725453, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
466 [D loss: 0.875748, acc.: 67.12%, KL Divergence: 0.204504] [G loss: 0.723809, KL Divergence: 0.723320, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
467 [D loss: 0.872956, acc.: 66.84%, KL Divergence: 0.204514] [G loss: 0.728660, KL Divergence: 0.728165, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
468 [D loss: 0.871006, acc.: 66.61%, KL Divergence: 0.204920] [G loss: 0.741561, KL Divergence: 0.741024, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
469 [D loss: 0.873900, acc.: 66.92%, KL Divergence: 0.204704] [G loss: 0.725192, KL Divergence: 0.724720, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
470 [D loss: 0.873222, acc.: 66.84%, KL Divergence: 0.204854] [G loss: 0.725644, KL Divergence: 0.725118, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
471 [D loss: 0.875459, acc.: 67.05%, KL Divergence: 0.204969] [G loss: 0.728586, KL Divergence: 0.728033, FID: 204.409515]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
472 [D loss: 0.878011, acc.: 67.31%, KL Divergence: 0.204914] [G loss: 0.716373, KL Divergence: 0.715827, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
473 [D loss: 0.882865, acc.: 67.80%, KL Divergence: 0.204860] [G loss: 0.702046, KL Divergence: 0.701530, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
474 [D loss: 0.879909, acc.: 67.45%, KL Divergence: 0.205445] [G loss: 0.717739, KL Divergence: 0.717110, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
475 [D loss: 0.888252, acc.: 68.35%, KL Divergence: 0.204756] [G loss: 0.697239, KL Divergence: 0.696712, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 836us/step
476 [D loss: 0.886959, acc.: 68.16%, KL Divergence: 0.205408] [G loss: 0.698275, KL Divergence: 0.697672, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
477 [D loss: 0.884312, acc.: 67.88%, KL Divergence: 0.205488] [G loss: 0.715893, KL Divergence: 0.715289, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
478 [D loss: 0.889341, acc.: 68.35%, KL Divergence: 0.205844] [G loss: 0.705598, KL Divergence: 0.704968, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
479 [D loss: 0.883429, acc.: 67.81%, KL Divergence: 0.205325] [G loss: 0.728382, KL Divergence: 0.727801, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
480 [D loss: 0.888558, acc.: 68.26%, KL Divergence: 0.205924] [G loss: 0.716423, KL Divergence: 0.715739, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
481 [D loss: 0.889317, acc.: 68.42%, KL Divergence: 0.205082] [G loss: 0.716910, KL Divergence: 0.716323, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
482 [D loss: 0.892826, acc.: 68.83%, KL Divergence: 0.204569] [G loss: 0.716395, KL Divergence: 0.715884, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
483 [D loss: 0.887214, acc.: 68.18%, KL Divergence: 0.205381] [G loss: 0.730103, KL Divergence: 0.729428, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
484 [D loss: 0.882377, acc.: 67.80%, KL Divergence: 0.204387] [G loss: 0.748245, KL Divergence: 0.747759, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
485 [D loss: 0.889023, acc.: 68.46%, KL Divergence: 0.204458] [G loss: 0.733650, KL Divergence: 0.733127, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
486 [D loss: 0.885838, acc.: 68.06%, KL Divergence: 0.205228] [G loss: 0.744830, KL Divergence: 0.744026, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
487 [D loss: 0.888030, acc.: 68.42%, KL Divergence: 0.203869] [G loss: 0.730707, KL Divergence: 0.730264, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
488 [D loss: 0.891654, acc.: 68.80%, KL Divergence: 0.203629] [G loss: 0.719408, KL Divergence: 0.718989, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
489 [D loss: 0.880943, acc.: 67.69%, KL Divergence: 0.204037] [G loss: 0.753838, KL Divergence: 0.753280, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
490 [D loss: 0.885839, acc.: 68.24%, KL Divergence: 0.203476] [G loss: 0.738513, KL Divergence: 0.738103, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
491 [D loss: 0.883200, acc.: 67.98%, KL Divergence: 0.203443] [G loss: 0.738764, KL Divergence: 0.738298, FID: 204.409515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
492 [D loss: 0.886369, acc.: 68.29%, KL Divergence: 0.203444] [G loss: 0.730217, KL Divergence: 0.729787, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
493 [D loss: 0.879201, acc.: 67.58%, KL Divergence: 0.203435] [G loss: 0.740150, KL Divergence: 0.739694, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
494 [D loss: 0.877893, acc.: 67.41%, KL Divergence: 0.203777] [G loss: 0.755766, KL Divergence: 0.755260, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
495 [D loss: 0.877558, acc.: 67.40%, KL Divergence: 0.203592] [G loss: 0.746836, KL Divergence: 0.746382, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
496 [D loss: 0.884503, acc.: 68.09%, KL Divergence: 0.203652] [G loss: 0.717502, KL Divergence: 0.717079, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
497 [D loss: 0.878328, acc.: 67.41%, KL Divergence: 0.204228] [G loss: 0.740439, KL Divergence: 0.739899, FID: 204.409515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
498 [D loss: 0.873624, acc.: 66.94%, KL Divergence: 0.204233] [G loss: 0.750928, KL Divergence: 0.750414, FID: 204.409515]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
499 [D loss: 0.873578, acc.: 66.98%, KL Divergence: 0.203755] [G loss: 0.746012, KL Divergence: 0.745524, FID: 204.409515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 79ms/step
4/4 [==============================] - 1s 81ms/step
500 [D loss: 0.883183, acc.: 67.98%, KL Divergence: 0.203397] [G loss: 0.707968, KL Divergence: 0.707555, FID: 217.352835]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
501 [D loss: 0.878455, acc.: 67.51%, KL Divergence: 0.203371] [G loss: 0.709262, KL Divergence: 0.708834, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
502 [D loss: 0.877254, acc.: 67.40%, KL Divergence: 0.203290] [G loss: 0.699272, KL Divergence: 0.698889, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
503 [D loss: 0.868564, acc.: 66.45%, KL Divergence: 0.204021] [G loss: 0.716902, KL Divergence: 0.716444, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
504 [D loss: 0.861466, acc.: 65.71%, KL Divergence: 0.204350] [G loss: 0.719878, KL Divergence: 0.719406, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 939us/step
505 [D loss: 0.854806, acc.: 64.94%, KL Divergence: 0.205370] [G loss: 0.734822, KL Divergence: 0.734245, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
506 [D loss: 0.853745, acc.: 64.80%, KL Divergence: 0.205779] [G loss: 0.745533, KL Divergence: 0.744892, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
507 [D loss: 0.857310, acc.: 65.11%, KL Divergence: 0.206160] [G loss: 0.718486, KL Divergence: 0.717902, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
508 [D loss: 0.861896, acc.: 65.52%, KL Divergence: 0.206725] [G loss: 0.711939, KL Divergence: 0.711310, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
509 [D loss: 0.873408, acc.: 66.68%, KL Divergence: 0.206613] [G loss: 0.684624, KL Divergence: 0.683983, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
510 [D loss: 0.884754, acc.: 67.73%, KL Divergence: 0.207447] [G loss: 0.678333, KL Divergence: 0.677640, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
511 [D loss: 0.887607, acc.: 68.00%, KL Divergence: 0.207612] [G loss: 0.678479, KL Divergence: 0.677802, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
512 [D loss: 0.886286, acc.: 67.92%, KL Divergence: 0.207110] [G loss: 0.694105, KL Divergence: 0.693354, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
513 [D loss: 0.896013, acc.: 68.87%, KL Divergence: 0.207312] [G loss: 0.689368, KL Divergence: 0.688703, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
514 [D loss: 0.884003, acc.: 67.69%, KL Divergence: 0.207116] [G loss: 0.728492, KL Divergence: 0.727643, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
515 [D loss: 0.892808, acc.: 68.69%, KL Divergence: 0.205864] [G loss: 0.700313, KL Divergence: 0.699713, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
516 [D loss: 0.889263, acc.: 68.35%, KL Divergence: 0.205742] [G loss: 0.710587, KL Divergence: 0.709971, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
517 [D loss: 0.891483, acc.: 68.61%, KL Divergence: 0.205367] [G loss: 0.715580, KL Divergence: 0.714952, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
518 [D loss: 0.886073, acc.: 68.09%, KL Divergence: 0.205135] [G loss: 0.717806, KL Divergence: 0.717239, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
519 [D loss: 0.888101, acc.: 68.35%, KL Divergence: 0.204600] [G loss: 0.709509, KL Divergence: 0.708985, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
520 [D loss: 0.888425, acc.: 68.37%, KL Divergence: 0.204683] [G loss: 0.714618, KL Divergence: 0.714100, FID: 217.352835]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
521 [D loss: 0.883658, acc.: 67.86%, KL Divergence: 0.205018] [G loss: 0.733950, KL Divergence: 0.733312, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
522 [D loss: 0.886698, acc.: 68.18%, KL Divergence: 0.204867] [G loss: 0.714452, KL Divergence: 0.713966, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
523 [D loss: 0.877277, acc.: 67.22%, KL Divergence: 0.205086] [G loss: 0.750835, KL Divergence: 0.750192, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
524 [D loss: 0.877222, acc.: 67.25%, KL Divergence: 0.204747] [G loss: 0.733375, KL Divergence: 0.732810, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
525 [D loss: 0.880493, acc.: 67.58%, KL Divergence: 0.204672] [G loss: 0.728919, KL Divergence: 0.728364, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
526 [D loss: 0.880886, acc.: 67.64%, KL Divergence: 0.204525] [G loss: 0.721160, KL Divergence: 0.720639, FID: 217.352835]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
527 [D loss: 0.875403, acc.: 67.08%, KL Divergence: 0.204573] [G loss: 0.739869, KL Divergence: 0.739331, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
528 [D loss: 0.880984, acc.: 67.69%, KL Divergence: 0.204131] [G loss: 0.711417, KL Divergence: 0.710943, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
529 [D loss: 0.876829, acc.: 67.24%, KL Divergence: 0.204408] [G loss: 0.724893, KL Divergence: 0.724378, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
530 [D loss: 0.878339, acc.: 67.35%, KL Divergence: 0.204805] [G loss: 0.726305, KL Divergence: 0.725798, FID: 217.352835]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
531 [D loss: 0.879818, acc.: 67.53%, KL Divergence: 0.204511] [G loss: 0.717026, KL Divergence: 0.716531, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
532 [D loss: 0.872023, acc.: 66.69%, KL Divergence: 0.205102] [G loss: 0.749016, KL Divergence: 0.748417, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
533 [D loss: 0.872476, acc.: 66.81%, KL Divergence: 0.204422] [G loss: 0.723324, KL Divergence: 0.722847, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
534 [D loss: 0.876252, acc.: 67.14%, KL Divergence: 0.204871] [G loss: 0.731602, KL Divergence: 0.731059, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
535 [D loss: 0.869607, acc.: 66.44%, KL Divergence: 0.205183] [G loss: 0.741514, KL Divergence: 0.740951, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
536 [D loss: 0.868896, acc.: 66.38%, KL Divergence: 0.205105] [G loss: 0.751041, KL Divergence: 0.750446, FID: 217.352835]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
537 [D loss: 0.872257, acc.: 66.74%, KL Divergence: 0.204838] [G loss: 0.722860, KL Divergence: 0.722334, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
538 [D loss: 0.864755, acc.: 65.91%, KL Divergence: 0.205646] [G loss: 0.754784, KL Divergence: 0.754152, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
539 [D loss: 0.871002, acc.: 66.54%, KL Divergence: 0.205650] [G loss: 0.738106, KL Divergence: 0.737537, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
540 [D loss: 0.871409, acc.: 66.61%, KL Divergence: 0.205346] [G loss: 0.730211, KL Divergence: 0.729664, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
541 [D loss: 0.871099, acc.: 66.60%, KL Divergence: 0.205135] [G loss: 0.727271, KL Divergence: 0.726735, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
542 [D loss: 0.861839, acc.: 65.62%, KL Divergence: 0.205613] [G loss: 0.774258, KL Divergence: 0.773634, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
543 [D loss: 0.871612, acc.: 66.61%, KL Divergence: 0.205519] [G loss: 0.741118, KL Divergence: 0.740491, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
544 [D loss: 0.870723, acc.: 66.56%, KL Divergence: 0.205121] [G loss: 0.733232, KL Divergence: 0.732694, FID: 217.352835]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
545 [D loss: 0.869762, acc.: 66.40%, KL Divergence: 0.205782] [G loss: 0.738654, KL Divergence: 0.737984, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
546 [D loss: 0.869286, acc.: 66.37%, KL Divergence: 0.205560] [G loss: 0.752468, KL Divergence: 0.751885, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
547 [D loss: 0.877204, acc.: 67.15%, KL Divergence: 0.205684] [G loss: 0.727838, KL Divergence: 0.727286, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
548 [D loss: 0.876259, acc.: 67.01%, KL Divergence: 0.206192] [G loss: 0.741430, KL Divergence: 0.740710, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
549 [D loss: 0.872053, acc.: 66.67%, KL Divergence: 0.205374] [G loss: 0.763810, KL Divergence: 0.763161, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
550 [D loss: 0.875555, acc.: 67.09%, KL Divergence: 0.204630] [G loss: 0.730000, KL Divergence: 0.729514, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
551 [D loss: 0.880204, acc.: 67.54%, KL Divergence: 0.204761] [G loss: 0.734399, KL Divergence: 0.733857, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
552 [D loss: 0.878668, acc.: 67.39%, KL Divergence: 0.204781] [G loss: 0.730435, KL Divergence: 0.729879, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
553 [D loss: 0.879875, acc.: 67.54%, KL Divergence: 0.204457] [G loss: 0.726394, KL Divergence: 0.725905, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
554 [D loss: 0.878336, acc.: 67.39%, KL Divergence: 0.204461] [G loss: 0.728527, KL Divergence: 0.727989, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
555 [D loss: 0.875384, acc.: 67.11%, KL Divergence: 0.204322] [G loss: 0.740048, KL Divergence: 0.739523, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
556 [D loss: 0.869398, acc.: 66.43%, KL Divergence: 0.205081] [G loss: 0.763168, KL Divergence: 0.762527, FID: 217.352835]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
557 [D loss: 0.879901, acc.: 67.59%, KL Divergence: 0.203997] [G loss: 0.717692, KL Divergence: 0.717227, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
558 [D loss: 0.874762, acc.: 67.06%, KL Divergence: 0.204208] [G loss: 0.734692, KL Divergence: 0.734154, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
559 [D loss: 0.870505, acc.: 66.64%, KL Divergence: 0.204097] [G loss: 0.743285, KL Divergence: 0.742781, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
560 [D loss: 0.865227, acc.: 65.97%, KL Divergence: 0.205496] [G loss: 0.767450, KL Divergence: 0.766807, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
561 [D loss: 0.870133, acc.: 66.53%, KL Divergence: 0.204882] [G loss: 0.751256, KL Divergence: 0.750634, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
562 [D loss: 0.866380, acc.: 66.14%, KL Divergence: 0.205003] [G loss: 0.756021, KL Divergence: 0.755413, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
563 [D loss: 0.873837, acc.: 66.90%, KL Divergence: 0.204820] [G loss: 0.726959, KL Divergence: 0.726438, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
564 [D loss: 0.868000, acc.: 66.30%, KL Divergence: 0.205017] [G loss: 0.735194, KL Divergence: 0.734655, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
565 [D loss: 0.863706, acc.: 65.83%, KL Divergence: 0.205452] [G loss: 0.757333, KL Divergence: 0.756729, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
566 [D loss: 0.867386, acc.: 66.23%, KL Divergence: 0.205101] [G loss: 0.736867, KL Divergence: 0.736319, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
567 [D loss: 0.869141, acc.: 66.39%, KL Divergence: 0.205240] [G loss: 0.736456, KL Divergence: 0.735876, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
568 [D loss: 0.870282, acc.: 66.50%, KL Divergence: 0.205271] [G loss: 0.719715, KL Divergence: 0.719207, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
569 [D loss: 0.869489, acc.: 66.41%, KL Divergence: 0.205421] [G loss: 0.724645, KL Divergence: 0.724074, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
570 [D loss: 0.868240, acc.: 66.22%, KL Divergence: 0.206056] [G loss: 0.753042, KL Divergence: 0.752364, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
571 [D loss: 0.866155, acc.: 65.99%, KL Divergence: 0.206215] [G loss: 0.749927, KL Divergence: 0.749230, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
572 [D loss: 0.868131, acc.: 66.23%, KL Divergence: 0.205841] [G loss: 0.733595, KL Divergence: 0.732962, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
573 [D loss: 0.873178, acc.: 66.69%, KL Divergence: 0.206284] [G loss: 0.735733, KL Divergence: 0.735068, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
574 [D loss: 0.869160, acc.: 66.30%, KL Divergence: 0.206127] [G loss: 0.751715, KL Divergence: 0.751072, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
575 [D loss: 0.870228, acc.: 66.34%, KL Divergence: 0.206785] [G loss: 0.761594, KL Divergence: 0.760891, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
576 [D loss: 0.881592, acc.: 67.58%, KL Divergence: 0.205796] [G loss: 0.715949, KL Divergence: 0.715345, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
577 [D loss: 0.870341, acc.: 66.44%, KL Divergence: 0.205965] [G loss: 0.775467, KL Divergence: 0.774771, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
578 [D loss: 0.878640, acc.: 67.24%, KL Divergence: 0.206224] [G loss: 0.750642, KL Divergence: 0.749887, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
579 [D loss: 0.871617, acc.: 66.63%, KL Divergence: 0.205268] [G loss: 0.757866, KL Divergence: 0.757305, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
580 [D loss: 0.886065, acc.: 68.08%, KL Divergence: 0.205250] [G loss: 0.733109, KL Divergence: 0.732493, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
581 [D loss: 0.879671, acc.: 67.40%, KL Divergence: 0.205684] [G loss: 0.744764, KL Divergence: 0.744082, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
582 [D loss: 0.872049, acc.: 66.79%, KL Divergence: 0.204146] [G loss: 0.765189, KL Divergence: 0.764684, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
583 [D loss: 0.878570, acc.: 67.44%, KL Divergence: 0.204141] [G loss: 0.745338, KL Divergence: 0.744837, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
584 [D loss: 0.875865, acc.: 67.09%, KL Divergence: 0.204965] [G loss: 0.768517, KL Divergence: 0.767830, FID: 217.352835]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
585 [D loss: 0.877172, acc.: 67.32%, KL Divergence: 0.203977] [G loss: 0.749099, KL Divergence: 0.748616, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 890us/step
586 [D loss: 0.880805, acc.: 67.75%, KL Divergence: 0.203349] [G loss: 0.719436, KL Divergence: 0.719021, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
587 [D loss: 0.885404, acc.: 68.18%, KL Divergence: 0.203591] [G loss: 0.727840, KL Divergence: 0.727397, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
588 [D loss: 0.871495, acc.: 66.84%, KL Divergence: 0.203142] [G loss: 0.740510, KL Divergence: 0.740113, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
589 [D loss: 0.876158, acc.: 67.24%, KL Divergence: 0.203711] [G loss: 0.748762, KL Divergence: 0.748268, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
590 [D loss: 0.873066, acc.: 66.92%, KL Divergence: 0.203899] [G loss: 0.754203, KL Divergence: 0.753703, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 1ms/step
591 [D loss: 0.872536, acc.: 66.92%, KL Divergence: 0.203325] [G loss: 0.736611, KL Divergence: 0.736209, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
592 [D loss: 0.864074, acc.: 65.92%, KL Divergence: 0.204850] [G loss: 0.798330, KL Divergence: 0.797704, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
593 [D loss: 0.866847, acc.: 66.33%, KL Divergence: 0.203574] [G loss: 0.747090, KL Divergence: 0.746653, FID: 217.352835]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
594 [D loss: 0.871498, acc.: 66.74%, KL Divergence: 0.204062] [G loss: 0.747726, KL Divergence: 0.747226, FID: 217.352835]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
595 [D loss: 0.871734, acc.: 66.81%, KL Divergence: 0.203649] [G loss: 0.731860, KL Divergence: 0.731423, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
596 [D loss: 0.869888, acc.: 66.59%, KL Divergence: 0.203989] [G loss: 0.756056, KL Divergence: 0.755562, FID: 217.352835]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
597 [D loss: 0.855357, acc.: 65.10%, KL Divergence: 0.204399] [G loss: 0.815638, KL Divergence: 0.815020, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
598 [D loss: 0.866325, acc.: 66.21%, KL Divergence: 0.204177] [G loss: 0.755311, KL Divergence: 0.754786, FID: 217.352835]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
599 [D loss: 0.859812, acc.: 65.58%, KL Divergence: 0.204024] [G loss: 0.775306, KL Divergence: 0.774814, FID: 217.352835]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 72ms/step
4/4 [==============================] - 1s 68ms/step
600 [D loss: 0.859048, acc.: 65.50%, KL Divergence: 0.204060] [G loss: 0.773323, KL Divergence: 0.772829, FID: 210.058423]
1/1 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
601 [D loss: 0.851116, acc.: 64.72%, KL Divergence: 0.203876] [G loss: 0.793592, KL Divergence: 0.793104, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
602 [D loss: 0.855662, acc.: 65.15%, KL Divergence: 0.204137] [G loss: 0.799220, KL Divergence: 0.798683, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
603 [D loss: 0.858636, acc.: 65.45%, KL Divergence: 0.204137] [G loss: 0.776031, KL Divergence: 0.775541, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 839us/step
4/4 [==============================] - 0s 4ms/step
604 [D loss: 0.848879, acc.: 64.40%, KL Divergence: 0.204832] [G loss: 0.842762, KL Divergence: 0.842117, FID: 210.058423]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
605 [D loss: 0.857416, acc.: 65.35%, KL Divergence: 0.203914] [G loss: 0.775368, KL Divergence: 0.774897, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
606 [D loss: 0.861821, acc.: 65.82%, KL Divergence: 0.203639] [G loss: 0.752157, KL Divergence: 0.751719, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
607 [D loss: 0.859818, acc.: 65.62%, KL Divergence: 0.203579] [G loss: 0.757995, KL Divergence: 0.757596, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
608 [D loss: 0.859468, acc.: 65.53%, KL Divergence: 0.204170] [G loss: 0.765087, KL Divergence: 0.764584, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
609 [D loss: 0.853805, acc.: 64.86%, KL Divergence: 0.205226] [G loss: 0.798788, KL Divergence: 0.798144, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
610 [D loss: 0.865176, acc.: 66.07%, KL Divergence: 0.204437] [G loss: 0.721463, KL Divergence: 0.721047, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
611 [D loss: 0.859874, acc.: 65.46%, KL Divergence: 0.205293] [G loss: 0.760971, KL Divergence: 0.760422, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
612 [D loss: 0.865353, acc.: 66.04%, KL Divergence: 0.204953] [G loss: 0.718960, KL Divergence: 0.718464, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
613 [D loss: 0.862501, acc.: 65.73%, KL Divergence: 0.205246] [G loss: 0.706953, KL Divergence: 0.706494, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
614 [D loss: 0.855017, acc.: 64.96%, KL Divergence: 0.205385] [G loss: 0.730465, KL Divergence: 0.729929, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
615 [D loss: 0.863615, acc.: 65.80%, KL Divergence: 0.205658] [G loss: 0.694586, KL Divergence: 0.694095, FID: 210.058423]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
616 [D loss: 0.869670, acc.: 66.36%, KL Divergence: 0.206077] [G loss: 0.706356, KL Divergence: 0.705804, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
617 [D loss: 0.854923, acc.: 64.82%, KL Divergence: 0.206710] [G loss: 0.766779, KL Divergence: 0.766108, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
618 [D loss: 0.857932, acc.: 65.17%, KL Divergence: 0.206219] [G loss: 0.765922, KL Divergence: 0.765306, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
619 [D loss: 0.854387, acc.: 64.86%, KL Divergence: 0.205738] [G loss: 0.780148, KL Divergence: 0.779537, FID: 210.058423]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
620 [D loss: 0.860120, acc.: 65.42%, KL Divergence: 0.205873] [G loss: 0.774623, KL Divergence: 0.774004, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
621 [D loss: 0.864371, acc.: 65.89%, KL Divergence: 0.205485] [G loss: 0.761616, KL Divergence: 0.761035, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
622 [D loss: 0.862217, acc.: 65.64%, KL Divergence: 0.205810] [G loss: 0.787584, KL Divergence: 0.786965, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
623 [D loss: 0.866950, acc.: 66.17%, KL Divergence: 0.205249] [G loss: 0.763475, KL Divergence: 0.762961, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
624 [D loss: 0.864855, acc.: 65.93%, KL Divergence: 0.205561] [G loss: 0.780625, KL Divergence: 0.780021, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
625 [D loss: 0.868485, acc.: 66.23%, KL Divergence: 0.206174] [G loss: 0.805282, KL Divergence: 0.804646, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
626 [D loss: 0.876986, acc.: 67.18%, KL Divergence: 0.205216] [G loss: 0.752351, KL Divergence: 0.751784, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
627 [D loss: 0.878423, acc.: 67.40%, KL Divergence: 0.204414] [G loss: 0.720170, KL Divergence: 0.719686, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
628 [D loss: 0.877975, acc.: 67.34%, KL Divergence: 0.204612] [G loss: 0.736339, KL Divergence: 0.735816, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
629 [D loss: 0.884586, acc.: 68.04%, KL Divergence: 0.204140] [G loss: 0.705973, KL Divergence: 0.705500, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
630 [D loss: 0.858500, acc.: 65.30%, KL Divergence: 0.205515] [G loss: 0.828558, KL Divergence: 0.827928, FID: 210.058423]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
631 [D loss: 0.879398, acc.: 67.50%, KL Divergence: 0.204351] [G loss: 0.738286, KL Divergence: 0.737793, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
632 [D loss: 0.873639, acc.: 66.94%, KL Divergence: 0.204203] [G loss: 0.748418, KL Divergence: 0.747903, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
633 [D loss: 0.864917, acc.: 66.01%, KL Divergence: 0.204828] [G loss: 0.809838, KL Divergence: 0.809174, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
634 [D loss: 0.871970, acc.: 66.78%, KL Divergence: 0.204138] [G loss: 0.743499, KL Divergence: 0.743050, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
635 [D loss: 0.868318, acc.: 66.42%, KL Divergence: 0.204162] [G loss: 0.756304, KL Divergence: 0.755833, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
636 [D loss: 0.846341, acc.: 64.15%, KL Divergence: 0.204875] [G loss: 0.848284, KL Divergence: 0.847700, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
637 [D loss: 0.858063, acc.: 65.36%, KL Divergence: 0.204414] [G loss: 0.796138, KL Divergence: 0.795551, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
638 [D loss: 0.857692, acc.: 65.32%, KL Divergence: 0.204483] [G loss: 0.807442, KL Divergence: 0.806826, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
639 [D loss: 0.859406, acc.: 65.47%, KL Divergence: 0.204745] [G loss: 0.810074, KL Divergence: 0.809469, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
640 [D loss: 0.862588, acc.: 65.84%, KL Divergence: 0.204155] [G loss: 0.777033, KL Divergence: 0.775856, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
641 [D loss: 0.871277, acc.: 65.92%, KL Divergence: 0.212055] [G loss: 0.778392, KL Divergence: 0.775892, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
642 [D loss: 0.877603, acc.: 66.44%, KL Divergence: 0.213176] [G loss: 0.762897, KL Divergence: 0.760692, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
643 [D loss: 0.875715, acc.: 66.37%, KL Divergence: 0.211980] [G loss: 0.764213, KL Divergence: 0.762071, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
644 [D loss: 0.871006, acc.: 65.85%, KL Divergence: 0.212484] [G loss: 0.780025, KL Divergence: 0.777488, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
645 [D loss: 0.877055, acc.: 66.83%, KL Divergence: 0.208786] [G loss: 0.735802, KL Divergence: 0.734449, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
646 [D loss: 0.876516, acc.: 66.96%, KL Divergence: 0.206958] [G loss: 0.714013, KL Divergence: 0.713192, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
647 [D loss: 0.873996, acc.: 66.73%, KL Divergence: 0.206667] [G loss: 0.718492, KL Divergence: 0.717657, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
648 [D loss: 0.868925, acc.: 65.96%, KL Divergence: 0.209334] [G loss: 0.770058, KL Divergence: 0.768406, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
649 [D loss: 0.865998, acc.: 65.68%, KL Divergence: 0.209177] [G loss: 0.763525, KL Divergence: 0.761975, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
650 [D loss: 0.856931, acc.: 64.45%, KL Divergence: 0.212423] [G loss: 0.816347, KL Divergence: 0.814049, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
651 [D loss: 0.861895, acc.: 65.31%, KL Divergence: 0.208768] [G loss: 0.764208, KL Divergence: 0.762911, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 1ms/step
652 [D loss: 0.856819, acc.: 64.29%, KL Divergence: 0.213898] [G loss: 0.843847, KL Divergence: 0.841496, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
653 [D loss: 0.849663, acc.: 63.59%, KL Divergence: 0.213811] [G loss: 0.863961, KL Divergence: 0.861648, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
654 [D loss: 0.855559, acc.: 64.57%, KL Divergence: 0.209842] [G loss: 0.802868, KL Divergence: 0.801636, FID: 210.058423]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
655 [D loss: 0.851929, acc.: 64.14%, KL Divergence: 0.210525] [G loss: 0.819648, KL Divergence: 0.818131, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
656 [D loss: 0.853596, acc.: 64.48%, KL Divergence: 0.208800] [G loss: 0.795752, KL Divergence: 0.794625, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
657 [D loss: 0.851983, acc.: 64.25%, KL Divergence: 0.209509] [G loss: 0.806451, KL Divergence: 0.805035, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
658 [D loss: 0.859167, acc.: 65.29%, KL Divergence: 0.206274] [G loss: 0.739195, KL Divergence: 0.738532, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
659 [D loss: 0.858997, acc.: 64.85%, KL Divergence: 0.210457] [G loss: 0.780713, KL Divergence: 0.779177, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
660 [D loss: 0.859915, acc.: 65.01%, KL Divergence: 0.209814] [G loss: 0.760472, KL Divergence: 0.759055, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
661 [D loss: 0.861757, acc.: 65.02%, KL Divergence: 0.211606] [G loss: 0.774713, KL Divergence: 0.773106, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
662 [D loss: 0.856870, acc.: 64.74%, KL Divergence: 0.209463] [G loss: 0.777779, KL Divergence: 0.776317, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
663 [D loss: 0.871457, acc.: 66.41%, KL Divergence: 0.207318] [G loss: 0.716472, KL Divergence: 0.715667, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
664 [D loss: 0.854993, acc.: 64.45%, KL Divergence: 0.210455] [G loss: 0.828919, KL Divergence: 0.827231, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
665 [D loss: 0.859513, acc.: 65.30%, KL Divergence: 0.206519] [G loss: 0.754768, KL Divergence: 0.754022, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
666 [D loss: 0.863545, acc.: 65.64%, KL Divergence: 0.207098] [G loss: 0.756793, KL Divergence: 0.755937, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
667 [D loss: 0.859846, acc.: 65.20%, KL Divergence: 0.207830] [G loss: 0.770698, KL Divergence: 0.769661, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
668 [D loss: 0.855971, acc.: 64.60%, KL Divergence: 0.209967] [G loss: 0.844584, KL Divergence: 0.842738, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
669 [D loss: 0.872172, acc.: 66.50%, KL Divergence: 0.207183] [G loss: 0.745209, KL Divergence: 0.744303, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
670 [D loss: 0.868547, acc.: 66.11%, KL Divergence: 0.207472] [G loss: 0.770554, KL Divergence: 0.769428, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
671 [D loss: 0.874666, acc.: 66.77%, KL Divergence: 0.206990] [G loss: 0.754542, KL Divergence: 0.753594, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
672 [D loss: 0.872142, acc.: 66.55%, KL Divergence: 0.206604] [G loss: 0.756620, KL Divergence: 0.755651, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
673 [D loss: 0.876633, acc.: 67.01%, KL Divergence: 0.206514] [G loss: 0.751377, KL Divergence: 0.750473, FID: 210.058423]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 1ms/step
674 [D loss: 0.880961, acc.: 67.56%, KL Divergence: 0.205388] [G loss: 0.727242, KL Divergence: 0.726690, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
675 [D loss: 0.876329, acc.: 66.96%, KL Divergence: 0.206746] [G loss: 0.778541, KL Divergence: 0.777522, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
676 [D loss: 0.871220, acc.: 66.41%, KL Divergence: 0.207085] [G loss: 0.788093, KL Divergence: 0.787089, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
677 [D loss: 0.870841, acc.: 66.34%, KL Divergence: 0.207408] [G loss: 0.790339, KL Divergence: 0.789219, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
678 [D loss: 0.869159, acc.: 66.16%, KL Divergence: 0.207592] [G loss: 0.803492, KL Divergence: 0.802307, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
679 [D loss: 0.869123, acc.: 66.19%, KL Divergence: 0.207242] [G loss: 0.805993, KL Divergence: 0.804816, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
680 [D loss: 0.869331, acc.: 66.11%, KL Divergence: 0.208194] [G loss: 0.827476, KL Divergence: 0.826052, FID: 210.058423]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
681 [D loss: 0.874858, acc.: 66.86%, KL Divergence: 0.206274] [G loss: 0.774336, KL Divergence: 0.773351, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
682 [D loss: 0.881090, acc.: 67.55%, KL Divergence: 0.205546] [G loss: 0.722652, KL Divergence: 0.722144, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
683 [D loss: 0.878561, acc.: 67.20%, KL Divergence: 0.206538] [G loss: 0.767996, KL Divergence: 0.767080, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
684 [D loss: 0.876860, acc.: 67.12%, KL Divergence: 0.205638] [G loss: 0.761888, KL Divergence: 0.761028, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
685 [D loss: 0.883639, acc.: 67.81%, KL Divergence: 0.205550] [G loss: 0.753916, KL Divergence: 0.753044, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
686 [D loss: 0.885929, acc.: 68.11%, KL Divergence: 0.204860] [G loss: 0.728844, KL Divergence: 0.728201, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
687 [D loss: 0.880996, acc.: 67.50%, KL Divergence: 0.205998] [G loss: 0.771064, KL Divergence: 0.770068, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
688 [D loss: 0.881670, acc.: 67.63%, KL Divergence: 0.205406] [G loss: 0.761478, KL Divergence: 0.760602, FID: 210.058423]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
689 [D loss: 0.876659, acc.: 67.03%, KL Divergence: 0.206328] [G loss: 0.796950, KL Divergence: 0.795903, FID: 210.058423]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
690 [D loss: 0.881626, acc.: 67.68%, KL Divergence: 0.204778] [G loss: 0.745459, KL Divergence: 0.744774, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
691 [D loss: 0.870041, acc.: 66.50%, KL Divergence: 0.205004] [G loss: 0.772243, KL Divergence: 0.771520, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
692 [D loss: 0.869592, acc.: 66.52%, KL Divergence: 0.204424] [G loss: 0.760784, KL Divergence: 0.760165, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
693 [D loss: 0.875903, acc.: 67.17%, KL Divergence: 0.204208] [G loss: 0.745912, KL Divergence: 0.745338, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
694 [D loss: 0.872750, acc.: 66.78%, KL Divergence: 0.204940] [G loss: 0.774821, KL Divergence: 0.774021, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
695 [D loss: 0.871240, acc.: 66.73%, KL Divergence: 0.203989] [G loss: 0.739655, KL Divergence: 0.739158, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
696 [D loss: 0.864391, acc.: 65.99%, KL Divergence: 0.204524] [G loss: 0.773817, KL Divergence: 0.773104, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
697 [D loss: 0.862671, acc.: 65.82%, KL Divergence: 0.204469] [G loss: 0.780956, KL Divergence: 0.780235, FID: 210.058423]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
698 [D loss: 0.857955, acc.: 65.20%, KL Divergence: 0.205988] [G loss: 0.812628, KL Divergence: 0.811676, FID: 210.058423]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
699 [D loss: 0.864449, acc.: 65.92%, KL Divergence: 0.205200] [G loss: 0.772317, KL Divergence: 0.771538, FID: 210.058423]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 2s 78ms/step
4/4 [==============================] - 1s 113ms/step
700 [D loss: 0.863138, acc.: 65.75%, KL Divergence: 0.205601] [G loss: 0.793482, KL Divergence: 0.792460, FID: 186.001407]
1/1 [==============================] - 0s 37ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
701 [D loss: 0.865779, acc.: 66.08%, KL Divergence: 0.204957] [G loss: 0.763430, KL Divergence: 0.762556, FID: 186.001407]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 10ms/step
702 [D loss: 0.868263, acc.: 66.33%, KL Divergence: 0.204973] [G loss: 0.751386, KL Divergence: 0.750529, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
703 [D loss: 0.871265, acc.: 66.60%, KL Divergence: 0.205256] [G loss: 0.751912, KL Divergence: 0.751132, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 9ms/step
704 [D loss: 0.858570, acc.: 65.14%, KL Divergence: 0.207154] [G loss: 0.823799, KL Divergence: 0.822312, FID: 186.001407]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
705 [D loss: 0.862603, acc.: 65.71%, KL Divergence: 0.205485] [G loss: 0.770364, KL Divergence: 0.769470, FID: 186.001407]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
706 [D loss: 0.867827, acc.: 66.17%, KL Divergence: 0.206084] [G loss: 0.769947, KL Divergence: 0.768905, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
707 [D loss: 0.866487, acc.: 66.04%, KL Divergence: 0.206040] [G loss: 0.766325, KL Divergence: 0.765339, FID: 186.001407]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
708 [D loss: 0.870984, acc.: 66.56%, KL Divergence: 0.205359] [G loss: 0.751260, KL Divergence: 0.750500, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
709 [D loss: 0.863268, acc.: 65.77%, KL Divergence: 0.205542] [G loss: 0.752177, KL Divergence: 0.751408, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
710 [D loss: 0.859190, acc.: 65.38%, KL Divergence: 0.205355] [G loss: 0.767936, KL Divergence: 0.767218, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
711 [D loss: 0.856814, acc.: 65.04%, KL Divergence: 0.206441] [G loss: 0.788987, KL Divergence: 0.788058, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
712 [D loss: 0.847890, acc.: 64.10%, KL Divergence: 0.206859] [G loss: 0.819304, KL Divergence: 0.818071, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
713 [D loss: 0.852972, acc.: 64.77%, KL Divergence: 0.205253] [G loss: 0.785835, KL Divergence: 0.784937, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
714 [D loss: 0.848744, acc.: 64.33%, KL Divergence: 0.205459] [G loss: 0.780339, KL Divergence: 0.779499, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
715 [D loss: 0.853525, acc.: 64.79%, KL Divergence: 0.205604] [G loss: 0.775752, KL Divergence: 0.774930, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
716 [D loss: 0.849940, acc.: 64.48%, KL Divergence: 0.205132] [G loss: 0.765085, KL Divergence: 0.764387, FID: 186.001407]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
717 [D loss: 0.844177, acc.: 63.81%, KL Divergence: 0.206118] [G loss: 0.804298, KL Divergence: 0.803271, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 38ms/step
718 [D loss: 0.839247, acc.: 63.32%, KL Divergence: 0.206038] [G loss: 0.807516, KL Divergence: 0.806677, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
719 [D loss: 0.849852, acc.: 64.45%, KL Divergence: 0.205323] [G loss: 0.765853, KL Divergence: 0.765192, FID: 186.001407]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
720 [D loss: 0.853117, acc.: 64.70%, KL Divergence: 0.206125] [G loss: 0.779690, KL Divergence: 0.778700, FID: 186.001407]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
721 [D loss: 0.858473, acc.: 65.28%, KL Divergence: 0.205714] [G loss: 0.752020, KL Divergence: 0.751138, FID: 186.001407]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 16ms/step
722 [D loss: 0.857376, acc.: 65.24%, KL Divergence: 0.205024] [G loss: 0.733524, KL Divergence: 0.732832, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
723 [D loss: 0.852960, acc.: 64.71%, KL Divergence: 0.205891] [G loss: 0.761609, KL Divergence: 0.760663, FID: 186.001407]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
724 [D loss: 0.855728, acc.: 65.01%, KL Divergence: 0.205644] [G loss: 0.736678, KL Divergence: 0.735854, FID: 186.001407]
4/4 [==============================] - 0s 41ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
725 [D loss: 0.865631, acc.: 66.04%, KL Divergence: 0.205222] [G loss: 0.707495, KL Divergence: 0.706895, FID: 186.001407]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
726 [D loss: 0.870711, acc.: 66.55%, KL Divergence: 0.205245] [G loss: 0.715375, KL Divergence: 0.714793, FID: 186.001407]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
727 [D loss: 0.861816, acc.: 65.65%, KL Divergence: 0.205284] [G loss: 0.750407, KL Divergence: 0.749651, FID: 186.001407]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
728 [D loss: 0.860667, acc.: 65.52%, KL Divergence: 0.205430] [G loss: 0.779121, KL Divergence: 0.778293, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
729 [D loss: 0.865345, acc.: 66.07%, KL Divergence: 0.204633] [G loss: 0.759079, KL Divergence: 0.758460, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
730 [D loss: 0.862699, acc.: 65.79%, KL Divergence: 0.204770] [G loss: 0.795925, KL Divergence: 0.795183, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
731 [D loss: 0.869128, acc.: 66.51%, KL Divergence: 0.204026] [G loss: 0.755139, KL Divergence: 0.754650, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
732 [D loss: 0.865836, acc.: 66.15%, KL Divergence: 0.204295] [G loss: 0.780254, KL Divergence: 0.779605, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
733 [D loss: 0.868785, acc.: 66.45%, KL Divergence: 0.204310] [G loss: 0.788768, KL Divergence: 0.788142, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
734 [D loss: 0.868845, acc.: 66.49%, KL Divergence: 0.203969] [G loss: 0.778901, KL Divergence: 0.778218, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
735 [D loss: 0.861465, acc.: 65.74%, KL Divergence: 0.204031] [G loss: 0.804708, KL Divergence: 0.804030, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
736 [D loss: 0.864632, acc.: 66.09%, KL Divergence: 0.203727] [G loss: 0.787664, KL Divergence: 0.787019, FID: 186.001407]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
737 [D loss: 0.857243, acc.: 65.41%, KL Divergence: 0.203106] [G loss: 0.779492, KL Divergence: 0.779034, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
738 [D loss: 0.857758, acc.: 65.38%, KL Divergence: 0.203934] [G loss: 0.810898, KL Divergence: 0.810149, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
739 [D loss: 0.863884, acc.: 66.06%, KL Divergence: 0.203279] [G loss: 0.774065, KL Divergence: 0.773463, FID: 186.001407]
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 14ms/step
740 [D loss: 0.859335, acc.: 65.55%, KL Divergence: 0.203819] [G loss: 0.791628, KL Divergence: 0.790940, FID: 186.001407]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
741 [D loss: 0.872554, acc.: 67.01%, KL Divergence: 0.202483] [G loss: 0.721645, KL Divergence: 0.721213, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
742 [D loss: 0.865874, acc.: 66.25%, KL Divergence: 0.203360] [G loss: 0.762456, KL Divergence: 0.761866, FID: 186.001407]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
743 [D loss: 0.856997, acc.: 65.33%, KL Divergence: 0.203655] [G loss: 0.802121, KL Divergence: 0.801454, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
744 [D loss: 0.868650, acc.: 66.60%, KL Divergence: 0.202672] [G loss: 0.726828, KL Divergence: 0.726324, FID: 186.001407]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
745 [D loss: 0.870342, acc.: 66.78%, KL Divergence: 0.202499] [G loss: 0.712767, KL Divergence: 0.712249, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
746 [D loss: 0.867247, acc.: 66.42%, KL Divergence: 0.203066] [G loss: 0.743760, KL Divergence: 0.743006, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
747 [D loss: 0.866709, acc.: 66.37%, KL Divergence: 0.203002] [G loss: 0.723437, KL Divergence: 0.722807, FID: 186.001407]
4/4 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
748 [D loss: 0.861715, acc.: 65.79%, KL Divergence: 0.203796] [G loss: 0.758058, KL Divergence: 0.757244, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 33ms/step
749 [D loss: 0.859620, acc.: 65.59%, KL Divergence: 0.203713] [G loss: 0.745392, KL Divergence: 0.744592, FID: 186.001407]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
750 [D loss: 0.863409, acc.: 65.99%, KL Divergence: 0.203506] [G loss: 0.732616, KL Divergence: 0.731940, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
751 [D loss: 0.865891, acc.: 66.23%, KL Divergence: 0.203604] [G loss: 0.714524, KL Divergence: 0.713986, FID: 186.001407]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 11ms/step
752 [D loss: 0.860596, acc.: 65.64%, KL Divergence: 0.204159] [G loss: 0.748942, KL Divergence: 0.748210, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
753 [D loss: 0.858884, acc.: 65.51%, KL Divergence: 0.203797] [G loss: 0.745824, KL Divergence: 0.745104, FID: 186.001407]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
754 [D loss: 0.857693, acc.: 65.40%, KL Divergence: 0.203741] [G loss: 0.735047, KL Divergence: 0.734506, FID: 186.001407]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
755 [D loss: 0.857670, acc.: 65.38%, KL Divergence: 0.203848] [G loss: 0.735042, KL Divergence: 0.734491, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
756 [D loss: 0.854003, acc.: 65.04%, KL Divergence: 0.203618] [G loss: 0.751245, KL Divergence: 0.750733, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
757 [D loss: 0.838440, acc.: 63.27%, KL Divergence: 0.205738] [G loss: 0.861454, KL Divergence: 0.860411, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
758 [D loss: 0.844431, acc.: 64.00%, KL Divergence: 0.204416] [G loss: 0.811033, KL Divergence: 0.810216, FID: 186.001407]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
759 [D loss: 0.841084, acc.: 63.57%, KL Divergence: 0.205383] [G loss: 0.833357, KL Divergence: 0.832505, FID: 186.001407]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
760 [D loss: 0.839276, acc.: 63.44%, KL Divergence: 0.204866] [G loss: 0.825937, KL Divergence: 0.825073, FID: 186.001407]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
761 [D loss: 0.840710, acc.: 63.56%, KL Divergence: 0.205073] [G loss: 0.814214, KL Divergence: 0.813411, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 14ms/step
762 [D loss: 0.841230, acc.: 63.70%, KL Divergence: 0.204257] [G loss: 0.806942, KL Divergence: 0.806303, FID: 186.001407]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
763 [D loss: 0.828169, acc.: 62.22%, KL Divergence: 0.206001] [G loss: 0.878427, KL Divergence: 0.877407, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
764 [D loss: 0.830081, acc.: 62.52%, KL Divergence: 0.204907] [G loss: 0.831516, KL Divergence: 0.830861, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
765 [D loss: 0.825938, acc.: 62.02%, KL Divergence: 0.205711] [G loss: 0.862826, KL Divergence: 0.861992, FID: 186.001407]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
766 [D loss: 0.832514, acc.: 62.67%, KL Divergence: 0.205852] [G loss: 0.848345, KL Divergence: 0.847553, FID: 186.001407]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
767 [D loss: 0.829231, acc.: 62.28%, KL Divergence: 0.206403] [G loss: 0.864660, KL Divergence: 0.863701, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 20ms/step
768 [D loss: 0.838511, acc.: 63.27%, KL Divergence: 0.205773] [G loss: 0.833835, KL Divergence: 0.833043, FID: 186.001407]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
769 [D loss: 0.850125, acc.: 64.48%, KL Divergence: 0.205278] [G loss: 0.779834, KL Divergence: 0.779263, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
770 [D loss: 0.851793, acc.: 64.58%, KL Divergence: 0.205982] [G loss: 0.793868, KL Divergence: 0.792994, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
771 [D loss: 0.865144, acc.: 66.02%, KL Divergence: 0.204984] [G loss: 0.736052, KL Divergence: 0.735460, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 7ms/step
772 [D loss: 0.863077, acc.: 65.69%, KL Divergence: 0.206133] [G loss: 0.749145, KL Divergence: 0.748400, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
773 [D loss: 0.860491, acc.: 65.34%, KL Divergence: 0.207089] [G loss: 0.800487, KL Divergence: 0.799418, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
774 [D loss: 0.870772, acc.: 66.53%, KL Divergence: 0.205504] [G loss: 0.743323, KL Divergence: 0.742610, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 15ms/step
775 [D loss: 0.880062, acc.: 67.50%, KL Divergence: 0.205013] [G loss: 0.710931, KL Divergence: 0.710384, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
776 [D loss: 0.874487, acc.: 66.90%, KL Divergence: 0.205441] [G loss: 0.743969, KL Divergence: 0.743307, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
777 [D loss: 0.873960, acc.: 66.89%, KL Divergence: 0.205027] [G loss: 0.758169, KL Divergence: 0.757478, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 10ms/step
778 [D loss: 0.866722, acc.: 66.09%, KL Divergence: 0.205861] [G loss: 0.811605, KL Divergence: 0.810677, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
779 [D loss: 0.882908, acc.: 67.83%, KL Divergence: 0.204621] [G loss: 0.771580, KL Divergence: 0.770880, FID: 186.001407]
4/4 [==============================] - 0s 34ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
780 [D loss: 0.873597, acc.: 66.84%, KL Divergence: 0.205243] [G loss: 0.795749, KL Divergence: 0.794966, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
781 [D loss: 0.872662, acc.: 66.74%, KL Divergence: 0.205302] [G loss: 0.825186, KL Divergence: 0.824327, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 14ms/step
782 [D loss: 0.870584, acc.: 66.60%, KL Divergence: 0.204632] [G loss: 0.806641, KL Divergence: 0.805981, FID: 186.001407]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 36ms/step
783 [D loss: 0.860614, acc.: 65.55%, KL Divergence: 0.205101] [G loss: 0.865405, KL Divergence: 0.864554, FID: 186.001407]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
784 [D loss: 0.863063, acc.: 65.83%, KL Divergence: 0.204801] [G loss: 0.865455, KL Divergence: 0.864585, FID: 186.001407]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
785 [D loss: 0.862407, acc.: 65.80%, KL Divergence: 0.204431] [G loss: 0.839815, KL Divergence: 0.839162, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
786 [D loss: 0.864418, acc.: 66.10%, KL Divergence: 0.203460] [G loss: 0.793192, KL Divergence: 0.792703, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
787 [D loss: 0.862611, acc.: 65.97%, KL Divergence: 0.202954] [G loss: 0.774550, KL Divergence: 0.774144, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
788 [D loss: 0.853354, acc.: 64.96%, KL Divergence: 0.203723] [G loss: 0.837283, KL Divergence: 0.836596, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
789 [D loss: 0.853174, acc.: 64.96%, KL Divergence: 0.203561] [G loss: 0.821482, KL Divergence: 0.820892, FID: 186.001407]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
790 [D loss: 0.844721, acc.: 64.18%, KL Divergence: 0.202876] [G loss: 0.788504, KL Divergence: 0.788068, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 6ms/step
791 [D loss: 0.832981, acc.: 62.85%, KL Divergence: 0.204451] [G loss: 0.875988, KL Divergence: 0.875249, FID: 186.001407]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
792 [D loss: 0.839051, acc.: 63.54%, KL Divergence: 0.203679] [G loss: 0.832214, KL Divergence: 0.831567, FID: 186.001407]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
793 [D loss: 0.847506, acc.: 64.38%, KL Divergence: 0.203721] [G loss: 0.789737, KL Divergence: 0.789201, FID: 186.001407]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
794 [D loss: 0.847513, acc.: 64.38%, KL Divergence: 0.203678] [G loss: 0.781106, KL Divergence: 0.780518, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 15ms/step
795 [D loss: 0.840356, acc.: 63.68%, KL Divergence: 0.203605] [G loss: 0.778884, KL Divergence: 0.778278, FID: 186.001407]
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
796 [D loss: 0.843269, acc.: 63.92%, KL Divergence: 0.204060] [G loss: 0.745704, KL Divergence: 0.745218, FID: 186.001407]
4/4 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 10ms/step
797 [D loss: 0.833455, acc.: 62.89%, KL Divergence: 0.204510] [G loss: 0.766611, KL Divergence: 0.765951, FID: 186.001407]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
798 [D loss: 0.833693, acc.: 62.92%, KL Divergence: 0.204463] [G loss: 0.750075, KL Divergence: 0.749472, FID: 186.001407]
4/4 [==============================] - 0s 37ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
799 [D loss: 0.829989, acc.: 62.56%, KL Divergence: 0.204415] [G loss: 0.750387, KL Divergence: 0.749771, FID: 186.001407]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 3s 88ms/step
4/4 [==============================] - 3s 92ms/step
800 [D loss: 0.834438, acc.: 63.02%, KL Divergence: 0.204240] [G loss: 0.738045, KL Divergence: 0.737431, FID: 209.552365]
1/1 [==============================] - 0s 35ms/step
4/4 [==============================] - 0s 70ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
801 [D loss: 0.826531, acc.: 62.08%, KL Divergence: 0.205777] [G loss: 0.788738, KL Divergence: 0.787692, FID: 209.552365]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
802 [D loss: 0.827375, acc.: 62.15%, KL Divergence: 0.205911] [G loss: 0.758408, KL Divergence: 0.757519, FID: 209.552365]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
803 [D loss: 0.837027, acc.: 63.21%, KL Divergence: 0.204955] [G loss: 0.707739, KL Divergence: 0.707247, FID: 209.552365]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
804 [D loss: 0.835725, acc.: 62.89%, KL Divergence: 0.206854] [G loss: 0.743758, KL Divergence: 0.742879, FID: 209.552365]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
805 [D loss: 0.845560, acc.: 63.86%, KL Divergence: 0.206969] [G loss: 0.740386, KL Divergence: 0.739658, FID: 209.552365]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
806 [D loss: 0.835716, acc.: 62.76%, KL Divergence: 0.208145] [G loss: 0.829477, KL Divergence: 0.828132, FID: 209.552365]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
807 [D loss: 0.841269, acc.: 63.38%, KL Divergence: 0.207429] [G loss: 0.798731, KL Divergence: 0.797902, FID: 209.552365]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 9ms/step
808 [D loss: 0.831530, acc.: 62.23%, KL Divergence: 0.209198] [G loss: 0.904165, KL Divergence: 0.902768, FID: 209.552365]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
809 [D loss: 0.836084, acc.: 62.79%, KL Divergence: 0.208159] [G loss: 0.875552, KL Divergence: 0.874410, FID: 209.552365]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
810 [D loss: 0.836810, acc.: 62.95%, KL Divergence: 0.207346] [G loss: 0.840438, KL Divergence: 0.839463, FID: 209.552365]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
811 [D loss: 0.840419, acc.: 63.30%, KL Divergence: 0.207436] [G loss: 0.828420, KL Divergence: 0.827502, FID: 209.552365]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
812 [D loss: 0.856373, acc.: 65.01%, KL Divergence: 0.206297] [G loss: 0.758035, KL Divergence: 0.757415, FID: 209.552365]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
813 [D loss: 0.855241, acc.: 64.83%, KL Divergence: 0.206981] [G loss: 0.791742, KL Divergence: 0.790918, FID: 209.552365]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
814 [D loss: 0.865367, acc.: 65.90%, KL Divergence: 0.206373] [G loss: 0.771779, KL Divergence: 0.771038, FID: 209.552365]
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
815 [D loss: 0.852219, acc.: 64.43%, KL Divergence: 0.207894] [G loss: 0.843913, KL Divergence: 0.842754, FID: 209.552365]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
816 [D loss: 0.858474, acc.: 65.22%, KL Divergence: 0.206229] [G loss: 0.811588, KL Divergence: 0.810700, FID: 209.552365]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 8ms/step
817 [D loss: 0.861488, acc.: 65.60%, KL Divergence: 0.205483] [G loss: 0.775445, KL Divergence: 0.774820, FID: 209.552365]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 10ms/step
818 [D loss: 0.855790, acc.: 65.11%, KL Divergence: 0.204641] [G loss: 0.794982, KL Divergence: 0.794306, FID: 209.552365]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
819 [D loss: 0.849625, acc.: 64.46%, KL Divergence: 0.205047] [G loss: 0.821051, KL Divergence: 0.820248, FID: 209.552365]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 9ms/step
820 [D loss: 0.853388, acc.: 64.92%, KL Divergence: 0.204173] [G loss: 0.783945, KL Divergence: 0.783345, FID: 209.552365]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
821 [D loss: 0.852737, acc.: 64.75%, KL Divergence: 0.205220] [G loss: 0.821977, KL Divergence: 0.821108, FID: 209.552365]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
822 [D loss: 0.861832, acc.: 65.71%, KL Divergence: 0.204756] [G loss: 0.787984, KL Divergence: 0.787259, FID: 209.552365]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
823 [D loss: 0.860087, acc.: 65.52%, KL Divergence: 0.204858] [G loss: 0.792031, KL Divergence: 0.791253, FID: 209.552365]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
824 [D loss: 0.866126, acc.: 66.12%, KL Divergence: 0.204950] [G loss: 0.810196, KL Divergence: 0.809338, FID: 209.552365]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
825 [D loss: 0.866407, acc.: 66.20%, KL Divergence: 0.204390] [G loss: 0.798091, KL Divergence: 0.797349, FID: 209.552365]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
826 [D loss: 0.857749, acc.: 65.33%, KL Divergence: 0.204445] [G loss: 0.818611, KL Divergence: 0.817783, FID: 209.552365]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 9ms/step
827 [D loss: 0.851115, acc.: 64.69%, KL Divergence: 0.204206] [G loss: 0.840630, KL Divergence: 0.839904, FID: 209.552365]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
828 [D loss: 0.843192, acc.: 63.84%, KL Divergence: 0.204797] [G loss: 0.829069, KL Divergence: 0.828303, FID: 209.552365]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
829 [D loss: 0.850222, acc.: 64.62%, KL Divergence: 0.204035] [G loss: 0.788357, KL Divergence: 0.787800, FID: 209.552365]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
830 [D loss: 0.843136, acc.: 63.92%, KL Divergence: 0.203949] [G loss: 0.816214, KL Divergence: 0.815461, FID: 209.552365]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 39ms/step
4/4 [==============================] - 0s 9ms/step
831 [D loss: 0.850666, acc.: 64.71%, KL Divergence: 0.203566] [G loss: 0.774228, KL Divergence: 0.773641, FID: 209.552365]
4/4 [==============================] - 0s 30ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 12ms/step
832 [D loss: 0.853587, acc.: 65.04%, KL Divergence: 0.203217] [G loss: 0.757167, KL Divergence: 0.756665, FID: 209.552365]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
833 [D loss: 0.850344, acc.: 64.68%, KL Divergence: 0.203514] [G loss: 0.778453, KL Divergence: 0.777878, FID: 209.552365]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 8ms/step
834 [D loss: 0.839013, acc.: 63.52%, KL Divergence: 0.203788] [G loss: 0.804692, KL Divergence: 0.804002, FID: 209.552365]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
835 [D loss: 0.835222, acc.: 63.13%, KL Divergence: 0.203937] [G loss: 0.822441, KL Divergence: 0.821800, FID: 209.552365]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
836 [D loss: 0.847819, acc.: 64.47%, KL Divergence: 0.203125] [G loss: 0.771980, KL Divergence: 0.771522, FID: 209.552365]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
837 [D loss: 0.830220, acc.: 62.61%, KL Divergence: 0.204140] [G loss: 0.852262, KL Divergence: 0.851475, FID: 209.552365]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
838 [D loss: 0.818069, acc.: 61.36%, KL Divergence: 0.204475] [G loss: 0.897273, KL Divergence: 0.896452, FID: 209.552365]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
839 [D loss: 0.821019, acc.: 61.64%, KL Divergence: 0.204599] [G loss: 0.880333, KL Divergence: 0.879428, FID: 209.552365]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
840 [D loss: 0.814515, acc.: 60.94%, KL Divergence: 0.205138] [G loss: 0.903145, KL Divergence: 0.902193, FID: 209.552365]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
841 [D loss: 0.813829, acc.: 60.98%, KL Divergence: 0.203981] [G loss: 0.841886, KL Divergence: 0.841316, FID: 209.552365]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
842 [D loss: 0.817682, acc.: 61.32%, KL Divergence: 0.204442] [G loss: 0.833727, KL Divergence: 0.833104, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
843 [D loss: 0.810748, acc.: 60.55%, KL Divergence: 0.205198] [G loss: 0.852985, KL Divergence: 0.852217, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
844 [D loss: 0.819641, acc.: 61.40%, KL Divergence: 0.205619] [G loss: 0.829005, KL Divergence: 0.828234, FID: 209.552365]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
845 [D loss: 0.821652, acc.: 61.72%, KL Divergence: 0.204432] [G loss: 0.750656, KL Divergence: 0.750170, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
846 [D loss: 0.817120, acc.: 61.11%, KL Divergence: 0.205983] [G loss: 0.804975, KL Divergence: 0.804180, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
847 [D loss: 0.816315, acc.: 61.02%, KL Divergence: 0.206077] [G loss: 0.782666, KL Divergence: 0.781965, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
848 [D loss: 0.819590, acc.: 61.26%, KL Divergence: 0.206992] [G loss: 0.766476, KL Divergence: 0.765804, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
849 [D loss: 0.817229, acc.: 60.96%, KL Divergence: 0.207644] [G loss: 0.775204, KL Divergence: 0.774461, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
850 [D loss: 0.811484, acc.: 60.31%, KL Divergence: 0.208334] [G loss: 0.819434, KL Divergence: 0.818395, FID: 209.552365]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
851 [D loss: 0.819290, acc.: 61.13%, KL Divergence: 0.207968] [G loss: 0.791918, KL Divergence: 0.791060, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
852 [D loss: 0.828695, acc.: 62.11%, KL Divergence: 0.207599] [G loss: 0.806175, KL Divergence: 0.805190, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
853 [D loss: 0.845825, acc.: 63.88%, KL Divergence: 0.207067] [G loss: 0.759226, KL Divergence: 0.758458, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
854 [D loss: 0.845020, acc.: 63.68%, KL Divergence: 0.208261] [G loss: 0.844633, KL Divergence: 0.843474, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
855 [D loss: 0.848082, acc.: 64.11%, KL Divergence: 0.206941] [G loss: 0.836569, KL Divergence: 0.835791, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
856 [D loss: 0.858842, acc.: 65.24%, KL Divergence: 0.206489] [G loss: 0.804004, KL Divergence: 0.803212, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
857 [D loss: 0.845678, acc.: 63.85%, KL Divergence: 0.207130] [G loss: 0.870550, KL Divergence: 0.869520, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
858 [D loss: 0.854951, acc.: 64.91%, KL Divergence: 0.205863] [G loss: 0.832346, KL Divergence: 0.831513, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
859 [D loss: 0.848387, acc.: 64.27%, KL Divergence: 0.205656] [G loss: 0.885058, KL Divergence: 0.884069, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
860 [D loss: 0.858939, acc.: 65.48%, KL Divergence: 0.204151] [G loss: 0.772590, KL Divergence: 0.772097, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
861 [D loss: 0.861196, acc.: 65.66%, KL Divergence: 0.204615] [G loss: 0.822954, KL Divergence: 0.822240, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
862 [D loss: 0.862648, acc.: 65.78%, KL Divergence: 0.204841] [G loss: 0.854854, KL Divergence: 0.854009, FID: 209.552365]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
863 [D loss: 0.856019, acc.: 65.14%, KL Divergence: 0.204631] [G loss: 0.843852, KL Divergence: 0.843078, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
864 [D loss: 0.872441, acc.: 66.91%, KL Divergence: 0.203359] [G loss: 0.762964, KL Divergence: 0.762460, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
865 [D loss: 0.862482, acc.: 65.86%, KL Divergence: 0.203905] [G loss: 0.809577, KL Divergence: 0.808902, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
866 [D loss: 0.862664, acc.: 65.89%, KL Divergence: 0.203731] [G loss: 0.802724, KL Divergence: 0.802114, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
867 [D loss: 0.854323, acc.: 65.06%, KL Divergence: 0.203713] [G loss: 0.806932, KL Divergence: 0.806302, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
868 [D loss: 0.834681, acc.: 63.05%, KL Divergence: 0.204162] [G loss: 0.887365, KL Divergence: 0.886588, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
869 [D loss: 0.854079, acc.: 65.10%, KL Divergence: 0.203079] [G loss: 0.770994, KL Divergence: 0.770526, FID: 209.552365]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
870 [D loss: 0.848075, acc.: 64.44%, KL Divergence: 0.203722] [G loss: 0.804209, KL Divergence: 0.803616, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
871 [D loss: 0.859804, acc.: 65.72%, KL Divergence: 0.202594] [G loss: 0.722400, KL Divergence: 0.722009, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
872 [D loss: 0.841282, acc.: 63.73%, KL Divergence: 0.203990] [G loss: 0.803020, KL Divergence: 0.802389, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
873 [D loss: 0.848655, acc.: 64.55%, KL Divergence: 0.203198] [G loss: 0.743099, KL Divergence: 0.742630, FID: 209.552365]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
874 [D loss: 0.840604, acc.: 63.69%, KL Divergence: 0.203671] [G loss: 0.763837, KL Divergence: 0.763284, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
875 [D loss: 0.842556, acc.: 63.87%, KL Divergence: 0.203861] [G loss: 0.737803, KL Divergence: 0.737311, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
876 [D loss: 0.841412, acc.: 63.74%, KL Divergence: 0.204004] [G loss: 0.756786, KL Divergence: 0.756223, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
877 [D loss: 0.832681, acc.: 62.83%, KL Divergence: 0.204358] [G loss: 0.784903, KL Divergence: 0.784244, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
878 [D loss: 0.834248, acc.: 63.00%, KL Divergence: 0.204199] [G loss: 0.793180, KL Divergence: 0.792544, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
879 [D loss: 0.839414, acc.: 63.50%, KL Divergence: 0.204451] [G loss: 0.791528, KL Divergence: 0.790959, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
880 [D loss: 0.833545, acc.: 62.88%, KL Divergence: 0.204696] [G loss: 0.835066, KL Divergence: 0.834367, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
881 [D loss: 0.845366, acc.: 64.07%, KL Divergence: 0.204641] [G loss: 0.794163, KL Divergence: 0.793591, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
882 [D loss: 0.858235, acc.: 65.39%, KL Divergence: 0.204371] [G loss: 0.777099, KL Divergence: 0.776515, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
883 [D loss: 0.846263, acc.: 64.20%, KL Divergence: 0.204255] [G loss: 0.809239, KL Divergence: 0.808611, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
884 [D loss: 0.852339, acc.: 64.81%, KL Divergence: 0.204249] [G loss: 0.786399, KL Divergence: 0.785796, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
885 [D loss: 0.851804, acc.: 64.76%, KL Divergence: 0.204224] [G loss: 0.819295, KL Divergence: 0.818680, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
886 [D loss: 0.847757, acc.: 64.35%, KL Divergence: 0.204220] [G loss: 0.810943, KL Divergence: 0.810348, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
887 [D loss: 0.851869, acc.: 64.78%, KL Divergence: 0.204069] [G loss: 0.814292, KL Divergence: 0.813713, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
888 [D loss: 0.850961, acc.: 64.66%, KL Divergence: 0.204391] [G loss: 0.843812, KL Divergence: 0.843124, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
889 [D loss: 0.839939, acc.: 63.66%, KL Divergence: 0.203317] [G loss: 0.824893, KL Divergence: 0.824417, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
890 [D loss: 0.843920, acc.: 63.96%, KL Divergence: 0.204311] [G loss: 0.870894, KL Divergence: 0.870155, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
891 [D loss: 0.835708, acc.: 63.15%, KL Divergence: 0.204230] [G loss: 0.877625, KL Divergence: 0.876818, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
892 [D loss: 0.847262, acc.: 64.40%, KL Divergence: 0.203237] [G loss: 0.789560, KL Divergence: 0.789057, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
893 [D loss: 0.851193, acc.: 64.74%, KL Divergence: 0.203815] [G loss: 0.785194, KL Divergence: 0.784671, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
894 [D loss: 0.851305, acc.: 64.77%, KL Divergence: 0.203576] [G loss: 0.772526, KL Divergence: 0.772009, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
895 [D loss: 0.845729, acc.: 64.16%, KL Divergence: 0.204163] [G loss: 0.809842, KL Divergence: 0.809192, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
896 [D loss: 0.843221, acc.: 63.87%, KL Divergence: 0.204525] [G loss: 0.813570, KL Divergence: 0.812889, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
897 [D loss: 0.846520, acc.: 64.24%, KL Divergence: 0.204122] [G loss: 0.778607, KL Divergence: 0.778048, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
898 [D loss: 0.833035, acc.: 62.81%, KL Divergence: 0.204981] [G loss: 0.817781, KL Divergence: 0.817074, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
899 [D loss: 0.837379, acc.: 63.31%, KL Divergence: 0.204255] [G loss: 0.778835, KL Divergence: 0.778248, FID: 209.552365]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 1s 117ms/step
900 [D loss: 0.826360, acc.: 62.08%, KL Divergence: 0.205604] [G loss: 0.850518, KL Divergence: 0.849614, FID: 179.875975]
1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
901 [D loss: 0.825315, acc.: 61.89%, KL Divergence: 0.206417] [G loss: 0.835676, KL Divergence: 0.834822, FID: 179.875975]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
902 [D loss: 0.835574, acc.: 62.99%, KL Divergence: 0.205663] [G loss: 0.780157, KL Divergence: 0.779519, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
903 [D loss: 0.835800, acc.: 62.96%, KL Divergence: 0.206205] [G loss: 0.817938, KL Divergence: 0.817204, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
904 [D loss: 0.829814, acc.: 62.29%, KL Divergence: 0.206949] [G loss: 0.871272, KL Divergence: 0.870288, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
905 [D loss: 0.842041, acc.: 63.54%, KL Divergence: 0.206667] [G loss: 0.846651, KL Divergence: 0.845878, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
906 [D loss: 0.843752, acc.: 63.73%, KL Divergence: 0.206434] [G loss: 0.818220, KL Divergence: 0.817460, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
907 [D loss: 0.851077, acc.: 64.50%, KL Divergence: 0.206110] [G loss: 0.821984, KL Divergence: 0.821254, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
908 [D loss: 0.847219, acc.: 64.06%, KL Divergence: 0.206625] [G loss: 0.857483, KL Divergence: 0.856632, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
909 [D loss: 0.853788, acc.: 64.80%, KL Divergence: 0.205795] [G loss: 0.834796, KL Divergence: 0.834089, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
910 [D loss: 0.849122, acc.: 64.29%, KL Divergence: 0.206223] [G loss: 0.882360, KL Divergence: 0.881492, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
911 [D loss: 0.855376, acc.: 64.96%, KL Divergence: 0.205763] [G loss: 0.845177, KL Divergence: 0.844468, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
912 [D loss: 0.852752, acc.: 64.75%, KL Divergence: 0.205205] [G loss: 0.864733, KL Divergence: 0.864012, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
913 [D loss: 0.849003, acc.: 64.46%, KL Divergence: 0.204409] [G loss: 0.828818, KL Divergence: 0.828149, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
914 [D loss: 0.851714, acc.: 64.70%, KL Divergence: 0.204735] [G loss: 0.830540, KL Divergence: 0.829953, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
915 [D loss: 0.860374, acc.: 65.65%, KL Divergence: 0.203899] [G loss: 0.788901, KL Divergence: 0.788309, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
916 [D loss: 0.860947, acc.: 65.64%, KL Divergence: 0.204583] [G loss: 0.787427, KL Divergence: 0.786854, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
917 [D loss: 0.853610, acc.: 64.92%, KL Divergence: 0.204371] [G loss: 0.807504, KL Divergence: 0.806922, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
918 [D loss: 0.855328, acc.: 65.22%, KL Divergence: 0.203129] [G loss: 0.749087, KL Divergence: 0.748701, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
919 [D loss: 0.858311, acc.: 65.49%, KL Divergence: 0.203377] [G loss: 0.775438, KL Divergence: 0.774977, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
920 [D loss: 0.842909, acc.: 63.86%, KL Divergence: 0.204273] [G loss: 0.868575, KL Divergence: 0.867912, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
921 [D loss: 0.844849, acc.: 64.15%, KL Divergence: 0.203311] [G loss: 0.816891, KL Divergence: 0.816396, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
922 [D loss: 0.844118, acc.: 64.10%, KL Divergence: 0.203167] [G loss: 0.830666, KL Divergence: 0.830162, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
923 [D loss: 0.842536, acc.: 63.88%, KL Divergence: 0.203744] [G loss: 0.862366, KL Divergence: 0.861792, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
924 [D loss: 0.845162, acc.: 64.20%, KL Divergence: 0.203121] [G loss: 0.798993, KL Divergence: 0.798532, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
925 [D loss: 0.837661, acc.: 63.37%, KL Divergence: 0.203934] [G loss: 0.853719, KL Divergence: 0.853016, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
926 [D loss: 0.841027, acc.: 63.73%, KL Divergence: 0.203699] [G loss: 0.820231, KL Divergence: 0.819532, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
927 [D loss: 0.845591, acc.: 64.21%, KL Divergence: 0.203510] [G loss: 0.812526, KL Divergence: 0.811918, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
928 [D loss: 0.836138, acc.: 63.23%, KL Divergence: 0.203830] [G loss: 0.822455, KL Divergence: 0.821839, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
929 [D loss: 0.829856, acc.: 62.57%, KL Divergence: 0.204142] [G loss: 0.841803, KL Divergence: 0.841115, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
930 [D loss: 0.824749, acc.: 62.01%, KL Divergence: 0.204623] [G loss: 0.876587, KL Divergence: 0.875792, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
931 [D loss: 0.817816, acc.: 61.35%, KL Divergence: 0.204272] [G loss: 0.844501, KL Divergence: 0.843903, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
932 [D loss: 0.818290, acc.: 61.41%, KL Divergence: 0.204231] [G loss: 0.849174, KL Divergence: 0.848575, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
933 [D loss: 0.804981, acc.: 60.04%, KL Divergence: 0.204587] [G loss: 0.895800, KL Divergence: 0.895051, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
934 [D loss: 0.810050, acc.: 60.57%, KL Divergence: 0.204372] [G loss: 0.843416, KL Divergence: 0.842835, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
935 [D loss: 0.807495, acc.: 60.23%, KL Divergence: 0.205188] [G loss: 0.848501, KL Divergence: 0.847888, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
936 [D loss: 0.817032, acc.: 61.24%, KL Divergence: 0.204664] [G loss: 0.811885, KL Divergence: 0.811312, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
937 [D loss: 0.833202, acc.: 62.83%, KL Divergence: 0.204928] [G loss: 0.779598, KL Divergence: 0.779019, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
938 [D loss: 0.837772, acc.: 63.26%, KL Divergence: 0.205172] [G loss: 0.782891, KL Divergence: 0.782299, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
939 [D loss: 0.845233, acc.: 63.99%, KL Divergence: 0.205293] [G loss: 0.773687, KL Divergence: 0.773090, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
940 [D loss: 0.844029, acc.: 63.96%, KL Divergence: 0.204460] [G loss: 0.795157, KL Divergence: 0.794600, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
941 [D loss: 0.844616, acc.: 64.00%, KL Divergence: 0.204576] [G loss: 0.818947, KL Divergence: 0.818339, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
942 [D loss: 0.843089, acc.: 63.92%, KL Divergence: 0.203893] [G loss: 0.794937, KL Divergence: 0.794405, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
943 [D loss: 0.831984, acc.: 62.79%, KL Divergence: 0.204044] [G loss: 0.855617, KL Divergence: 0.854992, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
944 [D loss: 0.848163, acc.: 64.55%, KL Divergence: 0.202666] [G loss: 0.753024, KL Divergence: 0.752631, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
945 [D loss: 0.839592, acc.: 63.64%, KL Divergence: 0.203216] [G loss: 0.807207, KL Divergence: 0.806720, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
946 [D loss: 0.832701, acc.: 62.94%, KL Divergence: 0.203303] [G loss: 0.835086, KL Divergence: 0.834551, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
947 [D loss: 0.837427, acc.: 63.46%, KL Divergence: 0.202804] [G loss: 0.790051, KL Divergence: 0.789562, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
948 [D loss: 0.837014, acc.: 63.36%, KL Divergence: 0.203402] [G loss: 0.807380, KL Divergence: 0.806843, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
949 [D loss: 0.825251, acc.: 62.11%, KL Divergence: 0.204125] [G loss: 0.848121, KL Divergence: 0.847428, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
950 [D loss: 0.835480, acc.: 63.23%, KL Divergence: 0.203208] [G loss: 0.783304, KL Divergence: 0.782826, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
951 [D loss: 0.813313, acc.: 60.92%, KL Divergence: 0.204133] [G loss: 0.839655, KL Divergence: 0.839009, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
952 [D loss: 0.819477, acc.: 61.60%, KL Divergence: 0.203437] [G loss: 0.807160, KL Divergence: 0.806636, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
953 [D loss: 0.804960, acc.: 60.04%, KL Divergence: 0.204544] [G loss: 0.860783, KL Divergence: 0.860018, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
954 [D loss: 0.814358, acc.: 61.05%, KL Divergence: 0.203903] [G loss: 0.803259, KL Divergence: 0.802695, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
955 [D loss: 0.822707, acc.: 61.88%, KL Divergence: 0.203898] [G loss: 0.799894, KL Divergence: 0.799335, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
956 [D loss: 0.832057, acc.: 62.82%, KL Divergence: 0.203891] [G loss: 0.789625, KL Divergence: 0.789085, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
957 [D loss: 0.831264, acc.: 62.74%, KL Divergence: 0.203898] [G loss: 0.813871, KL Divergence: 0.813305, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
958 [D loss: 0.818206, acc.: 61.35%, KL Divergence: 0.204707] [G loss: 0.892156, KL Divergence: 0.891433, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
959 [D loss: 0.815351, acc.: 61.00%, KL Divergence: 0.205310] [G loss: 0.914313, KL Divergence: 0.913522, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
960 [D loss: 0.825102, acc.: 62.00%, KL Divergence: 0.205113] [G loss: 0.900219, KL Divergence: 0.899401, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
961 [D loss: 0.838929, acc.: 63.41%, KL Divergence: 0.204831] [G loss: 0.859697, KL Divergence: 0.858952, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
962 [D loss: 0.831892, acc.: 62.74%, KL Divergence: 0.204518] [G loss: 0.882712, KL Divergence: 0.882045, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
963 [D loss: 0.828013, acc.: 62.43%, KL Divergence: 0.203733] [G loss: 0.852119, KL Divergence: 0.851619, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
964 [D loss: 0.833937, acc.: 62.96%, KL Divergence: 0.204369] [G loss: 0.878874, KL Divergence: 0.878246, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
965 [D loss: 0.849488, acc.: 64.55%, KL Divergence: 0.203973] [G loss: 0.853440, KL Divergence: 0.852875, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
966 [D loss: 0.834001, acc.: 63.00%, KL Divergence: 0.204042] [G loss: 0.914691, KL Divergence: 0.914062, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
967 [D loss: 0.821598, acc.: 61.80%, KL Divergence: 0.203610] [G loss: 0.937884, KL Divergence: 0.937280, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
968 [D loss: 0.819370, acc.: 61.63%, KL Divergence: 0.203094] [G loss: 0.899327, KL Divergence: 0.898797, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
969 [D loss: 0.825621, acc.: 62.26%, KL Divergence: 0.202993] [G loss: 0.854768, KL Divergence: 0.854325, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
970 [D loss: 0.838556, acc.: 63.52%, KL Divergence: 0.203312] [G loss: 0.787553, KL Divergence: 0.787133, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
971 [D loss: 0.827832, acc.: 62.38%, KL Divergence: 0.204018] [G loss: 0.849025, KL Divergence: 0.848305, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
972 [D loss: 0.818151, acc.: 61.42%, KL Divergence: 0.203923] [G loss: 0.847747, KL Divergence: 0.847076, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
973 [D loss: 0.815137, acc.: 61.14%, KL Divergence: 0.203781] [G loss: 0.823950, KL Divergence: 0.823360, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
974 [D loss: 0.799369, acc.: 59.51%, KL Divergence: 0.204238] [G loss: 0.825797, KL Divergence: 0.825269, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
975 [D loss: 0.800634, acc.: 59.64%, KL Divergence: 0.204203] [G loss: 0.868597, KL Divergence: 0.867921, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
976 [D loss: 0.804526, acc.: 60.02%, KL Divergence: 0.204277] [G loss: 0.806118, KL Divergence: 0.805539, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
977 [D loss: 0.803850, acc.: 59.98%, KL Divergence: 0.204021] [G loss: 0.809993, KL Divergence: 0.809423, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
978 [D loss: 0.804461, acc.: 60.04%, KL Divergence: 0.204014] [G loss: 0.799737, KL Divergence: 0.799137, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
979 [D loss: 0.791262, acc.: 58.69%, KL Divergence: 0.204362] [G loss: 0.808421, KL Divergence: 0.807808, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
980 [D loss: 0.779878, acc.: 57.42%, KL Divergence: 0.205661] [G loss: 0.863989, KL Divergence: 0.863157, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
981 [D loss: 0.794644, acc.: 58.92%, KL Divergence: 0.205463] [G loss: 0.813189, KL Divergence: 0.812459, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
982 [D loss: 0.791579, acc.: 58.56%, KL Divergence: 0.205938] [G loss: 0.790536, KL Divergence: 0.789877, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
983 [D loss: 0.786909, acc.: 58.05%, KL Divergence: 0.206382] [G loss: 0.830632, KL Divergence: 0.829842, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
984 [D loss: 0.795826, acc.: 58.90%, KL Divergence: 0.206793] [G loss: 0.829825, KL Divergence: 0.829010, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
985 [D loss: 0.790581, acc.: 58.29%, KL Divergence: 0.207657] [G loss: 0.867802, KL Divergence: 0.866898, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
986 [D loss: 0.799242, acc.: 59.17%, KL Divergence: 0.207584] [G loss: 0.888758, KL Divergence: 0.887753, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
987 [D loss: 0.794841, acc.: 58.70%, KL Divergence: 0.207877] [G loss: 0.915859, KL Divergence: 0.914874, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
988 [D loss: 0.796675, acc.: 58.83%, KL Divergence: 0.208425] [G loss: 0.989338, KL Divergence: 0.988068, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
989 [D loss: 0.803656, acc.: 59.67%, KL Divergence: 0.206957] [G loss: 0.889769, KL Divergence: 0.888953, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
990 [D loss: 0.797058, acc.: 58.93%, KL Divergence: 0.207722] [G loss: 0.946217, KL Divergence: 0.945311, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
991 [D loss: 0.794304, acc.: 58.60%, KL Divergence: 0.208267] [G loss: 1.004450, KL Divergence: 1.003378, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
992 [D loss: 0.806892, acc.: 59.88%, KL Divergence: 0.208135] [G loss: 0.940198, KL Divergence: 0.939305, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
993 [D loss: 0.816303, acc.: 61.00%, KL Divergence: 0.206335] [G loss: 0.850979, KL Divergence: 0.850281, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
994 [D loss: 0.815157, acc.: 60.79%, KL Divergence: 0.207279] [G loss: 0.863387, KL Divergence: 0.862654, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
995 [D loss: 0.815585, acc.: 60.85%, KL Divergence: 0.207116] [G loss: 0.840372, KL Divergence: 0.839658, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
996 [D loss: 0.814780, acc.: 60.78%, KL Divergence: 0.206973] [G loss: 0.836098, KL Divergence: 0.835418, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
997 [D loss: 0.811579, acc.: 60.46%, KL Divergence: 0.207028] [G loss: 0.854594, KL Divergence: 0.853825, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
998 [D loss: 0.820346, acc.: 61.42%, KL Divergence: 0.206191] [G loss: 0.803974, KL Divergence: 0.803348, FID: 179.875975]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
999 [D loss: 0.819787, acc.: 61.33%, KL Divergence: 0.206441] [G loss: 0.814063, KL Divergence: 0.813405, FID: 179.875975]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 77ms/step
4/4 [==============================] - 1s 122ms/step
1000 [D loss: 0.829542, acc.: 62.37%, KL Divergence: 0.205818] [G loss: 0.801388, KL Divergence: 0.800746, FID: 193.101715]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1001 [D loss: 0.831010, acc.: 62.51%, KL Divergence: 0.205932] [G loss: 0.832034, KL Divergence: 0.831316, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1002 [D loss: 0.836774, acc.: 63.02%, KL Divergence: 0.206608] [G loss: 0.854234, KL Divergence: 0.853497, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1003 [D loss: 0.831727, acc.: 62.53%, KL Divergence: 0.206421] [G loss: 0.862108, KL Divergence: 0.861353, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1004 [D loss: 0.825415, acc.: 61.87%, KL Divergence: 0.206691] [G loss: 0.895521, KL Divergence: 0.894823, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1005 [D loss: 0.819691, acc.: 61.45%, KL Divergence: 0.205226] [G loss: 0.888231, KL Divergence: 0.887639, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1006 [D loss: 0.805922, acc.: 60.00%, KL Divergence: 0.205966] [G loss: 0.967241, KL Divergence: 0.966493, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1007 [D loss: 0.797458, acc.: 59.10%, KL Divergence: 0.206494] [G loss: 0.988955, KL Divergence: 0.987854, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1008 [D loss: 0.808869, acc.: 60.33%, KL Divergence: 0.205594] [G loss: 0.891710, KL Divergence: 0.890860, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1009 [D loss: 0.811684, acc.: 60.62%, KL Divergence: 0.205505] [G loss: 0.886380, KL Divergence: 0.885531, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1010 [D loss: 0.818792, acc.: 61.28%, KL Divergence: 0.206035] [G loss: 0.907792, KL Divergence: 0.906852, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1011 [D loss: 0.833769, acc.: 62.81%, KL Divergence: 0.205638] [G loss: 0.854399, KL Divergence: 0.853631, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
1012 [D loss: 0.841362, acc.: 63.56%, KL Divergence: 0.205714] [G loss: 0.875083, KL Divergence: 0.874171, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1013 [D loss: 0.841612, acc.: 63.60%, KL Divergence: 0.205638] [G loss: 0.896805, KL Divergence: 0.895764, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1014 [D loss: 0.822929, acc.: 61.76%, KL Divergence: 0.205321] [G loss: 0.864527, KL Divergence: 0.863570, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1015 [D loss: 0.840620, acc.: 63.66%, KL Divergence: 0.204058] [G loss: 0.786329, KL Divergence: 0.785724, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1016 [D loss: 0.826226, acc.: 62.13%, KL Divergence: 0.204901] [G loss: 0.854397, KL Divergence: 0.853418, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1017 [D loss: 0.827553, acc.: 62.29%, KL Divergence: 0.204679] [G loss: 0.812994, KL Divergence: 0.812184, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1018 [D loss: 0.839927, acc.: 63.62%, KL Divergence: 0.203741] [G loss: 0.765595, KL Divergence: 0.765137, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1019 [D loss: 0.821877, acc.: 61.80%, KL Divergence: 0.203891] [G loss: 0.839257, KL Divergence: 0.838600, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1020 [D loss: 0.809917, acc.: 60.54%, KL Divergence: 0.204523] [G loss: 0.902520, KL Divergence: 0.901758, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1021 [D loss: 0.798992, acc.: 59.43%, KL Divergence: 0.204690] [G loss: 0.916237, KL Divergence: 0.915444, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1022 [D loss: 0.797516, acc.: 59.32%, KL Divergence: 0.204356] [G loss: 0.852925, KL Divergence: 0.852384, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1023 [D loss: 0.783153, acc.: 57.83%, KL Divergence: 0.204858] [G loss: 0.896042, KL Divergence: 0.895277, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1024 [D loss: 0.789892, acc.: 58.49%, KL Divergence: 0.205033] [G loss: 0.886488, KL Divergence: 0.885755, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1025 [D loss: 0.791862, acc.: 58.66%, KL Divergence: 0.205231] [G loss: 0.889592, KL Divergence: 0.888738, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1026 [D loss: 0.811884, acc.: 60.70%, KL Divergence: 0.204869] [G loss: 0.824849, KL Divergence: 0.824268, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1027 [D loss: 0.797812, acc.: 59.28%, KL Divergence: 0.205045] [G loss: 0.872114, KL Divergence: 0.871438, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1028 [D loss: 0.793401, acc.: 58.78%, KL Divergence: 0.205578] [G loss: 0.926761, KL Divergence: 0.925896, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1029 [D loss: 0.799567, acc.: 59.48%, KL Divergence: 0.204812] [G loss: 0.903323, KL Divergence: 0.902639, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1030 [D loss: 0.796942, acc.: 59.14%, KL Divergence: 0.205569] [G loss: 0.934857, KL Divergence: 0.934011, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1031 [D loss: 0.804974, acc.: 59.95%, KL Divergence: 0.205512] [G loss: 0.924600, KL Divergence: 0.923798, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1032 [D loss: 0.812048, acc.: 60.69%, KL Divergence: 0.205182] [G loss: 0.861577, KL Divergence: 0.860895, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1033 [D loss: 0.829057, acc.: 62.41%, KL Divergence: 0.204959] [G loss: 0.847615, KL Divergence: 0.846975, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1034 [D loss: 0.823853, acc.: 61.94%, KL Divergence: 0.204480] [G loss: 0.889910, KL Divergence: 0.889253, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1035 [D loss: 0.827334, acc.: 62.37%, KL Divergence: 0.203671] [G loss: 0.825071, KL Divergence: 0.824605, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1036 [D loss: 0.827479, acc.: 62.35%, KL Divergence: 0.203969] [G loss: 0.873596, KL Divergence: 0.873010, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1037 [D loss: 0.817648, acc.: 61.38%, KL Divergence: 0.203857] [G loss: 0.916107, KL Divergence: 0.915528, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1038 [D loss: 0.814397, acc.: 60.99%, KL Divergence: 0.204507] [G loss: 0.927547, KL Divergence: 0.926904, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1039 [D loss: 0.816510, acc.: 61.27%, KL Divergence: 0.203760] [G loss: 0.909591, KL Divergence: 0.909057, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1040 [D loss: 0.812567, acc.: 60.87%, KL Divergence: 0.203832] [G loss: 0.905199, KL Divergence: 0.904602, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1041 [D loss: 0.820889, acc.: 61.71%, KL Divergence: 0.203834] [G loss: 0.927944, KL Divergence: 0.927301, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1042 [D loss: 0.814209, acc.: 61.07%, KL Divergence: 0.203539] [G loss: 0.895657, KL Divergence: 0.895083, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1043 [D loss: 0.796765, acc.: 59.25%, KL Divergence: 0.204239] [G loss: 0.956882, KL Divergence: 0.956175, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1044 [D loss: 0.816409, acc.: 61.32%, KL Divergence: 0.203188] [G loss: 0.861933, KL Divergence: 0.861377, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1045 [D loss: 0.802430, acc.: 59.87%, KL Divergence: 0.203720] [G loss: 0.842482, KL Divergence: 0.841930, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1046 [D loss: 0.798097, acc.: 59.36%, KL Divergence: 0.204471] [G loss: 0.878383, KL Divergence: 0.877713, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1047 [D loss: 0.804249, acc.: 60.01%, KL Divergence: 0.204175] [G loss: 0.814299, KL Divergence: 0.813833, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1048 [D loss: 0.799737, acc.: 59.51%, KL Divergence: 0.204632] [G loss: 0.846009, KL Divergence: 0.845454, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1049 [D loss: 0.796213, acc.: 59.11%, KL Divergence: 0.205063] [G loss: 0.877757, KL Divergence: 0.877105, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1050 [D loss: 0.795582, acc.: 59.06%, KL Divergence: 0.204974] [G loss: 0.920782, KL Divergence: 0.920036, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1051 [D loss: 0.802576, acc.: 59.84%, KL Divergence: 0.204203] [G loss: 0.897847, KL Divergence: 0.897236, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1052 [D loss: 0.801889, acc.: 59.73%, KL Divergence: 0.204599] [G loss: 0.936465, KL Divergence: 0.935803, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1053 [D loss: 0.798631, acc.: 59.36%, KL Divergence: 0.205064] [G loss: 0.958120, KL Divergence: 0.957386, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1054 [D loss: 0.814256, acc.: 61.04%, KL Divergence: 0.203818] [G loss: 0.882104, KL Divergence: 0.881575, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1055 [D loss: 0.799049, acc.: 59.45%, KL Divergence: 0.204513] [G loss: 0.937275, KL Divergence: 0.936587, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1056 [D loss: 0.800907, acc.: 59.65%, KL Divergence: 0.204452] [G loss: 0.956318, KL Divergence: 0.955601, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1057 [D loss: 0.801544, acc.: 59.76%, KL Divergence: 0.203945] [G loss: 0.933218, KL Divergence: 0.932663, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1058 [D loss: 0.810693, acc.: 60.71%, KL Divergence: 0.203614] [G loss: 0.908812, KL Divergence: 0.908322, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1059 [D loss: 0.785909, acc.: 58.19%, KL Divergence: 0.204033] [G loss: 0.998289, KL Divergence: 0.997672, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1060 [D loss: 0.792014, acc.: 58.79%, KL Divergence: 0.204134] [G loss: 0.979986, KL Divergence: 0.979316, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1061 [D loss: 0.791767, acc.: 58.68%, KL Divergence: 0.205014] [G loss: 0.953296, KL Divergence: 0.952479, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1062 [D loss: 0.810156, acc.: 60.59%, KL Divergence: 0.204238] [G loss: 0.858213, KL Divergence: 0.857648, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1063 [D loss: 0.807118, acc.: 60.28%, KL Divergence: 0.204317] [G loss: 0.891377, KL Divergence: 0.890726, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1064 [D loss: 0.812337, acc.: 60.81%, KL Divergence: 0.204278] [G loss: 0.922017, KL Divergence: 0.921333, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1065 [D loss: 0.809360, acc.: 60.60%, KL Divergence: 0.203311] [G loss: 0.826948, KL Divergence: 0.826521, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1066 [D loss: 0.790039, acc.: 58.60%, KL Divergence: 0.204009] [G loss: 0.905390, KL Divergence: 0.904802, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1067 [D loss: 0.791598, acc.: 58.63%, KL Divergence: 0.205311] [G loss: 0.981300, KL Divergence: 0.980479, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1068 [D loss: 0.812873, acc.: 60.86%, KL Divergence: 0.204298] [G loss: 0.859144, KL Divergence: 0.858488, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1069 [D loss: 0.815647, acc.: 61.06%, KL Divergence: 0.205064] [G loss: 0.860977, KL Divergence: 0.860191, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1070 [D loss: 0.811149, acc.: 60.62%, KL Divergence: 0.204954] [G loss: 0.829109, KL Divergence: 0.828477, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1071 [D loss: 0.807872, acc.: 60.30%, KL Divergence: 0.204836] [G loss: 0.853006, KL Divergence: 0.852393, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1072 [D loss: 0.816757, acc.: 61.18%, KL Divergence: 0.204963] [G loss: 0.836582, KL Divergence: 0.836057, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1073 [D loss: 0.803018, acc.: 59.75%, KL Divergence: 0.205553] [G loss: 0.875614, KL Divergence: 0.874969, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1074 [D loss: 0.816184, acc.: 61.02%, KL Divergence: 0.205992] [G loss: 0.887867, KL Divergence: 0.887107, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1075 [D loss: 0.802860, acc.: 59.64%, KL Divergence: 0.206412] [G loss: 0.919217, KL Divergence: 0.918427, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1076 [D loss: 0.802869, acc.: 59.66%, KL Divergence: 0.206224] [G loss: 0.914052, KL Divergence: 0.913237, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1077 [D loss: 0.802442, acc.: 59.68%, KL Divergence: 0.205671] [G loss: 0.898655, KL Divergence: 0.897894, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1078 [D loss: 0.801086, acc.: 59.50%, KL Divergence: 0.206122] [G loss: 0.903351, KL Divergence: 0.902572, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1079 [D loss: 0.796009, acc.: 58.98%, KL Divergence: 0.206211] [G loss: 0.902642, KL Divergence: 0.901756, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1080 [D loss: 0.798119, acc.: 59.15%, KL Divergence: 0.206574] [G loss: 0.904823, KL Divergence: 0.903942, FID: 193.101715]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1081 [D loss: 0.790435, acc.: 58.36%, KL Divergence: 0.206859] [G loss: 0.948091, KL Divergence: 0.947132, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1082 [D loss: 0.805866, acc.: 60.01%, KL Divergence: 0.205800] [G loss: 0.904188, KL Divergence: 0.903444, FID: 193.101715]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1083 [D loss: 0.796566, acc.: 59.00%, KL Divergence: 0.206534] [G loss: 0.930570, KL Divergence: 0.929668, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1084 [D loss: 0.793050, acc.: 58.69%, KL Divergence: 0.206192] [G loss: 0.921325, KL Divergence: 0.920472, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1085 [D loss: 0.791092, acc.: 58.46%, KL Divergence: 0.206513] [G loss: 0.930145, KL Divergence: 0.929271, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1086 [D loss: 0.786372, acc.: 57.90%, KL Divergence: 0.207362] [G loss: 1.016170, KL Divergence: 1.015067, FID: 193.101715]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1087 [D loss: 0.789070, acc.: 58.27%, KL Divergence: 0.206382] [G loss: 0.919348, KL Divergence: 0.918543, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1088 [D loss: 0.787763, acc.: 58.18%, KL Divergence: 0.205996] [G loss: 0.924282, KL Divergence: 0.923424, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1089 [D loss: 0.784535, acc.: 57.84%, KL Divergence: 0.206170] [G loss: 0.918223, KL Divergence: 0.917430, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1090 [D loss: 0.777321, acc.: 57.04%, KL Divergence: 0.206967] [G loss: 0.978950, KL Divergence: 0.977931, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1091 [D loss: 0.780150, acc.: 57.37%, KL Divergence: 0.206478] [G loss: 0.934332, KL Divergence: 0.933219, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1092 [D loss: 0.772480, acc.: 56.36%, KL Divergence: 0.208885] [G loss: 0.997944, KL Divergence: 0.996224, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1093 [D loss: 0.791272, acc.: 58.38%, KL Divergence: 0.207447] [G loss: 0.902347, KL Divergence: 0.901270, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1094 [D loss: 0.803421, acc.: 59.74%, KL Divergence: 0.206022] [G loss: 0.847662, KL Divergence: 0.846984, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1095 [D loss: 0.814430, acc.: 60.82%, KL Divergence: 0.206206] [G loss: 0.867406, KL Divergence: 0.866562, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1096 [D loss: 0.806239, acc.: 60.04%, KL Divergence: 0.205802] [G loss: 0.897849, KL Divergence: 0.896949, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1097 [D loss: 0.797895, acc.: 59.18%, KL Divergence: 0.206142] [G loss: 0.949469, KL Divergence: 0.948439, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1098 [D loss: 0.799210, acc.: 59.35%, KL Divergence: 0.205733] [G loss: 0.915303, KL Divergence: 0.914300, FID: 193.101715]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1099 [D loss: 0.787236, acc.: 58.15%, KL Divergence: 0.205775] [G loss: 0.920315, KL Divergence: 0.919304, FID: 193.101715]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 91ms/step
4/4 [==============================] - 1s 109ms/step
1100 [D loss: 0.780879, acc.: 57.46%, KL Divergence: 0.206292] [G loss: 0.957645, KL Divergence: 0.956530, FID: 178.018081]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1101 [D loss: 0.775873, acc.: 57.00%, KL Divergence: 0.205851] [G loss: 0.973135, KL Divergence: 0.972217, FID: 178.018081]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1102 [D loss: 0.781061, acc.: 57.54%, KL Divergence: 0.205623] [G loss: 0.958295, KL Divergence: 0.957491, FID: 178.018081]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
1103 [D loss: 0.780765, acc.: 57.60%, KL Divergence: 0.204742] [G loss: 0.933202, KL Divergence: 0.932583, FID: 178.018081]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1104 [D loss: 0.778783, acc.: 57.42%, KL Divergence: 0.204602] [G loss: 0.941431, KL Divergence: 0.940811, FID: 178.018081]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1105 [D loss: 0.778842, acc.: 57.38%, KL Divergence: 0.205090] [G loss: 0.956948, KL Divergence: 0.956150, FID: 178.018081]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1106 [D loss: 0.792116, acc.: 58.79%, KL Divergence: 0.204224] [G loss: 0.865450, KL Divergence: 0.864875, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1107 [D loss: 0.801118, acc.: 59.58%, KL Divergence: 0.205279] [G loss: 0.882140, KL Divergence: 0.881446, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1108 [D loss: 0.797429, acc.: 59.20%, KL Divergence: 0.205392] [G loss: 0.910181, KL Divergence: 0.909456, FID: 178.018081]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 0s/step
1109 [D loss: 0.799744, acc.: 59.43%, KL Divergence: 0.205479] [G loss: 0.944141, KL Divergence: 0.943334, FID: 178.018081]
4/4 [==============================] - 0s 828us/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1110 [D loss: 0.795424, acc.: 58.97%, KL Divergence: 0.205684] [G loss: 0.973096, KL Divergence: 0.972293, FID: 178.018081]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1111 [D loss: 0.802366, acc.: 59.76%, KL Divergence: 0.204744] [G loss: 0.885237, KL Divergence: 0.884689, FID: 178.018081]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1112 [D loss: 0.788197, acc.: 58.20%, KL Divergence: 0.206200] [G loss: 1.019785, KL Divergence: 1.018838, FID: 178.018081]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1113 [D loss: 0.809685, acc.: 60.49%, KL Divergence: 0.204735] [G loss: 0.897025, KL Divergence: 0.896474, FID: 178.018081]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1114 [D loss: 0.798497, acc.: 59.33%, KL Divergence: 0.205173] [G loss: 0.946776, KL Divergence: 0.946123, FID: 178.018081]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1115 [D loss: 0.807265, acc.: 60.29%, KL Divergence: 0.204340] [G loss: 0.938687, KL Divergence: 0.938097, FID: 178.018081]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
1116 [D loss: 0.791534, acc.: 58.71%, KL Divergence: 0.204414] [G loss: 1.027765, KL Divergence: 1.027101, FID: 178.018081]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1117 [D loss: 0.785053, acc.: 58.05%, KL Divergence: 0.204548] [G loss: 1.014762, KL Divergence: 1.014066, FID: 178.018081]
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1118 [D loss: 0.780289, acc.: 57.58%, KL Divergence: 0.204516] [G loss: 0.970501, KL Divergence: 0.969875, FID: 178.018081]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 779us/step
4/4 [==============================] - 0s 2ms/step
1119 [D loss: 0.805400, acc.: 60.06%, KL Divergence: 0.204750] [G loss: 0.916250, KL Divergence: 0.915580, FID: 178.018081]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1120 [D loss: 0.818168, acc.: 61.30%, KL Divergence: 0.205183] [G loss: 0.901902, KL Divergence: 0.901255, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1121 [D loss: 0.818409, acc.: 61.29%, KL Divergence: 0.205510] [G loss: 0.940157, KL Divergence: 0.939377, FID: 178.018081]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 450us/step
1122 [D loss: 0.839268, acc.: 63.42%, KL Divergence: 0.205081] [G loss: 0.870200, KL Divergence: 0.869522, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1123 [D loss: 0.836918, acc.: 63.14%, KL Divergence: 0.205497] [G loss: 0.886292, KL Divergence: 0.885570, FID: 178.018081]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1124 [D loss: 0.863212, acc.: 65.87%, KL Divergence: 0.204505] [G loss: 0.802748, KL Divergence: 0.802254, FID: 178.018081]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1125 [D loss: 0.852186, acc.: 64.78%, KL Divergence: 0.204415] [G loss: 0.840715, KL Divergence: 0.840144, FID: 178.018081]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1126 [D loss: 0.834802, acc.: 63.01%, KL Divergence: 0.204717] [G loss: 0.928866, KL Divergence: 0.927650, FID: 178.018081]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
1127 [D loss: 0.846607, acc.: 64.18%, KL Divergence: 0.204848] [G loss: 0.806954, KL Divergence: 0.806223, FID: 178.018081]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1128 [D loss: 0.841971, acc.: 63.66%, KL Divergence: 0.205391] [G loss: 0.843046, KL Divergence: 0.842146, FID: 178.018081]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
1129 [D loss: 0.833490, acc.: 62.83%, KL Divergence: 0.205166] [G loss: 0.867098, KL Divergence: 0.866219, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
1130 [D loss: 0.822831, acc.: 61.66%, KL Divergence: 0.206270] [G loss: 0.888570, KL Divergence: 0.887564, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
1131 [D loss: 0.816058, acc.: 60.90%, KL Divergence: 0.207106] [G loss: 0.962590, KL Divergence: 0.961215, FID: 178.018081]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 11ms/step
1132 [D loss: 0.810048, acc.: 60.34%, KL Divergence: 0.206645] [G loss: 0.938583, KL Divergence: 0.937370, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
1133 [D loss: 0.800857, acc.: 59.42%, KL Divergence: 0.206646] [G loss: 0.951695, KL Divergence: 0.950530, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 16ms/step
1134 [D loss: 0.798746, acc.: 59.19%, KL Divergence: 0.206813] [G loss: 0.949452, KL Divergence: 0.948395, FID: 178.018081]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1135 [D loss: 0.789372, acc.: 58.30%, KL Divergence: 0.206381] [G loss: 0.941756, KL Divergence: 0.940657, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
1136 [D loss: 0.789098, acc.: 58.19%, KL Divergence: 0.207199] [G loss: 0.954812, KL Divergence: 0.953660, FID: 178.018081]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
1137 [D loss: 0.791534, acc.: 58.49%, KL Divergence: 0.206663] [G loss: 0.906176, KL Divergence: 0.905295, FID: 178.018081]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
1138 [D loss: 0.781874, acc.: 57.49%, KL Divergence: 0.207012] [G loss: 0.903990, KL Divergence: 0.903057, FID: 178.018081]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 37ms/step
4/4 [==============================] - 0s 9ms/step
1139 [D loss: 0.787228, acc.: 58.12%, KL Divergence: 0.206073] [G loss: 0.865045, KL Divergence: 0.864344, FID: 178.018081]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
1140 [D loss: 0.779487, acc.: 57.17%, KL Divergence: 0.207770] [G loss: 0.945865, KL Divergence: 0.944767, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 7ms/step
1141 [D loss: 0.797356, acc.: 58.98%, KL Divergence: 0.207586] [G loss: 0.878950, KL Divergence: 0.878099, FID: 178.018081]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1142 [D loss: 0.804959, acc.: 59.54%, KL Divergence: 0.209607] [G loss: 0.902341, KL Divergence: 0.901408, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
1143 [D loss: 0.815241, acc.: 60.59%, KL Divergence: 0.209344] [G loss: 0.887949, KL Divergence: 0.887101, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
1144 [D loss: 0.826413, acc.: 61.81%, KL Divergence: 0.208301] [G loss: 0.863972, KL Divergence: 0.863190, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 8ms/step
1145 [D loss: 0.816283, acc.: 60.77%, KL Divergence: 0.208538] [G loss: 0.983678, KL Divergence: 0.982568, FID: 178.018081]
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
1146 [D loss: 0.827649, acc.: 61.98%, KL Divergence: 0.207851] [G loss: 0.966922, KL Divergence: 0.966005, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
1147 [D loss: 0.836667, acc.: 63.05%, KL Divergence: 0.206125] [G loss: 0.930534, KL Divergence: 0.929857, FID: 178.018081]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
1148 [D loss: 0.822136, acc.: 61.67%, KL Divergence: 0.205483] [G loss: 0.931613, KL Divergence: 0.931013, FID: 178.018081]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 21ms/step
1149 [D loss: 0.801395, acc.: 59.58%, KL Divergence: 0.205603] [G loss: 1.016898, KL Divergence: 1.016148, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
1150 [D loss: 0.805903, acc.: 60.09%, KL Divergence: 0.205012] [G loss: 1.012678, KL Divergence: 1.011924, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
1151 [D loss: 0.807583, acc.: 60.33%, KL Divergence: 0.204282] [G loss: 0.958988, KL Divergence: 0.958374, FID: 178.018081]
4/4 [==============================] - 0s 48ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
1152 [D loss: 0.812981, acc.: 60.90%, KL Divergence: 0.203946] [G loss: 0.895488, KL Divergence: 0.894959, FID: 178.018081]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
1153 [D loss: 0.792933, acc.: 58.85%, KL Divergence: 0.204444] [G loss: 0.988056, KL Divergence: 0.987354, FID: 178.018081]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
1154 [D loss: 0.828325, acc.: 62.51%, KL Divergence: 0.203201] [G loss: 0.889855, KL Divergence: 0.889343, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
1155 [D loss: 0.814383, acc.: 61.11%, KL Divergence: 0.203279] [G loss: 0.887529, KL Divergence: 0.887023, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
1156 [D loss: 0.808800, acc.: 60.61%, KL Divergence: 0.202676] [G loss: 0.869582, KL Divergence: 0.869157, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 12ms/step
1157 [D loss: 0.795536, acc.: 59.29%, KL Divergence: 0.202608] [G loss: 0.900443, KL Divergence: 0.899952, FID: 178.018081]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
1158 [D loss: 0.790235, acc.: 58.74%, KL Divergence: 0.202825] [G loss: 0.918100, KL Divergence: 0.917589, FID: 178.018081]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1159 [D loss: 0.797087, acc.: 59.45%, KL Divergence: 0.202558] [G loss: 0.877833, KL Divergence: 0.877375, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
1160 [D loss: 0.795333, acc.: 59.30%, KL Divergence: 0.202362] [G loss: 0.851062, KL Divergence: 0.850664, FID: 178.018081]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
1161 [D loss: 0.785185, acc.: 58.25%, KL Divergence: 0.202657] [G loss: 0.889001, KL Divergence: 0.888517, FID: 178.018081]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
1162 [D loss: 0.790313, acc.: 58.78%, KL Divergence: 0.202552] [G loss: 0.885417, KL Divergence: 0.884979, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
1163 [D loss: 0.788161, acc.: 58.57%, KL Divergence: 0.202502] [G loss: 0.865305, KL Divergence: 0.864902, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
1164 [D loss: 0.799074, acc.: 59.64%, KL Divergence: 0.202637] [G loss: 0.874408, KL Divergence: 0.873980, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
1165 [D loss: 0.790143, acc.: 58.74%, KL Divergence: 0.202775] [G loss: 0.921409, KL Divergence: 0.920956, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
1166 [D loss: 0.794246, acc.: 59.19%, KL Divergence: 0.202301] [G loss: 0.909279, KL Divergence: 0.908916, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
1167 [D loss: 0.772618, acc.: 56.99%, KL Divergence: 0.202720] [G loss: 1.011806, KL Divergence: 1.011302, FID: 178.018081]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
1168 [D loss: 0.763449, acc.: 56.08%, KL Divergence: 0.202654] [G loss: 0.945636, KL Divergence: 0.945227, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
1169 [D loss: 0.765966, acc.: 56.30%, KL Divergence: 0.202958] [G loss: 0.942237, KL Divergence: 0.941778, FID: 178.018081]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
1170 [D loss: 0.795398, acc.: 59.18%, KL Divergence: 0.203574] [G loss: 0.897493, KL Divergence: 0.896969, FID: 178.018081]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
1171 [D loss: 0.795065, acc.: 59.02%, KL Divergence: 0.204905] [G loss: 0.916410, KL Divergence: 0.915805, FID: 178.018081]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
1172 [D loss: 0.813814, acc.: 60.98%, KL Divergence: 0.204031] [G loss: 0.857912, KL Divergence: 0.857450, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
1173 [D loss: 0.804270, acc.: 60.03%, KL Divergence: 0.203994] [G loss: 0.915383, KL Divergence: 0.914785, FID: 178.018081]
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
1174 [D loss: 0.828095, acc.: 62.41%, KL Divergence: 0.204023] [G loss: 0.890925, KL Divergence: 0.890366, FID: 178.018081]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
1175 [D loss: 0.810190, acc.: 60.62%, KL Divergence: 0.203983] [G loss: 0.922575, KL Divergence: 0.921984, FID: 178.018081]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 33ms/step
1176 [D loss: 0.808301, acc.: 60.46%, KL Divergence: 0.203740] [G loss: 0.969836, KL Divergence: 0.969200, FID: 178.018081]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
1177 [D loss: 0.794973, acc.: 59.16%, KL Divergence: 0.203392] [G loss: 0.957653, KL Divergence: 0.957115, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
1178 [D loss: 0.795011, acc.: 59.14%, KL Divergence: 0.203611] [G loss: 0.994127, KL Divergence: 0.993520, FID: 178.018081]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
1179 [D loss: 0.789877, acc.: 58.62%, KL Divergence: 0.203722] [G loss: 0.976771, KL Divergence: 0.976157, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
1180 [D loss: 0.796847, acc.: 59.36%, KL Divergence: 0.203259] [G loss: 0.941830, KL Divergence: 0.941301, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
1181 [D loss: 0.796316, acc.: 59.28%, KL Divergence: 0.203477] [G loss: 0.927385, KL Divergence: 0.926826, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 8ms/step
1182 [D loss: 0.796227, acc.: 59.25%, KL Divergence: 0.203741] [G loss: 0.925814, KL Divergence: 0.925277, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 12ms/step
1183 [D loss: 0.793266, acc.: 58.91%, KL Divergence: 0.204191] [G loss: 0.987218, KL Divergence: 0.986522, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
1184 [D loss: 0.790916, acc.: 58.68%, KL Divergence: 0.204106] [G loss: 0.992594, KL Divergence: 0.991950, FID: 178.018081]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
1185 [D loss: 0.779275, acc.: 57.53%, KL Divergence: 0.203977] [G loss: 1.018310, KL Divergence: 1.017676, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
1186 [D loss: 0.775287, acc.: 57.12%, KL Divergence: 0.204048] [G loss: 0.997943, KL Divergence: 0.997320, FID: 178.018081]
4/4 [==============================] - 0s 45ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
1187 [D loss: 0.793924, acc.: 58.99%, KL Divergence: 0.204001] [G loss: 0.912738, KL Divergence: 0.912245, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
1188 [D loss: 0.797649, acc.: 59.37%, KL Divergence: 0.203973] [G loss: 0.912115, KL Divergence: 0.911557, FID: 178.018081]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
1189 [D loss: 0.786829, acc.: 58.25%, KL Divergence: 0.204331] [G loss: 0.940856, KL Divergence: 0.940243, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
1190 [D loss: 0.795946, acc.: 59.18%, KL Divergence: 0.204186] [G loss: 0.978543, KL Divergence: 0.977953, FID: 178.018081]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
1191 [D loss: 0.803287, acc.: 59.93%, KL Divergence: 0.203975] [G loss: 1.029024, KL Divergence: 1.028399, FID: 178.018081]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 16ms/step
1192 [D loss: 0.801350, acc.: 59.76%, KL Divergence: 0.203759] [G loss: 0.975993, KL Divergence: 0.975478, FID: 178.018081]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
1193 [D loss: 0.818448, acc.: 61.45%, KL Divergence: 0.203975] [G loss: 0.935277, KL Divergence: 0.934731, FID: 178.018081]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
1194 [D loss: 0.828252, acc.: 62.46%, KL Divergence: 0.203653] [G loss: 0.880220, KL Divergence: 0.879768, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
1195 [D loss: 0.848344, acc.: 64.47%, KL Divergence: 0.203633] [G loss: 0.936776, KL Divergence: 0.936282, FID: 178.018081]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
1196 [D loss: 0.809649, acc.: 60.58%, KL Divergence: 0.203863] [G loss: 1.002519, KL Divergence: 1.002034, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 30ms/step
4/4 [==============================] - 0s 3ms/step
1197 [D loss: 0.794724, acc.: 59.07%, KL Divergence: 0.203993] [G loss: 1.083376, KL Divergence: 1.082797, FID: 178.018081]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 2ms/step
1198 [D loss: 0.783801, acc.: 58.06%, KL Divergence: 0.203198] [G loss: 1.069699, KL Divergence: 1.069185, FID: 178.018081]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
1199 [D loss: 0.790344, acc.: 58.72%, KL Divergence: 0.203151] [G loss: 0.986053, KL Divergence: 0.985553, FID: 178.018081]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 4s 132ms/step
4/4 [==============================] - 3s 106ms/step
1200 [D loss: 0.797281, acc.: 59.29%, KL Divergence: 0.204373] [G loss: 1.036253, KL Divergence: 1.035605, FID: 139.189152]
1/1 [==============================] - 0s 60ms/step
4/4 [==============================] - 0s 66ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1201 [D loss: 0.832492, acc.: 62.90%, KL Divergence: 0.203492] [G loss: 0.885032, KL Divergence: 0.884514, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
1202 [D loss: 0.851553, acc.: 64.81%, KL Divergence: 0.203498] [G loss: 0.919573, KL Divergence: 0.919013, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
1203 [D loss: 0.841831, acc.: 63.87%, KL Divergence: 0.203141] [G loss: 0.991145, KL Divergence: 0.990633, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
1204 [D loss: 0.797464, acc.: 59.41%, KL Divergence: 0.203377] [G loss: 1.200665, KL Divergence: 1.200038, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
1205 [D loss: 0.785902, acc.: 58.31%, KL Divergence: 0.202835] [G loss: 1.063019, KL Divergence: 1.062541, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
1206 [D loss: 0.801581, acc.: 59.92%, KL Divergence: 0.202428] [G loss: 0.909004, KL Divergence: 0.908626, FID: 139.189152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
1207 [D loss: 0.825998, acc.: 62.34%, KL Divergence: 0.202648] [G loss: 0.874642, KL Divergence: 0.874244, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
1208 [D loss: 0.826960, acc.: 62.45%, KL Divergence: 0.202462] [G loss: 0.883970, KL Divergence: 0.883545, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
1209 [D loss: 0.816799, acc.: 61.46%, KL Divergence: 0.202238] [G loss: 0.916056, KL Divergence: 0.915634, FID: 139.189152]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
1210 [D loss: 0.823669, acc.: 62.11%, KL Divergence: 0.202554] [G loss: 0.890210, KL Divergence: 0.889784, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
1211 [D loss: 0.837622, acc.: 63.57%, KL Divergence: 0.201901] [G loss: 0.825018, KL Divergence: 0.824675, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1212 [D loss: 0.820064, acc.: 61.81%, KL Divergence: 0.201968] [G loss: 0.835814, KL Divergence: 0.835471, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 15ms/step
1213 [D loss: 0.828002, acc.: 62.57%, KL Divergence: 0.202314] [G loss: 0.878575, KL Divergence: 0.878147, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
1214 [D loss: 0.824605, acc.: 62.15%, KL Divergence: 0.203129] [G loss: 0.894856, KL Divergence: 0.894374, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
1215 [D loss: 0.808988, acc.: 60.61%, KL Divergence: 0.202919] [G loss: 0.925664, KL Divergence: 0.925213, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
1216 [D loss: 0.806264, acc.: 60.30%, KL Divergence: 0.203296] [G loss: 0.980252, KL Divergence: 0.979286, FID: 139.189152]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1217 [D loss: 0.802635, acc.: 59.60%, KL Divergence: 0.206646] [G loss: 0.939015, KL Divergence: 0.937694, FID: 139.189152]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
1218 [D loss: 0.809719, acc.: 60.12%, KL Divergence: 0.208556] [G loss: 0.971143, KL Divergence: 0.969130, FID: 139.189152]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
1219 [D loss: 0.815474, acc.: 61.00%, KL Divergence: 0.205490] [G loss: 0.894900, KL Divergence: 0.893864, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
1220 [D loss: 0.813960, acc.: 60.90%, KL Divergence: 0.204962] [G loss: 0.921251, KL Divergence: 0.920094, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 13ms/step
1221 [D loss: 0.815615, acc.: 61.10%, KL Divergence: 0.204611] [G loss: 0.921208, KL Divergence: 0.920092, FID: 139.189152]
4/4 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
1222 [D loss: 0.815660, acc.: 61.11%, KL Divergence: 0.204596] [G loss: 0.933245, KL Divergence: 0.932064, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
1223 [D loss: 0.818761, acc.: 61.54%, KL Divergence: 0.203359] [G loss: 0.855560, KL Divergence: 0.854932, FID: 139.189152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
1224 [D loss: 0.814465, acc.: 61.13%, KL Divergence: 0.203174] [G loss: 0.864341, KL Divergence: 0.863751, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 4ms/step
1225 [D loss: 0.817690, acc.: 61.43%, KL Divergence: 0.203408] [G loss: 0.869945, KL Divergence: 0.869267, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
1226 [D loss: 0.806279, acc.: 60.24%, KL Divergence: 0.203900] [G loss: 0.935299, KL Divergence: 0.934428, FID: 139.189152]
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
1227 [D loss: 0.825264, acc.: 62.24%, KL Divergence: 0.202821] [G loss: 0.844941, KL Divergence: 0.844496, FID: 139.189152]
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
1228 [D loss: 0.821369, acc.: 61.73%, KL Divergence: 0.204110] [G loss: 0.961879, KL Divergence: 0.960964, FID: 139.189152]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
1229 [D loss: 0.825329, acc.: 62.10%, KL Divergence: 0.204344] [G loss: 0.871013, KL Divergence: 0.870078, FID: 139.189152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1230 [D loss: 0.837828, acc.: 63.15%, KL Divergence: 0.206319] [G loss: 0.862392, KL Divergence: 0.861523, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 7ms/step
1231 [D loss: 0.835744, acc.: 62.85%, KL Divergence: 0.207251] [G loss: 0.923717, KL Divergence: 0.922754, FID: 139.189152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1232 [D loss: 0.835591, acc.: 62.91%, KL Divergence: 0.206441] [G loss: 0.897470, KL Divergence: 0.896689, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
1233 [D loss: 0.825581, acc.: 61.87%, KL Divergence: 0.206918] [G loss: 0.974132, KL Divergence: 0.973114, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 11ms/step
1234 [D loss: 0.824754, acc.: 61.82%, KL Divergence: 0.206546] [G loss: 0.931877, KL Divergence: 0.930985, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1235 [D loss: 0.829704, acc.: 62.35%, KL Divergence: 0.206184] [G loss: 0.936515, KL Divergence: 0.935639, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1236 [D loss: 0.828978, acc.: 62.33%, KL Divergence: 0.205676] [G loss: 0.892624, KL Divergence: 0.891818, FID: 139.189152]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 8ms/step
1237 [D loss: 0.834098, acc.: 62.89%, KL Divergence: 0.205190] [G loss: 0.888275, KL Divergence: 0.887507, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 32ms/step
1238 [D loss: 0.819022, acc.: 61.44%, KL Divergence: 0.204604] [G loss: 0.849699, KL Divergence: 0.849054, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
1239 [D loss: 0.832071, acc.: 62.70%, KL Divergence: 0.205053] [G loss: 0.889831, KL Divergence: 0.889090, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
1240 [D loss: 0.840230, acc.: 63.52%, KL Divergence: 0.204986] [G loss: 0.850128, KL Divergence: 0.849509, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
1241 [D loss: 0.826770, acc.: 62.10%, KL Divergence: 0.205732] [G loss: 0.959532, KL Divergence: 0.958645, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
1242 [D loss: 0.826296, acc.: 62.11%, KL Divergence: 0.205173] [G loss: 0.947799, KL Divergence: 0.947003, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1243 [D loss: 0.825233, acc.: 62.02%, KL Divergence: 0.205077] [G loss: 0.918290, KL Divergence: 0.917551, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
1244 [D loss: 0.836160, acc.: 63.12%, KL Divergence: 0.204937] [G loss: 0.884183, KL Divergence: 0.883516, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
1245 [D loss: 0.823015, acc.: 61.80%, KL Divergence: 0.204997] [G loss: 0.916511, KL Divergence: 0.915823, FID: 139.189152]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 6ms/step
1246 [D loss: 0.831813, acc.: 62.69%, KL Divergence: 0.204872] [G loss: 0.902105, KL Divergence: 0.901425, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 14ms/step
1247 [D loss: 0.826302, acc.: 62.17%, KL Divergence: 0.204582] [G loss: 0.911752, KL Divergence: 0.911099, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 8ms/step
1248 [D loss: 0.831272, acc.: 62.71%, KL Divergence: 0.204218] [G loss: 0.916022, KL Divergence: 0.915413, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
1249 [D loss: 0.825704, acc.: 62.14%, KL Divergence: 0.204312] [G loss: 0.916548, KL Divergence: 0.915936, FID: 139.189152]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1250 [D loss: 0.824029, acc.: 61.98%, KL Divergence: 0.204231] [G loss: 0.939659, KL Divergence: 0.939020, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
1251 [D loss: 0.831951, acc.: 62.79%, KL Divergence: 0.204024] [G loss: 0.917467, KL Divergence: 0.916815, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1252 [D loss: 0.820478, acc.: 61.70%, KL Divergence: 0.203446] [G loss: 0.895444, KL Divergence: 0.894915, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
1253 [D loss: 0.827190, acc.: 62.27%, KL Divergence: 0.204509] [G loss: 0.949245, KL Divergence: 0.948533, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1254 [D loss: 0.833873, acc.: 63.05%, KL Divergence: 0.203401] [G loss: 0.878508, KL Divergence: 0.877977, FID: 139.189152]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
1255 [D loss: 0.836010, acc.: 63.29%, KL Divergence: 0.203070] [G loss: 0.852445, KL Divergence: 0.852003, FID: 139.189152]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 17ms/step
1256 [D loss: 0.824681, acc.: 62.13%, KL Divergence: 0.203387] [G loss: 0.923593, KL Divergence: 0.922991, FID: 139.189152]
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
1257 [D loss: 0.823134, acc.: 61.99%, KL Divergence: 0.203234] [G loss: 0.922539, KL Divergence: 0.921958, FID: 139.189152]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 14ms/step
1258 [D loss: 0.826129, acc.: 62.29%, KL Divergence: 0.203184] [G loss: 0.919219, KL Divergence: 0.918688, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
1259 [D loss: 0.825076, acc.: 62.19%, KL Divergence: 0.203142] [G loss: 0.902519, KL Divergence: 0.902026, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
1260 [D loss: 0.812237, acc.: 60.91%, KL Divergence: 0.203138] [G loss: 0.955221, KL Divergence: 0.954649, FID: 139.189152]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
1261 [D loss: 0.808103, acc.: 60.50%, KL Divergence: 0.203139] [G loss: 0.945173, KL Divergence: 0.944649, FID: 139.189152]
4/4 [==============================] - 0s 39ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 7ms/step
1262 [D loss: 0.817751, acc.: 61.48%, KL Divergence: 0.202975] [G loss: 0.927075, KL Divergence: 0.926585, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 22ms/step
1263 [D loss: 0.814244, acc.: 61.13%, KL Divergence: 0.202895] [G loss: 0.918200, KL Divergence: 0.917710, FID: 139.189152]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
1264 [D loss: 0.814950, acc.: 61.22%, KL Divergence: 0.202786] [G loss: 0.932435, KL Divergence: 0.931956, FID: 139.189152]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
1265 [D loss: 0.816834, acc.: 61.41%, KL Divergence: 0.202697] [G loss: 0.923484, KL Divergence: 0.923009, FID: 139.189152]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
1266 [D loss: 0.822598, acc.: 62.02%, KL Divergence: 0.202389] [G loss: 0.909949, KL Divergence: 0.909508, FID: 139.189152]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
1267 [D loss: 0.811564, acc.: 60.90%, KL Divergence: 0.202537] [G loss: 0.910792, KL Divergence: 0.910331, FID: 139.189152]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
1268 [D loss: 0.812933, acc.: 61.03%, KL Divergence: 0.202655] [G loss: 0.924080, KL Divergence: 0.923585, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 13ms/step
1269 [D loss: 0.809493, acc.: 60.69%, KL Divergence: 0.202633] [G loss: 0.913763, KL Divergence: 0.913280, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 12ms/step
1270 [D loss: 0.811431, acc.: 60.93%, KL Divergence: 0.202128] [G loss: 0.877441, KL Divergence: 0.877046, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
1271 [D loss: 0.807603, acc.: 60.47%, KL Divergence: 0.202937] [G loss: 0.935993, KL Divergence: 0.935446, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
1272 [D loss: 0.816072, acc.: 61.34%, KL Divergence: 0.202692] [G loss: 0.870875, KL Divergence: 0.870456, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 8ms/step
1273 [D loss: 0.827307, acc.: 62.45%, KL Divergence: 0.202773] [G loss: 0.835026, KL Divergence: 0.834628, FID: 139.189152]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
1274 [D loss: 0.828426, acc.: 62.57%, KL Divergence: 0.202716] [G loss: 0.848106, KL Divergence: 0.847688, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
1275 [D loss: 0.823892, acc.: 62.07%, KL Divergence: 0.203215] [G loss: 0.931980, KL Divergence: 0.931440, FID: 139.189152]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 8ms/step
1276 [D loss: 0.824110, acc.: 62.09%, KL Divergence: 0.203215] [G loss: 0.908504, KL Divergence: 0.907994, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
1277 [D loss: 0.823475, acc.: 62.10%, KL Divergence: 0.202447] [G loss: 0.857827, KL Divergence: 0.857439, FID: 139.189152]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
1278 [D loss: 0.837085, acc.: 63.47%, KL Divergence: 0.202362] [G loss: 0.839830, KL Divergence: 0.839459, FID: 139.189152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
1279 [D loss: 0.832037, acc.: 62.95%, KL Divergence: 0.202536] [G loss: 0.869837, KL Divergence: 0.869401, FID: 139.189152]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 9ms/step
1280 [D loss: 0.832955, acc.: 63.02%, KL Divergence: 0.202729] [G loss: 0.895187, KL Divergence: 0.894726, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
1281 [D loss: 0.827246, acc.: 62.44%, KL Divergence: 0.202855] [G loss: 0.951046, KL Divergence: 0.950466, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
1282 [D loss: 0.837580, acc.: 63.50%, KL Divergence: 0.202567] [G loss: 0.879772, KL Divergence: 0.879308, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1283 [D loss: 0.827453, acc.: 62.47%, KL Divergence: 0.202776] [G loss: 0.915840, KL Divergence: 0.915313, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 7ms/step
1284 [D loss: 0.838651, acc.: 63.60%, KL Divergence: 0.202639] [G loss: 0.899670, KL Divergence: 0.899172, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
1285 [D loss: 0.835777, acc.: 63.31%, KL Divergence: 0.202664] [G loss: 0.911655, KL Divergence: 0.911140, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
1286 [D loss: 0.845296, acc.: 64.29%, KL Divergence: 0.202361] [G loss: 0.844729, KL Divergence: 0.844345, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 8ms/step
1287 [D loss: 0.841476, acc.: 63.92%, KL Divergence: 0.202241] [G loss: 0.887579, KL Divergence: 0.887167, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
1288 [D loss: 0.832818, acc.: 63.04%, KL Divergence: 0.202378] [G loss: 0.934675, KL Divergence: 0.934220, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
1289 [D loss: 0.823151, acc.: 62.11%, KL Divergence: 0.202030] [G loss: 0.909765, KL Divergence: 0.909365, FID: 139.189152]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 20ms/step
1290 [D loss: 0.827074, acc.: 62.46%, KL Divergence: 0.202439] [G loss: 0.898945, KL Divergence: 0.898496, FID: 139.189152]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
1291 [D loss: 0.843266, acc.: 64.09%, KL Divergence: 0.202348] [G loss: 0.855856, KL Divergence: 0.855442, FID: 139.189152]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
1292 [D loss: 0.854341, acc.: 65.22%, KL Divergence: 0.202155] [G loss: 0.855372, KL Divergence: 0.855001, FID: 139.189152]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
1293 [D loss: 0.841835, acc.: 63.95%, KL Divergence: 0.202322] [G loss: 0.962093, KL Divergence: 0.961668, FID: 139.189152]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 10ms/step
1294 [D loss: 0.815627, acc.: 61.35%, KL Divergence: 0.202160] [G loss: 0.978913, KL Divergence: 0.978505, FID: 139.189152]
4/4 [==============================] - 0s 35ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
1295 [D loss: 0.812666, acc.: 61.07%, KL Divergence: 0.201948] [G loss: 0.933635, KL Divergence: 0.933218, FID: 139.189152]
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
1296 [D loss: 0.833230, acc.: 63.12%, KL Divergence: 0.202010] [G loss: 0.853993, KL Divergence: 0.853570, FID: 139.189152]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 6ms/step
1297 [D loss: 0.847150, acc.: 64.49%, KL Divergence: 0.202228] [G loss: 0.879964, KL Divergence: 0.879544, FID: 139.189152]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 9ms/step
1298 [D loss: 0.846496, acc.: 64.37%, KL Divergence: 0.202831] [G loss: 1.037443, KL Divergence: 1.036774, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
1299 [D loss: 0.847681, acc.: 64.52%, KL Divergence: 0.202530] [G loss: 1.089052, KL Divergence: 1.088484, FID: 139.189152]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 4s 124ms/step
4/4 [==============================] - 4s 89ms/step
1300 [D loss: 0.798072, acc.: 59.57%, KL Divergence: 0.202415] [G loss: 1.176039, KL Divergence: 1.175435, FID: 138.103357]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1301 [D loss: 0.814797, acc.: 61.29%, KL Divergence: 0.201894] [G loss: 0.957624, KL Divergence: 0.957188, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1302 [D loss: 0.818438, acc.: 61.66%, KL Divergence: 0.201871] [G loss: 0.876172, KL Divergence: 0.875791, FID: 138.103357]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1303 [D loss: 0.836561, acc.: 63.46%, KL Divergence: 0.201931] [G loss: 0.843855, KL Divergence: 0.843467, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1304 [D loss: 0.842860, acc.: 64.07%, KL Divergence: 0.202188] [G loss: 0.842472, KL Divergence: 0.842093, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1305 [D loss: 0.827951, acc.: 62.53%, KL Divergence: 0.202639] [G loss: 0.929496, KL Divergence: 0.929032, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1306 [D loss: 0.820080, acc.: 61.76%, KL Divergence: 0.202457] [G loss: 0.938366, KL Divergence: 0.937947, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1307 [D loss: 0.818455, acc.: 61.63%, KL Divergence: 0.202127] [G loss: 0.896167, KL Divergence: 0.895792, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1308 [D loss: 0.805124, acc.: 60.26%, KL Divergence: 0.202485] [G loss: 0.904871, KL Divergence: 0.904460, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1309 [D loss: 0.823435, acc.: 62.12%, KL Divergence: 0.202218] [G loss: 0.859972, KL Divergence: 0.859611, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1310 [D loss: 0.823986, acc.: 62.17%, KL Divergence: 0.202314] [G loss: 0.876596, KL Divergence: 0.876226, FID: 138.103357]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1311 [D loss: 0.824295, acc.: 62.23%, KL Divergence: 0.201978] [G loss: 0.900160, KL Divergence: 0.899794, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 3ms/step
1312 [D loss: 0.827587, acc.: 62.54%, KL Divergence: 0.202172] [G loss: 0.889347, KL Divergence: 0.888988, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1313 [D loss: 0.832288, acc.: 63.03%, KL Divergence: 0.202005] [G loss: 0.901292, KL Divergence: 0.900921, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1314 [D loss: 0.820460, acc.: 61.81%, KL Divergence: 0.202410] [G loss: 0.986969, KL Divergence: 0.986482, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1315 [D loss: 0.819148, acc.: 61.70%, KL Divergence: 0.202166] [G loss: 0.922737, KL Divergence: 0.922319, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1316 [D loss: 0.830473, acc.: 62.85%, KL Divergence: 0.201975] [G loss: 0.880065, KL Divergence: 0.879690, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1317 [D loss: 0.816567, acc.: 61.43%, KL Divergence: 0.202280] [G loss: 0.961783, KL Divergence: 0.961297, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1318 [D loss: 0.830102, acc.: 62.82%, KL Divergence: 0.201872] [G loss: 0.847273, KL Divergence: 0.846923, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1319 [D loss: 0.820528, acc.: 61.87%, KL Divergence: 0.201821] [G loss: 0.875999, KL Divergence: 0.875618, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 5ms/step
1320 [D loss: 0.817683, acc.: 61.54%, KL Divergence: 0.202234] [G loss: 0.869400, KL Divergence: 0.868981, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1321 [D loss: 0.821200, acc.: 61.84%, KL Divergence: 0.202795] [G loss: 0.931518, KL Divergence: 0.930820, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1322 [D loss: 0.825674, acc.: 62.31%, KL Divergence: 0.202611] [G loss: 0.903098, KL Divergence: 0.902550, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
1323 [D loss: 0.813098, acc.: 61.03%, KL Divergence: 0.202846] [G loss: 0.913701, KL Divergence: 0.913120, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
1324 [D loss: 0.820645, acc.: 61.82%, KL Divergence: 0.202408] [G loss: 0.856862, KL Divergence: 0.856458, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 4ms/step
1325 [D loss: 0.826850, acc.: 62.44%, KL Divergence: 0.202486] [G loss: 0.923725, KL Divergence: 0.923181, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1326 [D loss: 0.817349, acc.: 61.48%, KL Divergence: 0.202555] [G loss: 0.910215, KL Divergence: 0.909740, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1327 [D loss: 0.813139, acc.: 61.04%, KL Divergence: 0.202762] [G loss: 0.945534, KL Divergence: 0.944965, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1328 [D loss: 0.806853, acc.: 60.39%, KL Divergence: 0.202952] [G loss: 0.991008, KL Divergence: 0.990364, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1329 [D loss: 0.827280, acc.: 62.52%, KL Divergence: 0.202130] [G loss: 0.863853, KL Divergence: 0.863459, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1330 [D loss: 0.827809, acc.: 62.56%, KL Divergence: 0.202237] [G loss: 0.890999, KL Divergence: 0.890562, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1331 [D loss: 0.813731, acc.: 61.08%, KL Divergence: 0.202909] [G loss: 1.017475, KL Divergence: 1.016831, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1332 [D loss: 0.835870, acc.: 63.39%, KL Divergence: 0.201920] [G loss: 0.849433, KL Divergence: 0.849066, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1333 [D loss: 0.818651, acc.: 61.61%, KL Divergence: 0.202524] [G loss: 0.936552, KL Divergence: 0.936051, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1334 [D loss: 0.834116, acc.: 63.20%, KL Divergence: 0.202132] [G loss: 0.906591, KL Divergence: 0.906163, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 2ms/step
1335 [D loss: 0.833932, acc.: 63.22%, KL Divergence: 0.201744] [G loss: 0.837591, KL Divergence: 0.837290, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1336 [D loss: 0.816324, acc.: 61.39%, KL Divergence: 0.202388] [G loss: 0.969970, KL Divergence: 0.969455, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
1337 [D loss: 0.835462, acc.: 63.33%, KL Divergence: 0.202183] [G loss: 0.901614, KL Divergence: 0.901172, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
1338 [D loss: 0.845984, acc.: 64.40%, KL Divergence: 0.202007] [G loss: 0.874295, KL Divergence: 0.873922, FID: 138.103357]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
1339 [D loss: 0.837633, acc.: 63.54%, KL Divergence: 0.202256] [G loss: 0.949721, KL Divergence: 0.949250, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1340 [D loss: 0.844784, acc.: 64.31%, KL Divergence: 0.201734] [G loss: 0.835873, KL Divergence: 0.835538, FID: 138.103357]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1341 [D loss: 0.845644, acc.: 64.40%, KL Divergence: 0.201675] [G loss: 0.886413, KL Divergence: 0.886078, FID: 138.103357]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
1342 [D loss: 0.853986, acc.: 65.28%, KL Divergence: 0.201178] [G loss: 0.827260, KL Divergence: 0.826976, FID: 138.103357]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
1343 [D loss: 0.849607, acc.: 64.82%, KL Divergence: 0.201431] [G loss: 0.906565, KL Divergence: 0.906179, FID: 138.103357]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 11ms/step
1344 [D loss: 0.858680, acc.: 65.73%, KL Divergence: 0.201341] [G loss: 0.882149, KL Divergence: 0.881814, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 7ms/step
1345 [D loss: 0.837447, acc.: 63.58%, KL Divergence: 0.201668] [G loss: 0.943046, KL Divergence: 0.942622, FID: 138.103357]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 13ms/step
1346 [D loss: 0.846442, acc.: 64.51%, KL Divergence: 0.201371] [G loss: 0.939317, KL Divergence: 0.938912, FID: 138.103357]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 15ms/step
1347 [D loss: 0.848455, acc.: 64.69%, KL Divergence: 0.201602] [G loss: 0.927131, KL Divergence: 0.926740, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
1348 [D loss: 0.836391, acc.: 63.51%, KL Divergence: 0.201289] [G loss: 0.902474, KL Divergence: 0.902123, FID: 138.103357]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
1349 [D loss: 0.842534, acc.: 64.12%, KL Divergence: 0.201351] [G loss: 0.898462, KL Divergence: 0.898086, FID: 138.103357]
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
1350 [D loss: 0.830080, acc.: 62.86%, KL Divergence: 0.201499] [G loss: 0.897549, KL Divergence: 0.897175, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 12ms/step
1351 [D loss: 0.827635, acc.: 62.61%, KL Divergence: 0.201511] [G loss: 0.912203, KL Divergence: 0.911832, FID: 138.103357]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
1352 [D loss: 0.840134, acc.: 63.85%, KL Divergence: 0.201606] [G loss: 0.881801, KL Divergence: 0.881462, FID: 138.103357]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
1353 [D loss: 0.840818, acc.: 63.94%, KL Divergence: 0.201401] [G loss: 0.893604, KL Divergence: 0.893259, FID: 138.103357]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
1354 [D loss: 0.823189, acc.: 62.13%, KL Divergence: 0.201853] [G loss: 0.915015, KL Divergence: 0.914622, FID: 138.103357]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 13ms/step
1355 [D loss: 0.836782, acc.: 63.54%, KL Divergence: 0.201337] [G loss: 0.861782, KL Divergence: 0.861476, FID: 138.103357]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1356 [D loss: 0.844513, acc.: 64.31%, KL Divergence: 0.201411] [G loss: 0.855147, KL Divergence: 0.854837, FID: 138.103357]
4/4 [==============================] - 0s 42ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1357 [D loss: 0.820239, acc.: 61.85%, KL Divergence: 0.201699] [G loss: 0.915199, KL Divergence: 0.914822, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
1358 [D loss: 0.838350, acc.: 63.65%, KL Divergence: 0.201802] [G loss: 0.874442, KL Divergence: 0.874111, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
1359 [D loss: 0.830259, acc.: 62.84%, KL Divergence: 0.201855] [G loss: 0.890935, KL Divergence: 0.890589, FID: 138.103357]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1360 [D loss: 0.831184, acc.: 62.93%, KL Divergence: 0.201868] [G loss: 0.910876, KL Divergence: 0.910517, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
1361 [D loss: 0.823821, acc.: 62.19%, KL Divergence: 0.201928] [G loss: 0.889188, KL Divergence: 0.888848, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
1362 [D loss: 0.831243, acc.: 62.94%, KL Divergence: 0.201810] [G loss: 0.881478, KL Divergence: 0.881121, FID: 138.103357]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
1363 [D loss: 0.822457, acc.: 62.06%, KL Divergence: 0.201861] [G loss: 0.898811, KL Divergence: 0.898463, FID: 138.103357]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1364 [D loss: 0.831089, acc.: 62.92%, KL Divergence: 0.201883] [G loss: 0.909635, KL Divergence: 0.909286, FID: 138.103357]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1365 [D loss: 0.826449, acc.: 62.45%, KL Divergence: 0.201984] [G loss: 0.940096, KL Divergence: 0.939711, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 13ms/step
1366 [D loss: 0.834703, acc.: 63.29%, KL Divergence: 0.201806] [G loss: 0.894945, KL Divergence: 0.894586, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
1367 [D loss: 0.829551, acc.: 62.78%, KL Divergence: 0.201773] [G loss: 0.893316, KL Divergence: 0.892985, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
1368 [D loss: 0.821648, acc.: 61.95%, KL Divergence: 0.202166] [G loss: 0.996074, KL Divergence: 0.995640, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 10ms/step
1369 [D loss: 0.828834, acc.: 62.72%, KL Divergence: 0.201633] [G loss: 0.895235, KL Divergence: 0.894891, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1370 [D loss: 0.847250, acc.: 64.58%, KL Divergence: 0.201453] [G loss: 0.815733, KL Divergence: 0.815448, FID: 138.103357]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
1371 [D loss: 0.841542, acc.: 63.96%, KL Divergence: 0.201958] [G loss: 0.898044, KL Divergence: 0.897707, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
1372 [D loss: 0.845032, acc.: 64.36%, KL Divergence: 0.201395] [G loss: 0.892772, KL Divergence: 0.892461, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
1373 [D loss: 0.837454, acc.: 63.57%, KL Divergence: 0.201731] [G loss: 0.893669, KL Divergence: 0.893345, FID: 138.103357]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
1374 [D loss: 0.835189, acc.: 63.35%, KL Divergence: 0.201690] [G loss: 0.910842, KL Divergence: 0.910523, FID: 138.103357]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
1375 [D loss: 0.849027, acc.: 64.75%, KL Divergence: 0.201485] [G loss: 0.895994, KL Divergence: 0.895669, FID: 138.103357]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
1376 [D loss: 0.840219, acc.: 63.85%, KL Divergence: 0.201674] [G loss: 0.875565, KL Divergence: 0.875242, FID: 138.103357]
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 5ms/step
1377 [D loss: 0.849720, acc.: 64.79%, KL Divergence: 0.201859] [G loss: 0.933142, KL Divergence: 0.932754, FID: 138.103357]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
1378 [D loss: 0.848937, acc.: 64.73%, KL Divergence: 0.201593] [G loss: 0.885177, KL Divergence: 0.884851, FID: 138.103357]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 12ms/step
1379 [D loss: 0.853319, acc.: 65.20%, KL Divergence: 0.201286] [G loss: 0.908990, KL Divergence: 0.908673, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 16ms/step
1380 [D loss: 0.840791, acc.: 63.93%, KL Divergence: 0.201508] [G loss: 0.911404, KL Divergence: 0.911084, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
1381 [D loss: 0.848512, acc.: 64.72%, KL Divergence: 0.201357] [G loss: 0.870648, KL Divergence: 0.870361, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 42ms/step
1382 [D loss: 0.854684, acc.: 65.34%, KL Divergence: 0.201285] [G loss: 0.852634, KL Divergence: 0.852343, FID: 138.103357]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
1383 [D loss: 0.857036, acc.: 65.57%, KL Divergence: 0.201310] [G loss: 0.856922, KL Divergence: 0.856632, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
1384 [D loss: 0.853058, acc.: 65.17%, KL Divergence: 0.201310] [G loss: 0.885914, KL Divergence: 0.885612, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
1385 [D loss: 0.847145, acc.: 64.58%, KL Divergence: 0.201316] [G loss: 0.863995, KL Divergence: 0.863723, FID: 138.103357]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1386 [D loss: 0.841823, acc.: 64.06%, KL Divergence: 0.201242] [G loss: 0.869538, KL Divergence: 0.869269, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1387 [D loss: 0.845467, acc.: 64.44%, KL Divergence: 0.201110] [G loss: 0.874809, KL Divergence: 0.874530, FID: 138.103357]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1388 [D loss: 0.843650, acc.: 64.24%, KL Divergence: 0.201214] [G loss: 0.888800, KL Divergence: 0.888496, FID: 138.103357]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
1389 [D loss: 0.842297, acc.: 64.12%, KL Divergence: 0.201113] [G loss: 0.865222, KL Divergence: 0.864932, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1390 [D loss: 0.843922, acc.: 64.29%, KL Divergence: 0.201029] [G loss: 0.853185, KL Divergence: 0.852908, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 6ms/step
1391 [D loss: 0.839754, acc.: 63.86%, KL Divergence: 0.201157] [G loss: 0.878544, KL Divergence: 0.878266, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1392 [D loss: 0.849052, acc.: 64.80%, KL Divergence: 0.201047] [G loss: 0.845087, KL Divergence: 0.844823, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1393 [D loss: 0.839923, acc.: 63.87%, KL Divergence: 0.201238] [G loss: 0.921164, KL Divergence: 0.920855, FID: 138.103357]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1394 [D loss: 0.839582, acc.: 63.86%, KL Divergence: 0.200989] [G loss: 0.865299, KL Divergence: 0.865032, FID: 138.103357]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1395 [D loss: 0.831662, acc.: 63.05%, KL Divergence: 0.201118] [G loss: 0.859016, KL Divergence: 0.858748, FID: 138.103357]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1396 [D loss: 0.826945, acc.: 62.55%, KL Divergence: 0.201417] [G loss: 0.937328, KL Divergence: 0.936994, FID: 138.103357]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1397 [D loss: 0.845096, acc.: 64.39%, KL Divergence: 0.201187] [G loss: 0.882637, KL Divergence: 0.882339, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1398 [D loss: 0.833623, acc.: 63.25%, KL Divergence: 0.201159] [G loss: 0.897449, KL Divergence: 0.897160, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
1399 [D loss: 0.840222, acc.: 63.90%, KL Divergence: 0.201247] [G loss: 0.875175, KL Divergence: 0.874893, FID: 138.103357]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 2s 63ms/step
4/4 [==============================] - 1s 105ms/step
1400 [D loss: 0.839068, acc.: 63.79%, KL Divergence: 0.201189] [G loss: 0.867748, KL Divergence: 0.867465, FID: 114.785566]
1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1401 [D loss: 0.838596, acc.: 63.75%, KL Divergence: 0.201057] [G loss: 0.883973, KL Divergence: 0.883700, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1402 [D loss: 0.845090, acc.: 64.40%, KL Divergence: 0.201067] [G loss: 0.887209, KL Divergence: 0.886938, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1403 [D loss: 0.854994, acc.: 65.42%, KL Divergence: 0.200841] [G loss: 0.814952, KL Divergence: 0.814707, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1404 [D loss: 0.841376, acc.: 64.04%, KL Divergence: 0.200991] [G loss: 0.864806, KL Divergence: 0.864539, FID: 114.785566]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1405 [D loss: 0.846598, acc.: 64.55%, KL Divergence: 0.201069] [G loss: 0.944473, KL Divergence: 0.944146, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1406 [D loss: 0.852584, acc.: 65.15%, KL Divergence: 0.201062] [G loss: 0.928525, KL Divergence: 0.928194, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 5ms/step
1407 [D loss: 0.846234, acc.: 64.52%, KL Divergence: 0.201004] [G loss: 0.891427, KL Divergence: 0.891136, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1408 [D loss: 0.854819, acc.: 65.39%, KL Divergence: 0.200927] [G loss: 0.835204, KL Divergence: 0.834949, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1409 [D loss: 0.852508, acc.: 65.15%, KL Divergence: 0.201018] [G loss: 0.848732, KL Divergence: 0.848474, FID: 114.785566]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1410 [D loss: 0.842009, acc.: 64.09%, KL Divergence: 0.201086] [G loss: 0.877069, KL Divergence: 0.876792, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1411 [D loss: 0.842493, acc.: 64.11%, KL Divergence: 0.201362] [G loss: 0.904337, KL Divergence: 0.904036, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1412 [D loss: 0.854395, acc.: 65.33%, KL Divergence: 0.201123] [G loss: 0.849180, KL Divergence: 0.848925, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1413 [D loss: 0.850725, acc.: 64.97%, KL Divergence: 0.201067] [G loss: 0.839670, KL Divergence: 0.839420, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1414 [D loss: 0.850691, acc.: 64.96%, KL Divergence: 0.201102] [G loss: 0.897541, KL Divergence: 0.897262, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1415 [D loss: 0.844213, acc.: 64.32%, KL Divergence: 0.201033] [G loss: 0.861876, KL Divergence: 0.861621, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1416 [D loss: 0.842773, acc.: 64.15%, KL Divergence: 0.201258] [G loss: 0.890127, KL Divergence: 0.889845, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1417 [D loss: 0.849348, acc.: 64.84%, KL Divergence: 0.200933] [G loss: 0.862962, KL Divergence: 0.862704, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 0s/step
1418 [D loss: 0.850506, acc.: 64.95%, KL Divergence: 0.200975] [G loss: 0.843009, KL Divergence: 0.842756, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1419 [D loss: 0.857649, acc.: 65.67%, KL Divergence: 0.200987] [G loss: 0.848473, KL Divergence: 0.848209, FID: 114.785566]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1420 [D loss: 0.847989, acc.: 64.67%, KL Divergence: 0.201260] [G loss: 0.931495, KL Divergence: 0.931192, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1421 [D loss: 0.853509, acc.: 65.24%, KL Divergence: 0.201139] [G loss: 0.908956, KL Divergence: 0.908654, FID: 114.785566]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1422 [D loss: 0.850220, acc.: 64.92%, KL Divergence: 0.201060] [G loss: 0.848582, KL Divergence: 0.848309, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
1423 [D loss: 0.835335, acc.: 63.39%, KL Divergence: 0.201409] [G loss: 0.951320, KL Divergence: 0.950972, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1424 [D loss: 0.853667, acc.: 65.22%, KL Divergence: 0.201469] [G loss: 0.856033, KL Divergence: 0.855750, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1425 [D loss: 0.846678, acc.: 64.51%, KL Divergence: 0.201569] [G loss: 0.864183, KL Divergence: 0.863886, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1426 [D loss: 0.848767, acc.: 64.73%, KL Divergence: 0.201506] [G loss: 0.861205, KL Divergence: 0.860918, FID: 114.785566]
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1427 [D loss: 0.858797, acc.: 65.75%, KL Divergence: 0.201288] [G loss: 0.835526, KL Divergence: 0.835261, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
1428 [D loss: 0.852418, acc.: 65.10%, KL Divergence: 0.201405] [G loss: 0.866998, KL Divergence: 0.866709, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
1429 [D loss: 0.847296, acc.: 64.59%, KL Divergence: 0.201414] [G loss: 0.870516, KL Divergence: 0.870230, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1430 [D loss: 0.845156, acc.: 64.39%, KL Divergence: 0.201231] [G loss: 0.864312, KL Divergence: 0.864032, FID: 114.785566]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1431 [D loss: 0.839620, acc.: 63.81%, KL Divergence: 0.201476] [G loss: 0.884710, KL Divergence: 0.884409, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1432 [D loss: 0.850756, acc.: 64.91%, KL Divergence: 0.201680] [G loss: 0.907143, KL Divergence: 0.906823, FID: 114.785566]
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 704us/step
4/4 [==============================] - 0s 5ms/step
1433 [D loss: 0.845031, acc.: 64.32%, KL Divergence: 0.201833] [G loss: 0.907946, KL Divergence: 0.907603, FID: 114.785566]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1434 [D loss: 0.847876, acc.: 64.61%, KL Divergence: 0.201763] [G loss: 0.869129, KL Divergence: 0.868824, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1435 [D loss: 0.847209, acc.: 64.58%, KL Divergence: 0.201434] [G loss: 0.844580, KL Divergence: 0.844301, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 2ms/step
1436 [D loss: 0.838104, acc.: 63.66%, KL Divergence: 0.201525] [G loss: 0.904205, KL Divergence: 0.903896, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1437 [D loss: 0.833698, acc.: 63.21%, KL Divergence: 0.201567] [G loss: 0.926451, KL Divergence: 0.926118, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1438 [D loss: 0.832435, acc.: 63.10%, KL Divergence: 0.201468] [G loss: 0.894164, KL Divergence: 0.893889, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1439 [D loss: 0.835767, acc.: 63.42%, KL Divergence: 0.201595] [G loss: 0.872461, KL Divergence: 0.872161, FID: 114.785566]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1440 [D loss: 0.839808, acc.: 63.84%, KL Divergence: 0.201434] [G loss: 0.861019, KL Divergence: 0.860725, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1441 [D loss: 0.838430, acc.: 63.70%, KL Divergence: 0.201409] [G loss: 0.881315, KL Divergence: 0.881039, FID: 114.785566]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1442 [D loss: 0.850778, acc.: 64.96%, KL Divergence: 0.201174] [G loss: 0.852709, KL Divergence: 0.852446, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1443 [D loss: 0.851997, acc.: 65.09%, KL Divergence: 0.201128] [G loss: 0.856415, KL Divergence: 0.856160, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1444 [D loss: 0.850688, acc.: 64.95%, KL Divergence: 0.201176] [G loss: 0.861401, KL Divergence: 0.861133, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1445 [D loss: 0.850137, acc.: 64.89%, KL Divergence: 0.201217] [G loss: 0.878635, KL Divergence: 0.878352, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1446 [D loss: 0.856542, acc.: 65.54%, KL Divergence: 0.201164] [G loss: 0.857695, KL Divergence: 0.857434, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1447 [D loss: 0.859428, acc.: 65.84%, KL Divergence: 0.201021] [G loss: 0.866717, KL Divergence: 0.866456, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1448 [D loss: 0.848846, acc.: 64.77%, KL Divergence: 0.201102] [G loss: 0.915450, KL Divergence: 0.915169, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1449 [D loss: 0.854099, acc.: 65.32%, KL Divergence: 0.200852] [G loss: 0.873507, KL Divergence: 0.873269, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1450 [D loss: 0.850759, acc.: 64.95%, KL Divergence: 0.201217] [G loss: 0.879373, KL Divergence: 0.879120, FID: 114.785566]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
1451 [D loss: 0.871436, acc.: 67.08%, KL Divergence: 0.200682] [G loss: 0.804682, KL Divergence: 0.804465, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1452 [D loss: 0.855710, acc.: 65.49%, KL Divergence: 0.200852] [G loss: 0.858434, KL Divergence: 0.858194, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1453 [D loss: 0.855974, acc.: 65.51%, KL Divergence: 0.200831] [G loss: 0.934700, KL Divergence: 0.934440, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1454 [D loss: 0.841969, acc.: 64.13%, KL Divergence: 0.200689] [G loss: 0.926097, KL Divergence: 0.925862, FID: 114.785566]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1455 [D loss: 0.848516, acc.: 64.78%, KL Divergence: 0.200679] [G loss: 0.851949, KL Divergence: 0.851732, FID: 114.785566]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1456 [D loss: 0.857288, acc.: 65.65%, KL Divergence: 0.200781] [G loss: 0.869160, KL Divergence: 0.868912, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1457 [D loss: 0.864647, acc.: 66.35%, KL Divergence: 0.201158] [G loss: 0.903938, KL Divergence: 0.903650, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1458 [D loss: 0.839699, acc.: 63.87%, KL Divergence: 0.201022] [G loss: 1.020933, KL Divergence: 1.020637, FID: 114.785566]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1459 [D loss: 0.820629, acc.: 61.99%, KL Divergence: 0.200756] [G loss: 0.956921, KL Divergence: 0.956653, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1460 [D loss: 0.868554, acc.: 66.77%, KL Divergence: 0.200840] [G loss: 0.833915, KL Divergence: 0.833675, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1461 [D loss: 0.876016, acc.: 67.52%, KL Divergence: 0.200824] [G loss: 0.887915, KL Divergence: 0.887666, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1462 [D loss: 0.824469, acc.: 62.38%, KL Divergence: 0.200680] [G loss: 1.004335, KL Divergence: 1.004076, FID: 114.785566]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1463 [D loss: 0.818458, acc.: 61.79%, KL Divergence: 0.200576] [G loss: 0.884013, KL Divergence: 0.883796, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1464 [D loss: 0.835969, acc.: 63.54%, KL Divergence: 0.200608] [G loss: 0.867008, KL Divergence: 0.866786, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1465 [D loss: 0.840183, acc.: 63.95%, KL Divergence: 0.200681] [G loss: 0.823740, KL Divergence: 0.823535, FID: 114.785566]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1466 [D loss: 0.848632, acc.: 64.77%, KL Divergence: 0.200889] [G loss: 0.859316, KL Divergence: 0.859081, FID: 114.785566]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1467 [D loss: 0.841584, acc.: 64.08%, KL Divergence: 0.200778] [G loss: 0.964612, KL Divergence: 0.964340, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
1468 [D loss: 0.814019, acc.: 61.32%, KL Divergence: 0.200781] [G loss: 1.001951, KL Divergence: 1.001680, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1469 [D loss: 0.818702, acc.: 61.80%, KL Divergence: 0.200742] [G loss: 0.923665, KL Divergence: 0.923417, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1470 [D loss: 0.852849, acc.: 65.23%, KL Divergence: 0.200570] [G loss: 0.868738, KL Divergence: 0.868501, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1471 [D loss: 0.855172, acc.: 65.46%, KL Divergence: 0.200618] [G loss: 0.862685, KL Divergence: 0.862462, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 0s/step
1472 [D loss: 0.839984, acc.: 63.95%, KL Divergence: 0.200487] [G loss: 0.835489, KL Divergence: 0.835304, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1473 [D loss: 0.820290, acc.: 61.99%, KL Divergence: 0.200362] [G loss: 0.816239, KL Divergence: 0.816060, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1474 [D loss: 0.825215, acc.: 62.44%, KL Divergence: 0.200818] [G loss: 0.818859, KL Divergence: 0.818653, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1475 [D loss: 0.870904, acc.: 66.98%, KL Divergence: 0.201057] [G loss: 0.906907, KL Divergence: 0.906666, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 1ms/step
4/4 [==============================] - 0s 0s/step
1476 [D loss: 0.808341, acc.: 60.76%, KL Divergence: 0.200728] [G loss: 1.043012, KL Divergence: 1.042736, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 308us/step
1477 [D loss: 0.812139, acc.: 61.15%, KL Divergence: 0.200679] [G loss: 1.004511, KL Divergence: 1.004269, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 3ms/step
1478 [D loss: 0.814543, acc.: 61.38%, KL Divergence: 0.200710] [G loss: 0.994445, KL Divergence: 0.994164, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1479 [D loss: 0.847691, acc.: 64.70%, KL Divergence: 0.200738] [G loss: 0.853481, KL Divergence: 0.853242, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
1480 [D loss: 0.866598, acc.: 66.59%, KL Divergence: 0.200733] [G loss: 0.878692, KL Divergence: 0.878438, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 0s/step
1481 [D loss: 0.848824, acc.: 64.84%, KL Divergence: 0.200379] [G loss: 0.855963, KL Divergence: 0.855769, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1482 [D loss: 0.813666, acc.: 61.31%, KL Divergence: 0.200537] [G loss: 0.868782, KL Divergence: 0.868587, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1483 [D loss: 0.808117, acc.: 60.74%, KL Divergence: 0.200741] [G loss: 0.861277, KL Divergence: 0.861059, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1484 [D loss: 0.864042, acc.: 66.28%, KL Divergence: 0.201245] [G loss: 0.849634, KL Divergence: 0.849392, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 0s/step
4/4 [==============================] - 0s 5ms/step
1485 [D loss: 0.835717, acc.: 63.49%, KL Divergence: 0.200805] [G loss: 0.999443, KL Divergence: 0.999206, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1486 [D loss: 0.805642, acc.: 60.48%, KL Divergence: 0.200797] [G loss: 1.123080, KL Divergence: 1.122791, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
1487 [D loss: 0.817376, acc.: 61.65%, KL Divergence: 0.200852] [G loss: 1.043582, KL Divergence: 1.043291, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1488 [D loss: 0.833716, acc.: 63.29%, KL Divergence: 0.200777] [G loss: 0.930704, KL Divergence: 0.930440, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1489 [D loss: 0.861275, acc.: 66.06%, KL Divergence: 0.200637] [G loss: 0.857846, KL Divergence: 0.857625, FID: 114.785566]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1490 [D loss: 0.852026, acc.: 65.15%, KL Divergence: 0.200555] [G loss: 0.894765, KL Divergence: 0.894549, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1491 [D loss: 0.827123, acc.: 62.66%, KL Divergence: 0.200475] [G loss: 0.913687, KL Divergence: 0.913486, FID: 114.785566]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
1492 [D loss: 0.799642, acc.: 59.91%, KL Divergence: 0.200512] [G loss: 0.906339, KL Divergence: 0.906130, FID: 114.785566]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1493 [D loss: 0.805710, acc.: 60.52%, KL Divergence: 0.200542] [G loss: 0.874802, KL Divergence: 0.874598, FID: 114.785566]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
1494 [D loss: 0.830166, acc.: 62.94%, KL Divergence: 0.200774] [G loss: 0.815924, KL Divergence: 0.815715, FID: 114.785566]
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
1495 [D loss: 0.832488, acc.: 63.17%, KL Divergence: 0.200804] [G loss: 0.895086, KL Divergence: 0.894856, FID: 114.785566]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1496 [D loss: 0.815795, acc.: 61.50%, KL Divergence: 0.200768] [G loss: 0.972516, KL Divergence: 0.972257, FID: 114.785566]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 36ms/step
1497 [D loss: 0.818068, acc.: 61.73%, KL Divergence: 0.200741] [G loss: 0.989593, KL Divergence: 0.989323, FID: 114.785566]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
1498 [D loss: 0.820187, acc.: 61.95%, KL Divergence: 0.200699] [G loss: 0.961463, KL Divergence: 0.961201, FID: 114.785566]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1499 [D loss: 0.836980, acc.: 63.64%, KL Divergence: 0.200608] [G loss: 0.920942, KL Divergence: 0.920689, FID: 114.785566]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 1s 116ms/step
4/4 [==============================] - 1s 89ms/step
1500 [D loss: 0.832420, acc.: 63.18%, KL Divergence: 0.200665] [G loss: 0.915097, KL Divergence: 0.914854, FID: 126.943341]
1/1 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 79ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
1501 [D loss: 0.825954, acc.: 62.55%, KL Divergence: 0.200467] [G loss: 0.907773, KL Divergence: 0.907559, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1502 [D loss: 0.822551, acc.: 62.22%, KL Divergence: 0.200301] [G loss: 0.867307, KL Divergence: 0.867123, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1503 [D loss: 0.827081, acc.: 62.67%, KL Divergence: 0.200385] [G loss: 0.839058, KL Divergence: 0.838875, FID: 126.943341]
4/4 [==============================] - 0s 29ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
1504 [D loss: 0.822487, acc.: 62.20%, KL Divergence: 0.200518] [G loss: 0.927055, KL Divergence: 0.926843, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 16ms/step
1505 [D loss: 0.848113, acc.: 64.76%, KL Divergence: 0.200466] [G loss: 0.868335, KL Divergence: 0.868123, FID: 126.943341]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
1506 [D loss: 0.838739, acc.: 63.82%, KL Divergence: 0.200503] [G loss: 0.897663, KL Divergence: 0.897443, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
1507 [D loss: 0.822043, acc.: 62.16%, KL Divergence: 0.200437] [G loss: 0.946425, KL Divergence: 0.946197, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 5ms/step
1508 [D loss: 0.814046, acc.: 61.34%, KL Divergence: 0.200684] [G loss: 1.012809, KL Divergence: 1.012552, FID: 126.943341]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 11ms/step
1509 [D loss: 0.821910, acc.: 62.13%, KL Divergence: 0.200624] [G loss: 0.957136, KL Divergence: 0.956884, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1510 [D loss: 0.836179, acc.: 63.58%, KL Divergence: 0.200409] [G loss: 0.817375, KL Divergence: 0.817178, FID: 126.943341]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 9ms/step
1511 [D loss: 0.830740, acc.: 63.01%, KL Divergence: 0.200679] [G loss: 0.885607, KL Divergence: 0.885384, FID: 126.943341]
4/4 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 6ms/step
1512 [D loss: 0.818390, acc.: 61.79%, KL Divergence: 0.200483] [G loss: 0.885522, KL Divergence: 0.885317, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
1513 [D loss: 0.826024, acc.: 62.54%, KL Divergence: 0.200581] [G loss: 0.871946, KL Divergence: 0.871715, FID: 126.943341]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 16ms/step
1514 [D loss: 0.838514, acc.: 63.79%, KL Divergence: 0.200604] [G loss: 0.851317, KL Divergence: 0.851096, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
1515 [D loss: 0.819819, acc.: 61.92%, KL Divergence: 0.200651] [G loss: 0.901782, KL Divergence: 0.901552, FID: 126.943341]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 37ms/step
4/4 [==============================] - 0s 12ms/step
1516 [D loss: 0.821069, acc.: 62.02%, KL Divergence: 0.200831] [G loss: 0.957382, KL Divergence: 0.957102, FID: 126.943341]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 14ms/step
1517 [D loss: 0.829093, acc.: 62.81%, KL Divergence: 0.200951] [G loss: 0.954612, KL Divergence: 0.954322, FID: 126.943341]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1518 [D loss: 0.840772, acc.: 64.01%, KL Divergence: 0.200682] [G loss: 0.895011, KL Divergence: 0.894770, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
1519 [D loss: 0.856129, acc.: 65.53%, KL Divergence: 0.200788] [G loss: 0.912738, KL Divergence: 0.912464, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
1520 [D loss: 0.850478, acc.: 64.96%, KL Divergence: 0.200903] [G loss: 0.933756, KL Divergence: 0.933493, FID: 126.943341]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1521 [D loss: 0.833631, acc.: 63.30%, KL Divergence: 0.200621] [G loss: 0.963901, KL Divergence: 0.963647, FID: 126.943341]
4/4 [==============================] - 0s 30ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 5ms/step
1522 [D loss: 0.826063, acc.: 62.55%, KL Divergence: 0.200564] [G loss: 0.929828, KL Divergence: 0.929579, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
1523 [D loss: 0.833048, acc.: 63.26%, KL Divergence: 0.200437] [G loss: 0.846721, KL Divergence: 0.846520, FID: 126.943341]
4/4 [==============================] - 0s 46ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1524 [D loss: 0.860952, acc.: 66.05%, KL Divergence: 0.200455] [G loss: 0.791505, KL Divergence: 0.791308, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 16ms/step
1525 [D loss: 0.873131, acc.: 67.24%, KL Divergence: 0.200719] [G loss: 0.862486, KL Divergence: 0.862248, FID: 126.943341]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
1526 [D loss: 0.849219, acc.: 64.83%, KL Divergence: 0.200884] [G loss: 1.035405, KL Divergence: 1.035119, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
1527 [D loss: 0.828887, acc.: 62.83%, KL Divergence: 0.200595] [G loss: 1.045001, KL Divergence: 1.044740, FID: 126.943341]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
1528 [D loss: 0.828755, acc.: 62.81%, KL Divergence: 0.200644] [G loss: 0.992990, KL Divergence: 0.992732, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
1529 [D loss: 0.846801, acc.: 64.61%, KL Divergence: 0.200740] [G loss: 0.887423, KL Divergence: 0.887189, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 33ms/step
4/4 [==============================] - 0s 13ms/step
1530 [D loss: 0.850801, acc.: 65.04%, KL Divergence: 0.200433] [G loss: 0.802041, KL Divergence: 0.801852, FID: 126.943341]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 25ms/step
1531 [D loss: 0.839762, acc.: 63.93%, KL Divergence: 0.200431] [G loss: 0.812612, KL Divergence: 0.812421, FID: 126.943341]
4/4 [==============================] - 0s 34ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
1532 [D loss: 0.837906, acc.: 63.74%, KL Divergence: 0.200467] [G loss: 0.822503, KL Divergence: 0.822309, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
1533 [D loss: 0.826544, acc.: 62.57%, KL Divergence: 0.200818] [G loss: 0.924309, KL Divergence: 0.924066, FID: 126.943341]
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1534 [D loss: 0.803682, acc.: 60.28%, KL Divergence: 0.200881] [G loss: 0.986706, KL Divergence: 0.986435, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
1535 [D loss: 0.812238, acc.: 61.09%, KL Divergence: 0.201342] [G loss: 0.950493, KL Divergence: 0.950223, FID: 126.943341]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 11ms/step
1536 [D loss: 0.814692, acc.: 61.33%, KL Divergence: 0.201406] [G loss: 0.948320, KL Divergence: 0.948044, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1537 [D loss: 0.832555, acc.: 63.13%, KL Divergence: 0.201273] [G loss: 0.864979, KL Divergence: 0.864729, FID: 126.943341]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
1538 [D loss: 0.819398, acc.: 61.79%, KL Divergence: 0.201473] [G loss: 0.926810, KL Divergence: 0.926522, FID: 126.943341]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
1539 [D loss: 0.827095, acc.: 62.56%, KL Divergence: 0.201464] [G loss: 0.919943, KL Divergence: 0.919672, FID: 126.943341]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 10ms/step
1540 [D loss: 0.834296, acc.: 63.32%, KL Divergence: 0.201137] [G loss: 0.872037, KL Divergence: 0.871799, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
1541 [D loss: 0.834665, acc.: 63.34%, KL Divergence: 0.201221] [G loss: 0.882696, KL Divergence: 0.882442, FID: 126.943341]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
1542 [D loss: 0.818646, acc.: 61.74%, KL Divergence: 0.201208] [G loss: 0.981169, KL Divergence: 0.980873, FID: 126.943341]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
1543 [D loss: 0.825598, acc.: 62.43%, KL Divergence: 0.201308] [G loss: 0.943844, KL Divergence: 0.943571, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
1544 [D loss: 0.815741, acc.: 61.45%, KL Divergence: 0.201219] [G loss: 0.970418, KL Divergence: 0.970145, FID: 126.943341]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
1545 [D loss: 0.817706, acc.: 61.66%, KL Divergence: 0.201120] [G loss: 0.911214, KL Divergence: 0.910966, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
1546 [D loss: 0.814396, acc.: 61.32%, KL Divergence: 0.201156] [G loss: 0.910775, KL Divergence: 0.910500, FID: 126.943341]
4/4 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 12ms/step
1547 [D loss: 0.823667, acc.: 62.25%, KL Divergence: 0.201199] [G loss: 0.888777, KL Divergence: 0.888525, FID: 126.943341]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 15ms/step
1548 [D loss: 0.837303, acc.: 63.60%, KL Divergence: 0.201262] [G loss: 0.882815, KL Divergence: 0.882546, FID: 126.943341]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
1549 [D loss: 0.832427, acc.: 63.13%, KL Divergence: 0.201175] [G loss: 0.884686, KL Divergence: 0.884455, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 45ms/step
4/4 [==============================] - 0s 11ms/step
1550 [D loss: 0.831544, acc.: 63.04%, KL Divergence: 0.201147] [G loss: 0.886675, KL Divergence: 0.886443, FID: 126.943341]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
1551 [D loss: 0.814729, acc.: 61.35%, KL Divergence: 0.201191] [G loss: 0.940179, KL Divergence: 0.939918, FID: 126.943341]
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
1552 [D loss: 0.820584, acc.: 61.95%, KL Divergence: 0.201068] [G loss: 0.859067, KL Divergence: 0.858835, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
1553 [D loss: 0.829795, acc.: 62.86%, KL Divergence: 0.201165] [G loss: 0.894718, KL Divergence: 0.894458, FID: 126.943341]
4/4 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
1554 [D loss: 0.848333, acc.: 64.72%, KL Divergence: 0.201148] [G loss: 0.877249, KL Divergence: 0.876976, FID: 126.943341]
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
1555 [D loss: 0.830783, acc.: 62.97%, KL Divergence: 0.201088] [G loss: 0.929072, KL Divergence: 0.928820, FID: 126.943341]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
1556 [D loss: 0.831690, acc.: 63.06%, KL Divergence: 0.201045] [G loss: 0.920428, KL Divergence: 0.920183, FID: 126.943341]
4/4 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 6ms/step
1557 [D loss: 0.830382, acc.: 62.94%, KL Divergence: 0.200991] [G loss: 0.902557, KL Divergence: 0.902316, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
1558 [D loss: 0.821833, acc.: 62.07%, KL Divergence: 0.201137] [G loss: 0.925444, KL Divergence: 0.925192, FID: 126.943341]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
1559 [D loss: 0.825869, acc.: 62.49%, KL Divergence: 0.200923] [G loss: 0.879620, KL Divergence: 0.879398, FID: 126.943341]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
1560 [D loss: 0.833026, acc.: 63.22%, KL Divergence: 0.200801] [G loss: 0.818039, KL Divergence: 0.817821, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
1561 [D loss: 0.830126, acc.: 62.91%, KL Divergence: 0.201046] [G loss: 0.922358, KL Divergence: 0.922097, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
1562 [D loss: 0.838918, acc.: 63.78%, KL Divergence: 0.201085] [G loss: 0.905484, KL Divergence: 0.905217, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 29ms/step
4/4 [==============================] - 0s 10ms/step
1563 [D loss: 0.834866, acc.: 63.39%, KL Divergence: 0.200926] [G loss: 0.891817, KL Divergence: 0.891581, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
1564 [D loss: 0.845185, acc.: 64.42%, KL Divergence: 0.200955] [G loss: 0.883524, KL Divergence: 0.883277, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
1565 [D loss: 0.827554, acc.: 62.66%, KL Divergence: 0.200923] [G loss: 0.902765, KL Divergence: 0.902514, FID: 126.943341]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 10ms/step
1566 [D loss: 0.846182, acc.: 64.55%, KL Divergence: 0.200713] [G loss: 0.833762, KL Divergence: 0.833529, FID: 126.943341]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
1567 [D loss: 0.855853, acc.: 65.51%, KL Divergence: 0.200737] [G loss: 0.854897, KL Divergence: 0.854665, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
1568 [D loss: 0.864719, acc.: 66.40%, KL Divergence: 0.200756] [G loss: 0.848026, KL Divergence: 0.847788, FID: 126.943341]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
1569 [D loss: 0.860981, acc.: 66.01%, KL Divergence: 0.200892] [G loss: 0.941947, KL Divergence: 0.941674, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 12ms/step
1570 [D loss: 0.827536, acc.: 62.67%, KL Divergence: 0.200833] [G loss: 1.020822, KL Divergence: 1.020539, FID: 126.943341]
4/4 [==============================] - 0s 34ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
1571 [D loss: 0.822553, acc.: 62.20%, KL Divergence: 0.200594] [G loss: 0.902270, KL Divergence: 0.902040, FID: 126.943341]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
1572 [D loss: 0.851997, acc.: 65.14%, KL Divergence: 0.200645] [G loss: 0.868626, KL Divergence: 0.868401, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
1573 [D loss: 0.885733, acc.: 68.49%, KL Divergence: 0.200823] [G loss: 0.881362, KL Divergence: 0.881109, FID: 126.943341]
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1574 [D loss: 0.872000, acc.: 67.09%, KL Divergence: 0.201129] [G loss: 1.071234, KL Divergence: 1.070887, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
1575 [D loss: 0.813567, acc.: 61.24%, KL Divergence: 0.201159] [G loss: 1.152202, KL Divergence: 1.151809, FID: 126.943341]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
1576 [D loss: 0.824314, acc.: 62.30%, KL Divergence: 0.201348] [G loss: 1.072481, KL Divergence: 1.072087, FID: 126.943341]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
1577 [D loss: 0.855553, acc.: 65.45%, KL Divergence: 0.201014] [G loss: 0.939279, KL Divergence: 0.938965, FID: 126.943341]
4/4 [==============================] - 0s 19ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 6ms/step
1578 [D loss: 0.867675, acc.: 66.68%, KL Divergence: 0.200838] [G loss: 0.938094, KL Divergence: 0.937829, FID: 126.943341]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 9ms/step
1579 [D loss: 0.826525, acc.: 62.60%, KL Divergence: 0.200477] [G loss: 0.978601, KL Divergence: 0.978359, FID: 126.943341]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1580 [D loss: 0.827212, acc.: 62.65%, KL Divergence: 0.200700] [G loss: 0.929828, KL Divergence: 0.929569, FID: 126.943341]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
1581 [D loss: 0.828803, acc.: 62.81%, KL Divergence: 0.200682] [G loss: 0.893561, KL Divergence: 0.893311, FID: 126.943341]
4/4 [==============================] - 0s 47ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
1582 [D loss: 0.834498, acc.: 63.38%, KL Divergence: 0.200678] [G loss: 0.912871, KL Divergence: 0.912613, FID: 126.943341]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 7ms/step
1583 [D loss: 0.824435, acc.: 62.37%, KL Divergence: 0.200749] [G loss: 0.920969, KL Divergence: 0.920703, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
1584 [D loss: 0.814312, acc.: 61.33%, KL Divergence: 0.200984] [G loss: 0.960558, KL Divergence: 0.960266, FID: 126.943341]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
1585 [D loss: 0.836520, acc.: 63.58%, KL Divergence: 0.200680] [G loss: 0.848769, KL Divergence: 0.848533, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 10ms/step
1586 [D loss: 0.847670, acc.: 64.70%, KL Divergence: 0.200668] [G loss: 0.855032, KL Divergence: 0.854791, FID: 126.943341]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
1587 [D loss: 0.840630, acc.: 63.98%, KL Divergence: 0.200814] [G loss: 0.905083, KL Divergence: 0.904822, FID: 126.943341]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
1588 [D loss: 0.844452, acc.: 64.37%, KL Divergence: 0.200770] [G loss: 0.849526, KL Divergence: 0.849280, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
1589 [D loss: 0.840450, acc.: 63.96%, KL Divergence: 0.200879] [G loss: 0.879633, KL Divergence: 0.879373, FID: 126.943341]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1590 [D loss: 0.826728, acc.: 62.57%, KL Divergence: 0.200995] [G loss: 0.932230, KL Divergence: 0.931945, FID: 126.943341]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1591 [D loss: 0.838231, acc.: 63.72%, KL Divergence: 0.201014] [G loss: 0.924266, KL Divergence: 0.923979, FID: 126.943341]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1592 [D loss: 0.831200, acc.: 63.02%, KL Divergence: 0.200985] [G loss: 0.880535, KL Divergence: 0.880267, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1593 [D loss: 0.830388, acc.: 62.92%, KL Divergence: 0.201198] [G loss: 0.932361, KL Divergence: 0.932071, FID: 126.943341]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1594 [D loss: 0.833077, acc.: 63.20%, KL Divergence: 0.201054] [G loss: 0.901099, KL Divergence: 0.900803, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1595 [D loss: 0.833702, acc.: 63.26%, KL Divergence: 0.201119] [G loss: 0.972822, KL Divergence: 0.972494, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1596 [D loss: 0.838131, acc.: 63.72%, KL Divergence: 0.200908] [G loss: 0.887999, KL Divergence: 0.887715, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1597 [D loss: 0.820919, acc.: 61.96%, KL Divergence: 0.201272] [G loss: 0.961649, KL Divergence: 0.961307, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1598 [D loss: 0.837850, acc.: 63.69%, KL Divergence: 0.200975] [G loss: 0.856121, KL Divergence: 0.855848, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1599 [D loss: 0.827161, acc.: 62.59%, KL Divergence: 0.201238] [G loss: 0.891308, KL Divergence: 0.891011, FID: 126.943341]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 75ms/step
4/4 [==============================] - 1s 80ms/step
1600 [D loss: 0.840558, acc.: 63.94%, KL Divergence: 0.201162] [G loss: 0.864010, KL Divergence: 0.863733, FID: 99.696322]
1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1601 [D loss: 0.828173, acc.: 62.70%, KL Divergence: 0.201144] [G loss: 0.891388, KL Divergence: 0.891096, FID: 99.696322]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1602 [D loss: 0.815432, acc.: 61.41%, KL Divergence: 0.201363] [G loss: 0.949100, KL Divergence: 0.948774, FID: 99.696322]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1603 [D loss: 0.828046, acc.: 62.69%, KL Divergence: 0.201114] [G loss: 0.900994, KL Divergence: 0.900707, FID: 99.696322]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1604 [D loss: 0.829769, acc.: 62.87%, KL Divergence: 0.201022] [G loss: 0.828974, KL Divergence: 0.828722, FID: 99.696322]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1605 [D loss: 0.822058, acc.: 62.09%, KL Divergence: 0.201159] [G loss: 0.889329, KL Divergence: 0.889056, FID: 99.696322]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1606 [D loss: 0.824191, acc.: 62.30%, KL Divergence: 0.201150] [G loss: 0.887498, KL Divergence: 0.887203, FID: 99.696322]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1607 [D loss: 0.821224, acc.: 61.96%, KL Divergence: 0.201620] [G loss: 0.968940, KL Divergence: 0.968580, FID: 99.696322]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1608 [D loss: 0.824970, acc.: 62.34%, KL Divergence: 0.201538] [G loss: 0.888441, KL Divergence: 0.888123, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1609 [D loss: 0.818831, acc.: 61.71%, KL Divergence: 0.201772] [G loss: 0.961468, KL Divergence: 0.961102, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1610 [D loss: 0.828437, acc.: 62.69%, KL Divergence: 0.201534] [G loss: 0.890815, KL Divergence: 0.890489, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1611 [D loss: 0.849727, acc.: 64.85%, KL Divergence: 0.201249] [G loss: 0.858047, KL Divergence: 0.857746, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1612 [D loss: 0.841754, acc.: 64.02%, KL Divergence: 0.201514] [G loss: 0.902791, KL Divergence: 0.902449, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1613 [D loss: 0.845353, acc.: 64.42%, KL Divergence: 0.201201] [G loss: 0.839322, KL Divergence: 0.839044, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 8ms/step
1614 [D loss: 0.849707, acc.: 64.85%, KL Divergence: 0.201172] [G loss: 0.834236, KL Divergence: 0.833955, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
1615 [D loss: 0.838068, acc.: 63.65%, KL Divergence: 0.201539] [G loss: 0.905638, KL Divergence: 0.905318, FID: 99.696322]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
1616 [D loss: 0.846443, acc.: 64.52%, KL Divergence: 0.201241] [G loss: 0.852844, KL Divergence: 0.852556, FID: 99.696322]
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 13ms/step
1617 [D loss: 0.843663, acc.: 64.24%, KL Divergence: 0.201224] [G loss: 0.865919, KL Divergence: 0.865652, FID: 99.696322]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
1618 [D loss: 0.840661, acc.: 63.91%, KL Divergence: 0.201583] [G loss: 0.887220, KL Divergence: 0.886920, FID: 99.696322]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
1619 [D loss: 0.847546, acc.: 64.61%, KL Divergence: 0.201433] [G loss: 0.920860, KL Divergence: 0.920549, FID: 99.696322]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
1620 [D loss: 0.831366, acc.: 62.97%, KL Divergence: 0.201707] [G loss: 0.996354, KL Divergence: 0.996002, FID: 99.696322]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
1621 [D loss: 0.844649, acc.: 64.32%, KL Divergence: 0.201446] [G loss: 0.859239, KL Divergence: 0.858199, FID: 99.696322]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
1622 [D loss: 0.858198, acc.: 65.05%, KL Divergence: 0.207671] [G loss: 0.831157, KL Divergence: 0.829727, FID: 99.696322]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
1623 [D loss: 0.865848, acc.: 65.61%, KL Divergence: 0.209709] [G loss: 0.863738, KL Divergence: 0.861977, FID: 99.696322]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
1624 [D loss: 0.852285, acc.: 64.57%, KL Divergence: 0.206622] [G loss: 0.861142, KL Divergence: 0.859814, FID: 99.696322]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
1625 [D loss: 0.852726, acc.: 64.78%, KL Divergence: 0.204906] [G loss: 0.849371, KL Divergence: 0.848418, FID: 99.696322]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
1626 [D loss: 0.846351, acc.: 64.06%, KL Divergence: 0.205758] [G loss: 0.881104, KL Divergence: 0.879666, FID: 99.696322]
4/4 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
1627 [D loss: 0.860538, acc.: 65.64%, KL Divergence: 0.204130] [G loss: 0.831994, KL Divergence: 0.831135, FID: 99.696322]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
1628 [D loss: 0.853813, acc.: 64.92%, KL Divergence: 0.204629] [G loss: 0.876339, KL Divergence: 0.874967, FID: 99.696322]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
1629 [D loss: 0.848270, acc.: 64.45%, KL Divergence: 0.203757] [G loss: 0.838767, KL Divergence: 0.837806, FID: 99.696322]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
1630 [D loss: 0.837190, acc.: 63.37%, KL Divergence: 0.203480] [G loss: 0.850608, KL Divergence: 0.849774, FID: 99.696322]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
1631 [D loss: 0.848915, acc.: 64.52%, KL Divergence: 0.203746] [G loss: 0.811747, KL Divergence: 0.810930, FID: 99.696322]
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
1632 [D loss: 0.851370, acc.: 64.79%, KL Divergence: 0.203461] [G loss: 0.810375, KL Divergence: 0.809699, FID: 99.696322]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
1633 [D loss: 0.853997, acc.: 65.05%, KL Divergence: 0.203513] [G loss: 0.850567, KL Divergence: 0.849797, FID: 99.696322]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
1634 [D loss: 0.843129, acc.: 63.96%, KL Divergence: 0.203531] [G loss: 0.875472, KL Divergence: 0.874734, FID: 99.696322]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
1635 [D loss: 0.834670, acc.: 63.11%, KL Divergence: 0.203565] [G loss: 0.928581, KL Divergence: 0.927576, FID: 99.696322]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 13ms/step
1636 [D loss: 0.839577, acc.: 63.67%, KL Divergence: 0.202869] [G loss: 0.865377, KL Divergence: 0.864701, FID: 99.696322]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
1637 [D loss: 0.841724, acc.: 63.88%, KL Divergence: 0.202969] [G loss: 0.873556, KL Divergence: 0.872755, FID: 99.696322]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
1638 [D loss: 0.865971, acc.: 66.41%, KL Divergence: 0.201884] [G loss: 0.775419, KL Divergence: 0.775056, FID: 99.696322]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1639 [D loss: 0.843689, acc.: 64.10%, KL Divergence: 0.202727] [G loss: 0.863969, KL Divergence: 0.863219, FID: 99.696322]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1640 [D loss: 0.828718, acc.: 62.52%, KL Divergence: 0.203507] [G loss: 0.938589, KL Divergence: 0.937494, FID: 99.696322]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1641 [D loss: 0.828808, acc.: 62.62%, KL Divergence: 0.202657] [G loss: 0.868752, KL Divergence: 0.868021, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1642 [D loss: 0.832017, acc.: 62.96%, KL Divergence: 0.202440] [G loss: 0.834444, KL Divergence: 0.833893, FID: 99.696322]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1643 [D loss: 0.843321, acc.: 64.06%, KL Divergence: 0.202738] [G loss: 0.881021, KL Divergence: 0.880255, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1644 [D loss: 0.874232, acc.: 67.16%, KL Divergence: 0.202673] [G loss: 0.914969, KL Divergence: 0.914243, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1645 [D loss: 0.848028, acc.: 64.53%, KL Divergence: 0.202722] [G loss: 1.013177, KL Divergence: 1.012514, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1646 [D loss: 0.812957, acc.: 61.03%, KL Divergence: 0.202699] [G loss: 1.081747, KL Divergence: 1.081012, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1647 [D loss: 0.826363, acc.: 62.39%, KL Divergence: 0.202434] [G loss: 0.986180, KL Divergence: 0.985563, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1648 [D loss: 0.838114, acc.: 63.54%, KL Divergence: 0.202693] [G loss: 1.001760, KL Divergence: 1.000908, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1649 [D loss: 0.839869, acc.: 63.81%, KL Divergence: 0.201789] [G loss: 0.848939, KL Divergence: 0.848493, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1650 [D loss: 0.824953, acc.: 62.32%, KL Divergence: 0.201784] [G loss: 0.890606, KL Divergence: 0.890125, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1651 [D loss: 0.790432, acc.: 58.84%, KL Divergence: 0.202041] [G loss: 0.886362, KL Divergence: 0.885901, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1652 [D loss: 0.837193, acc.: 63.54%, KL Divergence: 0.201816] [G loss: 0.832166, KL Divergence: 0.831785, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1653 [D loss: 0.835483, acc.: 63.24%, KL Divergence: 0.203080] [G loss: 1.013312, KL Divergence: 1.012454, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1654 [D loss: 0.798044, acc.: 59.54%, KL Divergence: 0.202642] [G loss: 1.075625, KL Divergence: 1.074868, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1655 [D loss: 0.813872, acc.: 61.09%, KL Divergence: 0.203002] [G loss: 1.058325, KL Divergence: 1.057478, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1656 [D loss: 0.844996, acc.: 64.18%, KL Divergence: 0.203239] [G loss: 0.984660, KL Divergence: 0.983979, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1657 [D loss: 0.854871, acc.: 65.27%, KL Divergence: 0.202136] [G loss: 0.917947, KL Divergence: 0.917408, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1658 [D loss: 0.866767, acc.: 66.54%, KL Divergence: 0.201324] [G loss: 0.826026, KL Divergence: 0.825711, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1659 [D loss: 0.832939, acc.: 63.12%, KL Divergence: 0.201774] [G loss: 0.937188, KL Divergence: 0.936706, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1660 [D loss: 0.758909, acc.: 55.73%, KL Divergence: 0.201627] [G loss: 1.027132, KL Divergence: 1.026681, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1661 [D loss: 0.762402, acc.: 56.01%, KL Divergence: 0.202300] [G loss: 0.982613, KL Divergence: 0.982045, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1662 [D loss: 0.798807, acc.: 59.60%, KL Divergence: 0.202762] [G loss: 0.938639, KL Divergence: 0.937946, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1663 [D loss: 0.820548, acc.: 61.73%, KL Divergence: 0.203261] [G loss: 0.912559, KL Divergence: 0.911965, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1664 [D loss: 0.815522, acc.: 61.20%, KL Divergence: 0.203544] [G loss: 0.918610, KL Divergence: 0.918131, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1665 [D loss: 0.831587, acc.: 62.85%, KL Divergence: 0.203081] [G loss: 0.932743, KL Divergence: 0.932159, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1666 [D loss: 0.830929, acc.: 62.78%, KL Divergence: 0.203124] [G loss: 0.935668, KL Divergence: 0.935104, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1667 [D loss: 0.856285, acc.: 65.34%, KL Divergence: 0.202899] [G loss: 0.910926, KL Divergence: 0.910383, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1668 [D loss: 0.857297, acc.: 65.53%, KL Divergence: 0.202004] [G loss: 0.843193, KL Divergence: 0.842815, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1669 [D loss: 0.836423, acc.: 63.46%, KL Divergence: 0.201862] [G loss: 0.906670, KL Divergence: 0.906280, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1670 [D loss: 0.754473, acc.: 55.28%, KL Divergence: 0.201637] [G loss: 0.999715, KL Divergence: 0.999352, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1671 [D loss: 0.777789, acc.: 57.59%, KL Divergence: 0.201927] [G loss: 0.874105, KL Divergence: 0.873731, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1672 [D loss: 0.823069, acc.: 62.06%, KL Divergence: 0.202439] [G loss: 0.774954, KL Divergence: 0.774529, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1673 [D loss: 0.876595, acc.: 67.29%, KL Divergence: 0.203726] [G loss: 0.872379, KL Divergence: 0.871663, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1674 [D loss: 0.835126, acc.: 63.17%, KL Divergence: 0.203398] [G loss: 1.010264, KL Divergence: 1.009626, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1675 [D loss: 0.797361, acc.: 59.32%, KL Divergence: 0.204184] [G loss: 1.186271, KL Divergence: 1.185391, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1676 [D loss: 0.809104, acc.: 60.52%, KL Divergence: 0.203937] [G loss: 1.145527, KL Divergence: 1.144722, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1677 [D loss: 0.839034, acc.: 63.55%, KL Divergence: 0.203564] [G loss: 1.024762, KL Divergence: 1.024010, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1678 [D loss: 0.857047, acc.: 65.44%, KL Divergence: 0.202689] [G loss: 0.907394, KL Divergence: 0.906861, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1679 [D loss: 0.848724, acc.: 64.63%, KL Divergence: 0.202417] [G loss: 0.962759, KL Divergence: 0.962231, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1680 [D loss: 0.769638, acc.: 56.82%, KL Divergence: 0.201428] [G loss: 0.980857, KL Divergence: 0.980548, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1681 [D loss: 0.791973, acc.: 59.01%, KL Divergence: 0.201835] [G loss: 0.897982, KL Divergence: 0.897622, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1682 [D loss: 0.726970, acc.: 52.43%, KL Divergence: 0.202676] [G loss: 1.021748, KL Divergence: 1.021324, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1683 [D loss: 0.810291, acc.: 60.76%, KL Divergence: 0.202724] [G loss: 0.789196, KL Divergence: 0.788829, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1684 [D loss: 0.868666, acc.: 66.53%, KL Divergence: 0.203394] [G loss: 0.927052, KL Divergence: 0.926619, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1685 [D loss: 0.779626, acc.: 57.62%, KL Divergence: 0.203430] [G loss: 1.159939, KL Divergence: 1.159301, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1686 [D loss: 0.817218, acc.: 61.40%, KL Divergence: 0.203200] [G loss: 1.060362, KL Divergence: 1.059811, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1687 [D loss: 0.843082, acc.: 63.87%, KL Divergence: 0.204377] [G loss: 1.152469, KL Divergence: 1.151900, FID: 99.696322]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1688 [D loss: 0.809738, acc.: 60.58%, KL Divergence: 0.203940] [G loss: 1.259152, KL Divergence: 1.258533, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1689 [D loss: 0.775098, acc.: 57.15%, KL Divergence: 0.203592] [G loss: 1.112804, KL Divergence: 1.112204, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1690 [D loss: 0.801186, acc.: 59.79%, KL Divergence: 0.203336] [G loss: 1.105831, KL Divergence: 1.105240, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
1691 [D loss: 0.768746, acc.: 56.63%, KL Divergence: 0.202409] [G loss: 1.011119, KL Divergence: 1.010649, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1692 [D loss: 0.819147, acc.: 61.68%, KL Divergence: 0.202309] [G loss: 0.868124, KL Divergence: 0.867689, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1693 [D loss: 0.790589, acc.: 58.82%, KL Divergence: 0.202407] [G loss: 0.967898, KL Divergence: 0.967424, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1694 [D loss: 0.804995, acc.: 60.30%, KL Divergence: 0.201994] [G loss: 0.865627, KL Divergence: 0.865231, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1695 [D loss: 0.804128, acc.: 60.22%, KL Divergence: 0.201965] [G loss: 0.880186, KL Divergence: 0.879781, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1696 [D loss: 0.808615, acc.: 60.65%, KL Divergence: 0.202144] [G loss: 0.913291, KL Divergence: 0.912850, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1697 [D loss: 0.824326, acc.: 62.25%, KL Divergence: 0.201823] [G loss: 0.871699, KL Divergence: 0.871297, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1698 [D loss: 0.826539, acc.: 62.49%, KL Divergence: 0.201639] [G loss: 0.872618, KL Divergence: 0.872253, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1699 [D loss: 0.829136, acc.: 62.72%, KL Divergence: 0.201972] [G loss: 0.907312, KL Divergence: 0.906895, FID: 99.696322]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 80ms/step
4/4 [==============================] - 1s 89ms/step
1700 [D loss: 0.835028, acc.: 63.28%, KL Divergence: 0.202276] [G loss: 0.939647, KL Divergence: 0.939153, FID: 84.280073]
1/1 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 72ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1701 [D loss: 0.836536, acc.: 63.48%, KL Divergence: 0.201713] [G loss: 0.831721, KL Divergence: 0.831377, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1702 [D loss: 0.836427, acc.: 63.46%, KL Divergence: 0.201790] [G loss: 0.910774, KL Divergence: 0.910350, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1703 [D loss: 0.828013, acc.: 62.62%, KL Divergence: 0.201816] [G loss: 0.911264, KL Divergence: 0.910842, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1704 [D loss: 0.850076, acc.: 64.88%, KL Divergence: 0.201307] [G loss: 0.811582, KL Divergence: 0.811285, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1705 [D loss: 0.844428, acc.: 64.29%, KL Divergence: 0.201488] [G loss: 0.841999, KL Divergence: 0.841644, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1706 [D loss: 0.853529, acc.: 65.21%, KL Divergence: 0.201429] [G loss: 0.833401, KL Divergence: 0.833086, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1707 [D loss: 0.828872, acc.: 62.69%, KL Divergence: 0.201927] [G loss: 0.965163, KL Divergence: 0.964645, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1708 [D loss: 0.841950, acc.: 64.02%, KL Divergence: 0.201783] [G loss: 0.927649, KL Divergence: 0.927190, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1709 [D loss: 0.846873, acc.: 64.53%, KL Divergence: 0.201616] [G loss: 0.901340, KL Divergence: 0.900901, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1710 [D loss: 0.837025, acc.: 63.54%, KL Divergence: 0.201606] [G loss: 0.893805, KL Divergence: 0.893360, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1711 [D loss: 0.829527, acc.: 62.76%, KL Divergence: 0.201975] [G loss: 0.940168, KL Divergence: 0.939605, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1712 [D loss: 0.828417, acc.: 62.65%, KL Divergence: 0.201949] [G loss: 0.955301, KL Divergence: 0.954730, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1713 [D loss: 0.836450, acc.: 63.49%, KL Divergence: 0.201503] [G loss: 0.886258, KL Divergence: 0.885877, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1714 [D loss: 0.824555, acc.: 62.27%, KL Divergence: 0.201830] [G loss: 0.953947, KL Divergence: 0.953440, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1715 [D loss: 0.838827, acc.: 63.73%, KL Divergence: 0.201558] [G loss: 0.901258, KL Divergence: 0.900837, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1716 [D loss: 0.848890, acc.: 64.76%, KL Divergence: 0.201333] [G loss: 0.843476, KL Divergence: 0.843143, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1717 [D loss: 0.849969, acc.: 64.87%, KL Divergence: 0.201256] [G loss: 0.813901, KL Divergence: 0.813614, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1718 [D loss: 0.846324, acc.: 64.47%, KL Divergence: 0.201638] [G loss: 0.871444, KL Divergence: 0.871061, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1719 [D loss: 0.845434, acc.: 64.38%, KL Divergence: 0.201654] [G loss: 0.888631, KL Divergence: 0.888191, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1720 [D loss: 0.833055, acc.: 63.12%, KL Divergence: 0.201813] [G loss: 0.953129, KL Divergence: 0.952634, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1721 [D loss: 0.846281, acc.: 64.47%, KL Divergence: 0.201534] [G loss: 0.847216, KL Divergence: 0.846887, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1722 [D loss: 0.849343, acc.: 64.76%, KL Divergence: 0.201761] [G loss: 0.929235, KL Divergence: 0.928786, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1723 [D loss: 0.835425, acc.: 63.37%, KL Divergence: 0.201770] [G loss: 0.939151, KL Divergence: 0.938695, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1724 [D loss: 0.836279, acc.: 63.44%, KL Divergence: 0.201904] [G loss: 0.943356, KL Divergence: 0.942877, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1725 [D loss: 0.839458, acc.: 63.79%, KL Divergence: 0.201589] [G loss: 0.908298, KL Divergence: 0.907894, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1726 [D loss: 0.867105, acc.: 66.59%, KL Divergence: 0.201226] [G loss: 0.815483, KL Divergence: 0.815205, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1727 [D loss: 0.851080, acc.: 64.99%, KL Divergence: 0.201156] [G loss: 0.830675, KL Divergence: 0.830407, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1728 [D loss: 0.848410, acc.: 64.72%, KL Divergence: 0.201248] [G loss: 0.870493, KL Divergence: 0.870157, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1729 [D loss: 0.856321, acc.: 65.50%, KL Divergence: 0.201351] [G loss: 0.862697, KL Divergence: 0.862368, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1730 [D loss: 0.852884, acc.: 65.15%, KL Divergence: 0.201350] [G loss: 0.846106, KL Divergence: 0.845785, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1731 [D loss: 0.858643, acc.: 65.74%, KL Divergence: 0.201203] [G loss: 0.845776, KL Divergence: 0.845473, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1732 [D loss: 0.844995, acc.: 64.37%, KL Divergence: 0.201320] [G loss: 0.899272, KL Divergence: 0.898906, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1733 [D loss: 0.860808, acc.: 65.96%, KL Divergence: 0.201246] [G loss: 0.870182, KL Divergence: 0.869851, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1734 [D loss: 0.849600, acc.: 64.82%, KL Divergence: 0.201434] [G loss: 0.921262, KL Divergence: 0.920852, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1735 [D loss: 0.862233, acc.: 66.09%, KL Divergence: 0.201382] [G loss: 0.903934, KL Divergence: 0.903532, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1736 [D loss: 0.865608, acc.: 66.40%, KL Divergence: 0.201627] [G loss: 0.923432, KL Divergence: 0.923024, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1737 [D loss: 0.859506, acc.: 65.78%, KL Divergence: 0.201673] [G loss: 0.925962, KL Divergence: 0.925600, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1738 [D loss: 0.829662, acc.: 62.80%, KL Divergence: 0.201647] [G loss: 0.943145, KL Divergence: 0.942759, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1739 [D loss: 0.866563, acc.: 66.50%, KL Divergence: 0.201549] [G loss: 0.858279, KL Divergence: 0.857951, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1740 [D loss: 0.879504, acc.: 67.82%, KL Divergence: 0.201310] [G loss: 0.799664, KL Divergence: 0.799422, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1741 [D loss: 0.869492, acc.: 66.81%, KL Divergence: 0.201409] [G loss: 0.886587, KL Divergence: 0.886291, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1742 [D loss: 0.841068, acc.: 63.96%, KL Divergence: 0.201479] [G loss: 0.967037, KL Divergence: 0.966657, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1743 [D loss: 0.836014, acc.: 63.47%, KL Divergence: 0.201346] [G loss: 0.909286, KL Divergence: 0.908975, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
1744 [D loss: 0.833866, acc.: 63.27%, KL Divergence: 0.201169] [G loss: 0.865012, KL Divergence: 0.864722, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1745 [D loss: 0.886647, acc.: 68.54%, KL Divergence: 0.201205] [G loss: 0.823693, KL Divergence: 0.823383, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1746 [D loss: 0.878298, acc.: 67.69%, KL Divergence: 0.201414] [G loss: 0.886422, KL Divergence: 0.886104, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1747 [D loss: 0.857706, acc.: 65.63%, KL Divergence: 0.201405] [G loss: 1.011323, KL Divergence: 1.010938, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1748 [D loss: 0.844737, acc.: 64.36%, KL Divergence: 0.201171] [G loss: 0.971674, KL Divergence: 0.971380, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1749 [D loss: 0.839017, acc.: 63.77%, KL Divergence: 0.201288] [G loss: 1.008789, KL Divergence: 1.008442, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1750 [D loss: 0.846091, acc.: 64.52%, KL Divergence: 0.200867] [G loss: 0.916044, KL Divergence: 0.915761, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1751 [D loss: 0.850577, acc.: 64.97%, KL Divergence: 0.200878] [G loss: 0.839662, KL Divergence: 0.839427, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1752 [D loss: 0.852681, acc.: 65.19%, KL Divergence: 0.200774] [G loss: 0.819257, KL Divergence: 0.818998, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1753 [D loss: 0.885349, acc.: 68.42%, KL Divergence: 0.201161] [G loss: 0.798474, KL Divergence: 0.798198, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
1754 [D loss: 0.864118, acc.: 66.29%, KL Divergence: 0.201217] [G loss: 0.899042, KL Divergence: 0.898716, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1755 [D loss: 0.851554, acc.: 65.07%, KL Divergence: 0.200811] [G loss: 0.864243, KL Divergence: 0.864006, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1756 [D loss: 0.838943, acc.: 63.79%, KL Divergence: 0.201008] [G loss: 0.934738, KL Divergence: 0.934438, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1757 [D loss: 0.844042, acc.: 64.29%, KL Divergence: 0.201124] [G loss: 0.906844, KL Divergence: 0.906527, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1758 [D loss: 0.853009, acc.: 65.21%, KL Divergence: 0.200892] [G loss: 0.880508, KL Divergence: 0.880231, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1759 [D loss: 0.863547, acc.: 66.27%, KL Divergence: 0.200801] [G loss: 0.829449, KL Divergence: 0.829232, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1760 [D loss: 0.848770, acc.: 64.78%, KL Divergence: 0.200991] [G loss: 0.914596, KL Divergence: 0.914300, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1761 [D loss: 0.849055, acc.: 64.83%, KL Divergence: 0.200749] [G loss: 0.914507, KL Divergence: 0.914232, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1762 [D loss: 0.847674, acc.: 64.64%, KL Divergence: 0.201240] [G loss: 0.977623, KL Divergence: 0.977301, FID: 84.280073]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1763 [D loss: 0.830260, acc.: 62.95%, KL Divergence: 0.200718] [G loss: 0.933832, KL Divergence: 0.933559, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1764 [D loss: 0.849467, acc.: 64.88%, KL Divergence: 0.200670] [G loss: 0.879773, KL Divergence: 0.879514, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1765 [D loss: 0.839487, acc.: 63.88%, KL Divergence: 0.200734] [G loss: 0.878140, KL Divergence: 0.877875, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1766 [D loss: 0.830745, acc.: 62.98%, KL Divergence: 0.200986] [G loss: 0.960863, KL Divergence: 0.960505, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1767 [D loss: 0.832540, acc.: 63.16%, KL Divergence: 0.200905] [G loss: 0.911275, KL Divergence: 0.910969, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1768 [D loss: 0.826007, acc.: 62.48%, KL Divergence: 0.201163] [G loss: 0.927776, KL Divergence: 0.927413, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1769 [D loss: 0.837772, acc.: 63.69%, KL Divergence: 0.200824] [G loss: 0.853133, KL Divergence: 0.852863, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1770 [D loss: 0.828044, acc.: 62.72%, KL Divergence: 0.200865] [G loss: 0.860934, KL Divergence: 0.860669, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1771 [D loss: 0.838019, acc.: 63.72%, KL Divergence: 0.200856] [G loss: 0.840639, KL Divergence: 0.840380, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1772 [D loss: 0.834966, acc.: 63.35%, KL Divergence: 0.201471] [G loss: 0.949394, KL Divergence: 0.949024, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1773 [D loss: 0.838219, acc.: 63.73%, KL Divergence: 0.200919] [G loss: 0.896167, KL Divergence: 0.895899, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1774 [D loss: 0.820238, acc.: 61.93%, KL Divergence: 0.200988] [G loss: 0.931061, KL Divergence: 0.930744, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1775 [D loss: 0.828300, acc.: 62.74%, KL Divergence: 0.200923] [G loss: 0.893685, KL Divergence: 0.893397, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1776 [D loss: 0.836638, acc.: 63.58%, KL Divergence: 0.200855] [G loss: 0.856230, KL Divergence: 0.855948, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1777 [D loss: 0.834587, acc.: 63.37%, KL Divergence: 0.200912] [G loss: 0.886943, KL Divergence: 0.886623, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1778 [D loss: 0.840227, acc.: 63.90%, KL Divergence: 0.201264] [G loss: 0.891368, KL Divergence: 0.891032, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1779 [D loss: 0.843319, acc.: 64.23%, KL Divergence: 0.201042] [G loss: 0.852742, KL Divergence: 0.852450, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1780 [D loss: 0.850838, acc.: 64.96%, KL Divergence: 0.201246] [G loss: 0.900947, KL Divergence: 0.900573, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1781 [D loss: 0.843565, acc.: 64.25%, KL Divergence: 0.201078] [G loss: 0.903332, KL Divergence: 0.903021, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1782 [D loss: 0.833868, acc.: 63.28%, KL Divergence: 0.201052] [G loss: 0.930853, KL Divergence: 0.930519, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1783 [D loss: 0.836264, acc.: 63.55%, KL Divergence: 0.200773] [G loss: 0.872536, KL Divergence: 0.872293, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1784 [D loss: 0.849227, acc.: 64.85%, KL Divergence: 0.200762] [G loss: 0.858684, KL Divergence: 0.858436, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1785 [D loss: 0.863685, acc.: 66.28%, KL Divergence: 0.200894] [G loss: 0.850467, KL Divergence: 0.850183, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1786 [D loss: 0.859867, acc.: 65.90%, KL Divergence: 0.200841] [G loss: 0.820670, KL Divergence: 0.820418, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1787 [D loss: 0.856029, acc.: 65.54%, KL Divergence: 0.200647] [G loss: 0.825966, KL Divergence: 0.825720, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1788 [D loss: 0.857010, acc.: 65.61%, KL Divergence: 0.200904] [G loss: 0.911956, KL Divergence: 0.911643, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1789 [D loss: 0.862122, acc.: 66.15%, KL Divergence: 0.200595] [G loss: 0.859199, KL Divergence: 0.858945, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1790 [D loss: 0.850008, acc.: 64.89%, KL Divergence: 0.201106] [G loss: 0.977757, KL Divergence: 0.977338, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1791 [D loss: 0.870049, acc.: 66.92%, KL Divergence: 0.200816] [G loss: 0.891122, KL Divergence: 0.890810, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1792 [D loss: 0.875410, acc.: 67.47%, KL Divergence: 0.200728] [G loss: 0.886410, KL Divergence: 0.886137, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1793 [D loss: 0.852107, acc.: 65.15%, KL Divergence: 0.200565] [G loss: 0.950963, KL Divergence: 0.950699, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1794 [D loss: 0.848817, acc.: 64.82%, KL Divergence: 0.200570] [G loss: 0.953144, KL Divergence: 0.952864, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1795 [D loss: 0.834521, acc.: 63.37%, KL Divergence: 0.200840] [G loss: 0.976007, KL Divergence: 0.975676, FID: 84.280073]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1796 [D loss: 0.858296, acc.: 65.77%, KL Divergence: 0.200554] [G loss: 0.847512, KL Divergence: 0.847293, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1797 [D loss: 0.876699, acc.: 67.58%, KL Divergence: 0.200881] [G loss: 0.880375, KL Divergence: 0.880095, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1798 [D loss: 0.829955, acc.: 62.93%, KL Divergence: 0.200656] [G loss: 1.033271, KL Divergence: 1.032995, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1799 [D loss: 0.812495, acc.: 61.21%, KL Divergence: 0.200398] [G loss: 0.984869, KL Divergence: 0.984620, FID: 84.280073]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 81ms/step
4/4 [==============================] - 1s 115ms/step
1800 [D loss: 0.824974, acc.: 62.47%, KL Divergence: 0.200298] [G loss: 0.872008, KL Divergence: 0.871792, FID: 87.004613]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1801 [D loss: 0.840232, acc.: 63.98%, KL Divergence: 0.200389] [G loss: 0.885323, KL Divergence: 0.885064, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1802 [D loss: 0.866780, acc.: 66.64%, KL Divergence: 0.200382] [G loss: 0.840192, KL Divergence: 0.839944, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1803 [D loss: 0.873279, acc.: 67.29%, KL Divergence: 0.200329] [G loss: 0.837883, KL Divergence: 0.837658, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1804 [D loss: 0.851558, acc.: 65.12%, KL Divergence: 0.200334] [G loss: 0.912690, KL Divergence: 0.912447, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1805 [D loss: 0.847775, acc.: 64.75%, KL Divergence: 0.200284] [G loss: 0.900788, KL Divergence: 0.900568, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1806 [D loss: 0.815538, acc.: 61.52%, KL Divergence: 0.200339] [G loss: 0.988550, KL Divergence: 0.988300, FID: 87.004613]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1807 [D loss: 0.807857, acc.: 60.76%, KL Divergence: 0.200244] [G loss: 0.955794, KL Divergence: 0.955583, FID: 87.004613]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1808 [D loss: 0.825792, acc.: 62.54%, KL Divergence: 0.200424] [G loss: 0.935619, KL Divergence: 0.935381, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1809 [D loss: 0.820300, acc.: 61.99%, KL Divergence: 0.200408] [G loss: 0.908801, KL Divergence: 0.908567, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1810 [D loss: 0.828019, acc.: 62.77%, KL Divergence: 0.200308] [G loss: 0.894831, KL Divergence: 0.894630, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1811 [D loss: 0.816055, acc.: 61.54%, KL Divergence: 0.200651] [G loss: 1.033448, KL Divergence: 1.033159, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1812 [D loss: 0.824469, acc.: 62.41%, KL Divergence: 0.200340] [G loss: 0.855886, KL Divergence: 0.855692, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1813 [D loss: 0.833371, acc.: 63.30%, KL Divergence: 0.200396] [G loss: 0.881015, KL Divergence: 0.880782, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1814 [D loss: 0.836390, acc.: 63.59%, KL Divergence: 0.200501] [G loss: 0.907122, KL Divergence: 0.906885, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1815 [D loss: 0.794358, acc.: 59.42%, KL Divergence: 0.200193] [G loss: 0.939963, KL Divergence: 0.939765, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1816 [D loss: 0.821519, acc.: 62.10%, KL Divergence: 0.200527] [G loss: 0.908102, KL Divergence: 0.907877, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1817 [D loss: 0.801032, acc.: 60.07%, KL Divergence: 0.200337] [G loss: 0.848892, KL Divergence: 0.848711, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1818 [D loss: 0.810007, acc.: 60.94%, KL Divergence: 0.200627] [G loss: 0.817178, KL Divergence: 0.816974, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1819 [D loss: 0.859225, acc.: 65.82%, KL Divergence: 0.201030] [G loss: 0.785011, KL Divergence: 0.784796, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1820 [D loss: 0.870507, acc.: 66.96%, KL Divergence: 0.200895] [G loss: 1.009591, KL Divergence: 1.009288, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1821 [D loss: 0.828065, acc.: 62.73%, KL Divergence: 0.200742] [G loss: 1.121823, KL Divergence: 1.121526, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1822 [D loss: 0.790320, acc.: 58.93%, KL Divergence: 0.201047] [G loss: 1.252871, KL Divergence: 1.252501, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1823 [D loss: 0.799446, acc.: 59.85%, KL Divergence: 0.200955] [G loss: 1.132117, KL Divergence: 1.131803, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1824 [D loss: 0.805391, acc.: 60.44%, KL Divergence: 0.201037] [G loss: 1.059556, KL Divergence: 1.059231, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1825 [D loss: 0.826566, acc.: 62.54%, KL Divergence: 0.201129] [G loss: 0.940272, KL Divergence: 0.939969, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1826 [D loss: 0.878557, acc.: 67.77%, KL Divergence: 0.200884] [G loss: 0.840893, KL Divergence: 0.840649, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1827 [D loss: 0.861632, acc.: 66.12%, KL Divergence: 0.200455] [G loss: 0.852343, KL Divergence: 0.852150, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1828 [D loss: 0.775679, acc.: 57.55%, KL Divergence: 0.200161] [G loss: 1.008791, KL Divergence: 1.008591, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1829 [D loss: 0.742740, acc.: 54.22%, KL Divergence: 0.200510] [G loss: 1.091789, KL Divergence: 1.091568, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1830 [D loss: 0.712271, acc.: 51.19%, KL Divergence: 0.200394] [G loss: 0.997388, KL Divergence: 0.997196, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1831 [D loss: 0.719443, acc.: 51.85%, KL Divergence: 0.200905] [G loss: 0.934816, KL Divergence: 0.934580, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1832 [D loss: 0.777923, acc.: 57.68%, KL Divergence: 0.201121] [G loss: 0.848704, KL Divergence: 0.848471, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1833 [D loss: 0.815431, acc.: 61.39%, KL Divergence: 0.201528] [G loss: 0.963360, KL Divergence: 0.963069, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1834 [D loss: 0.782634, acc.: 58.15%, KL Divergence: 0.201105] [G loss: 1.115618, KL Divergence: 1.115293, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1835 [D loss: 0.788646, acc.: 58.74%, KL Divergence: 0.201219] [G loss: 1.099365, KL Divergence: 1.099048, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1836 [D loss: 0.798254, acc.: 59.65%, KL Divergence: 0.201769] [G loss: 1.141321, KL Divergence: 1.140940, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1837 [D loss: 0.810010, acc.: 60.77%, KL Divergence: 0.202336] [G loss: 1.193642, KL Divergence: 1.193195, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1838 [D loss: 0.780283, acc.: 57.87%, KL Divergence: 0.201559] [G loss: 1.123087, KL Divergence: 1.122727, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1839 [D loss: 0.798412, acc.: 59.75%, KL Divergence: 0.200961] [G loss: 0.998411, KL Divergence: 0.998161, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1840 [D loss: 0.828226, acc.: 62.75%, KL Divergence: 0.200709] [G loss: 0.883407, KL Divergence: 0.883181, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1841 [D loss: 0.833143, acc.: 63.27%, KL Divergence: 0.200481] [G loss: 0.920070, KL Divergence: 0.919846, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1842 [D loss: 0.789811, acc.: 58.96%, KL Divergence: 0.200250] [G loss: 0.919926, KL Divergence: 0.919737, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1843 [D loss: 0.815599, acc.: 61.53%, KL Divergence: 0.200284] [G loss: 0.852156, KL Divergence: 0.851969, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1844 [D loss: 0.778553, acc.: 57.82%, KL Divergence: 0.200375] [G loss: 0.923300, KL Divergence: 0.923112, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1845 [D loss: 0.827031, acc.: 62.67%, KL Divergence: 0.200306] [G loss: 0.827853, KL Divergence: 0.827664, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1846 [D loss: 0.841451, acc.: 64.10%, KL Divergence: 0.200473] [G loss: 0.872601, KL Divergence: 0.872389, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1847 [D loss: 0.826539, acc.: 62.60%, KL Divergence: 0.200504] [G loss: 0.956271, KL Divergence: 0.956024, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1848 [D loss: 0.820392, acc.: 61.98%, KL Divergence: 0.200621] [G loss: 1.031805, KL Divergence: 1.031539, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1849 [D loss: 0.822541, acc.: 62.20%, KL Divergence: 0.200492] [G loss: 0.949698, KL Divergence: 0.949483, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1850 [D loss: 0.834143, acc.: 63.35%, KL Divergence: 0.200652] [G loss: 0.931086, KL Divergence: 0.930855, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1851 [D loss: 0.862945, acc.: 66.24%, KL Divergence: 0.200525] [G loss: 0.807693, KL Divergence: 0.807503, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1852 [D loss: 0.860522, acc.: 65.99%, KL Divergence: 0.200611] [G loss: 0.839910, KL Divergence: 0.839715, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1853 [D loss: 0.858342, acc.: 65.78%, KL Divergence: 0.200494] [G loss: 0.842326, KL Divergence: 0.842147, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1854 [D loss: 0.790326, acc.: 58.99%, KL Divergence: 0.200414] [G loss: 0.938924, KL Divergence: 0.938748, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1855 [D loss: 0.808571, acc.: 60.81%, KL Divergence: 0.200515] [G loss: 0.925772, KL Divergence: 0.925556, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1856 [D loss: 0.802888, acc.: 60.22%, KL Divergence: 0.200713] [G loss: 0.903491, KL Divergence: 0.903272, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1857 [D loss: 0.848414, acc.: 64.78%, KL Divergence: 0.200598] [G loss: 0.836219, KL Divergence: 0.836029, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1858 [D loss: 0.833586, acc.: 63.28%, KL Divergence: 0.200797] [G loss: 0.954205, KL Divergence: 0.953964, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1859 [D loss: 0.824867, acc.: 62.42%, KL Divergence: 0.200691] [G loss: 0.976583, KL Divergence: 0.976344, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1860 [D loss: 0.834086, acc.: 63.35%, KL Divergence: 0.200627] [G loss: 0.995834, KL Divergence: 0.995584, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1861 [D loss: 0.836797, acc.: 63.62%, KL Divergence: 0.200573] [G loss: 0.958563, KL Divergence: 0.958328, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1862 [D loss: 0.830169, acc.: 62.93%, KL Divergence: 0.200834] [G loss: 1.093377, KL Divergence: 1.093053, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1863 [D loss: 0.861414, acc.: 66.09%, KL Divergence: 0.200520] [G loss: 0.892146, KL Divergence: 0.891925, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1864 [D loss: 0.849306, acc.: 64.86%, KL Divergence: 0.200682] [G loss: 0.963722, KL Divergence: 0.963467, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1865 [D loss: 0.839938, acc.: 63.94%, KL Divergence: 0.200527] [G loss: 0.924660, KL Divergence: 0.924412, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1866 [D loss: 0.816822, acc.: 61.64%, KL Divergence: 0.200446] [G loss: 0.918575, KL Divergence: 0.918365, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1867 [D loss: 0.833365, acc.: 63.30%, KL Divergence: 0.200341] [G loss: 0.820458, KL Divergence: 0.820275, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1868 [D loss: 0.830054, acc.: 62.95%, KL Divergence: 0.200512] [G loss: 0.847301, KL Divergence: 0.847090, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1869 [D loss: 0.837729, acc.: 63.69%, KL Divergence: 0.200797] [G loss: 0.893157, KL Divergence: 0.892894, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1870 [D loss: 0.854209, acc.: 65.35%, KL Divergence: 0.200702] [G loss: 0.888265, KL Divergence: 0.888008, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1871 [D loss: 0.853350, acc.: 65.27%, KL Divergence: 0.200693] [G loss: 0.907672, KL Divergence: 0.907437, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1872 [D loss: 0.848347, acc.: 64.78%, KL Divergence: 0.200521] [G loss: 0.965875, KL Divergence: 0.965637, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1873 [D loss: 0.828694, acc.: 62.80%, KL Divergence: 0.200685] [G loss: 1.012164, KL Divergence: 1.011901, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1874 [D loss: 0.824626, acc.: 62.38%, KL Divergence: 0.200797] [G loss: 1.040866, KL Divergence: 1.040561, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1875 [D loss: 0.846590, acc.: 64.57%, KL Divergence: 0.200868] [G loss: 0.992092, KL Divergence: 0.991793, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1876 [D loss: 0.851131, acc.: 65.03%, KL Divergence: 0.200825] [G loss: 0.970826, KL Divergence: 0.970529, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
1877 [D loss: 0.855689, acc.: 65.51%, KL Divergence: 0.200560] [G loss: 0.910247, KL Divergence: 0.910006, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1878 [D loss: 0.846696, acc.: 64.62%, KL Divergence: 0.200484] [G loss: 0.908199, KL Divergence: 0.907963, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1879 [D loss: 0.835143, acc.: 63.47%, KL Divergence: 0.200441] [G loss: 0.916304, KL Divergence: 0.916070, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1880 [D loss: 0.831822, acc.: 63.13%, KL Divergence: 0.200488] [G loss: 0.855575, KL Divergence: 0.855376, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1881 [D loss: 0.818907, acc.: 61.84%, KL Divergence: 0.200554] [G loss: 0.913338, KL Divergence: 0.913106, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1882 [D loss: 0.845623, acc.: 64.51%, KL Divergence: 0.200544] [G loss: 0.832616, KL Divergence: 0.832395, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1883 [D loss: 0.853871, acc.: 65.33%, KL Divergence: 0.200563] [G loss: 0.875148, KL Divergence: 0.874927, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1884 [D loss: 0.834525, acc.: 63.39%, KL Divergence: 0.200610] [G loss: 0.971716, KL Divergence: 0.971471, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1885 [D loss: 0.846039, acc.: 64.53%, KL Divergence: 0.200695] [G loss: 1.015306, KL Divergence: 1.015021, FID: 87.004613]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1886 [D loss: 0.841874, acc.: 64.11%, KL Divergence: 0.200784] [G loss: 1.032249, KL Divergence: 1.031970, FID: 87.004613]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1887 [D loss: 0.837562, acc.: 63.68%, KL Divergence: 0.200715] [G loss: 1.040275, KL Divergence: 1.040015, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1888 [D loss: 0.832782, acc.: 63.18%, KL Divergence: 0.200994] [G loss: 1.124901, KL Divergence: 1.124581, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1889 [D loss: 0.822063, acc.: 62.12%, KL Divergence: 0.200860] [G loss: 1.064105, KL Divergence: 1.063808, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1890 [D loss: 0.849260, acc.: 64.86%, KL Divergence: 0.200642] [G loss: 0.950760, KL Divergence: 0.950507, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1891 [D loss: 0.863955, acc.: 66.33%, KL Divergence: 0.200621] [G loss: 0.930677, KL Divergence: 0.930420, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1892 [D loss: 0.885314, acc.: 68.49%, KL Divergence: 0.200413] [G loss: 0.859245, KL Divergence: 0.859027, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1893 [D loss: 0.873067, acc.: 67.27%, KL Divergence: 0.200325] [G loss: 0.861104, KL Divergence: 0.860915, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1894 [D loss: 0.848028, acc.: 64.76%, KL Divergence: 0.200471] [G loss: 0.973719, KL Divergence: 0.973482, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1895 [D loss: 0.799915, acc.: 59.96%, KL Divergence: 0.200290] [G loss: 0.978340, KL Divergence: 0.978141, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1896 [D loss: 0.784058, acc.: 58.37%, KL Divergence: 0.200309] [G loss: 1.024415, KL Divergence: 1.024193, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1897 [D loss: 0.798118, acc.: 59.78%, KL Divergence: 0.200334] [G loss: 0.904574, KL Divergence: 0.904379, FID: 87.004613]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1898 [D loss: 0.831556, acc.: 63.11%, KL Divergence: 0.200428] [G loss: 0.896964, KL Divergence: 0.896759, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1899 [D loss: 0.844984, acc.: 64.44%, KL Divergence: 0.200546] [G loss: 0.976747, KL Divergence: 0.976513, FID: 87.004613]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 79ms/step
4/4 [==============================] - 1s 73ms/step
1900 [D loss: 0.821524, acc.: 62.11%, KL Divergence: 0.200447] [G loss: 1.004015, KL Divergence: 1.003800, FID: 115.888378]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 58ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1901 [D loss: 0.797505, acc.: 59.69%, KL Divergence: 0.200603] [G loss: 1.081611, KL Divergence: 1.081343, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
1902 [D loss: 0.804236, acc.: 60.37%, KL Divergence: 0.200571] [G loss: 1.056891, KL Divergence: 1.056614, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1903 [D loss: 0.831180, acc.: 63.09%, KL Divergence: 0.200312] [G loss: 0.879776, KL Divergence: 0.879573, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1904 [D loss: 0.834864, acc.: 63.45%, KL Divergence: 0.200316] [G loss: 0.869007, KL Divergence: 0.868810, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1905 [D loss: 0.832986, acc.: 63.27%, KL Divergence: 0.200254] [G loss: 0.856282, KL Divergence: 0.856089, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1906 [D loss: 0.833010, acc.: 63.27%, KL Divergence: 0.200271] [G loss: 0.872788, KL Divergence: 0.872607, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1907 [D loss: 0.813739, acc.: 61.33%, KL Divergence: 0.200396] [G loss: 0.920841, KL Divergence: 0.920644, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
1908 [D loss: 0.800796, acc.: 60.07%, KL Divergence: 0.200123] [G loss: 0.858725, KL Divergence: 0.858561, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1909 [D loss: 0.821717, acc.: 62.12%, KL Divergence: 0.200504] [G loss: 0.902667, KL Divergence: 0.902454, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1910 [D loss: 0.840487, acc.: 64.00%, KL Divergence: 0.200488] [G loss: 0.874213, KL Divergence: 0.873994, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1911 [D loss: 0.855470, acc.: 65.50%, KL Divergence: 0.200498] [G loss: 0.957011, KL Divergence: 0.956778, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1912 [D loss: 0.840616, acc.: 64.02%, KL Divergence: 0.200371] [G loss: 0.975049, KL Divergence: 0.974837, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1913 [D loss: 0.833704, acc.: 63.33%, KL Divergence: 0.200426] [G loss: 1.041550, KL Divergence: 1.041311, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1914 [D loss: 0.833991, acc.: 63.34%, KL Divergence: 0.200555] [G loss: 1.047849, KL Divergence: 1.047591, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1915 [D loss: 0.862780, acc.: 66.24%, KL Divergence: 0.200408] [G loss: 0.937164, KL Divergence: 0.936948, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1916 [D loss: 0.865898, acc.: 66.57%, KL Divergence: 0.200223] [G loss: 0.867413, KL Divergence: 0.867227, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1917 [D loss: 0.851600, acc.: 65.14%, KL Divergence: 0.200166] [G loss: 0.866151, KL Divergence: 0.865978, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1918 [D loss: 0.849316, acc.: 64.92%, KL Divergence: 0.200152] [G loss: 0.906471, KL Divergence: 0.906300, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1919 [D loss: 0.804607, acc.: 60.46%, KL Divergence: 0.200053] [G loss: 0.979795, KL Divergence: 0.979618, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1920 [D loss: 0.808306, acc.: 60.81%, KL Divergence: 0.200249] [G loss: 0.878766, KL Divergence: 0.878584, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1921 [D loss: 0.836479, acc.: 63.62%, KL Divergence: 0.200308] [G loss: 0.805371, KL Divergence: 0.805192, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1922 [D loss: 0.867094, acc.: 66.69%, KL Divergence: 0.200229] [G loss: 0.795731, KL Divergence: 0.795561, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1923 [D loss: 0.869225, acc.: 66.88%, KL Divergence: 0.200408] [G loss: 0.907645, KL Divergence: 0.907442, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1924 [D loss: 0.852347, acc.: 65.20%, KL Divergence: 0.200393] [G loss: 1.064542, KL Divergence: 1.064302, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1925 [D loss: 0.835353, acc.: 63.50%, KL Divergence: 0.200349] [G loss: 1.080813, KL Divergence: 1.080590, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1926 [D loss: 0.826829, acc.: 62.65%, KL Divergence: 0.200366] [G loss: 1.054253, KL Divergence: 1.054031, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1927 [D loss: 0.848998, acc.: 64.86%, KL Divergence: 0.200390] [G loss: 0.941470, KL Divergence: 0.941254, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1928 [D loss: 0.864249, acc.: 66.39%, KL Divergence: 0.200309] [G loss: 0.844427, KL Divergence: 0.844239, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1929 [D loss: 0.873992, acc.: 67.36%, KL Divergence: 0.200372] [G loss: 0.871778, KL Divergence: 0.871582, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1930 [D loss: 0.859639, acc.: 65.94%, KL Divergence: 0.200260] [G loss: 0.864219, KL Divergence: 0.864038, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1931 [D loss: 0.843330, acc.: 64.32%, KL Divergence: 0.200167] [G loss: 0.898856, KL Divergence: 0.898688, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1932 [D loss: 0.835397, acc.: 63.52%, KL Divergence: 0.200166] [G loss: 0.888263, KL Divergence: 0.888100, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1933 [D loss: 0.816735, acc.: 61.65%, KL Divergence: 0.200274] [G loss: 0.941951, KL Divergence: 0.941764, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1934 [D loss: 0.834425, acc.: 63.41%, KL Divergence: 0.200374] [G loss: 0.904664, KL Divergence: 0.904470, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1935 [D loss: 0.834717, acc.: 63.42%, KL Divergence: 0.200520] [G loss: 0.921089, KL Divergence: 0.920891, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1936 [D loss: 0.835899, acc.: 63.55%, KL Divergence: 0.200415] [G loss: 0.994891, KL Divergence: 0.994688, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1937 [D loss: 0.821604, acc.: 62.11%, KL Divergence: 0.200509] [G loss: 1.048783, KL Divergence: 1.048560, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1938 [D loss: 0.845965, acc.: 64.53%, KL Divergence: 0.200629] [G loss: 1.041881, KL Divergence: 1.041650, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1939 [D loss: 0.862750, acc.: 66.21%, KL Divergence: 0.200695] [G loss: 1.107785, KL Divergence: 1.107545, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1940 [D loss: 0.832621, acc.: 63.19%, KL Divergence: 0.200698] [G loss: 1.255676, KL Divergence: 1.255416, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1941 [D loss: 0.808807, acc.: 60.82%, KL Divergence: 0.200575] [G loss: 1.129860, KL Divergence: 1.129622, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1942 [D loss: 0.831038, acc.: 63.05%, KL Divergence: 0.200568] [G loss: 1.065236, KL Divergence: 1.064999, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1943 [D loss: 0.836889, acc.: 63.63%, KL Divergence: 0.200563] [G loss: 1.103871, KL Divergence: 1.103649, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1944 [D loss: 0.814183, acc.: 61.39%, KL Divergence: 0.200262] [G loss: 1.044131, KL Divergence: 1.043944, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1945 [D loss: 0.787361, acc.: 58.71%, KL Divergence: 0.200245] [G loss: 1.033136, KL Divergence: 1.032950, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
1946 [D loss: 0.809390, acc.: 60.92%, KL Divergence: 0.200221] [G loss: 0.936038, KL Divergence: 0.935860, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1947 [D loss: 0.748243, acc.: 54.80%, KL Divergence: 0.200213] [G loss: 1.059821, KL Divergence: 1.059637, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1948 [D loss: 0.734799, acc.: 53.45%, KL Divergence: 0.200338] [G loss: 0.996662, KL Divergence: 0.996492, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1949 [D loss: 0.793927, acc.: 59.34%, KL Divergence: 0.200483] [G loss: 1.069755, KL Divergence: 1.069553, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1950 [D loss: 0.746883, acc.: 54.62%, KL Divergence: 0.200668] [G loss: 1.380477, KL Divergence: 1.380209, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1951 [D loss: 0.660061, acc.: 45.91%, KL Divergence: 0.200954] [G loss: 1.613040, KL Divergence: 1.612697, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1952 [D loss: 0.642811, acc.: 44.16%, KL Divergence: 0.201188] [G loss: 1.675625, KL Divergence: 1.675272, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1953 [D loss: 0.646771, acc.: 44.50%, KL Divergence: 0.201738] [G loss: 1.420115, KL Divergence: 1.419770, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1954 [D loss: 0.759589, acc.: 55.41%, KL Divergence: 0.205536] [G loss: 1.082892, KL Divergence: 1.082476, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1955 [D loss: 0.773705, acc.: 57.03%, KL Divergence: 0.203408] [G loss: 1.653645, KL Divergence: 1.653035, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1956 [D loss: 0.712001, acc.: 51.03%, KL Divergence: 0.201686] [G loss: 1.282577, KL Divergence: 1.282235, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1957 [D loss: 0.712844, acc.: 51.12%, KL Divergence: 0.201675] [G loss: 1.386430, KL Divergence: 1.386014, FID: 115.888378]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1958 [D loss: 0.702080, acc.: 50.04%, KL Divergence: 0.201710] [G loss: 1.393049, KL Divergence: 1.392665, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1959 [D loss: 0.740386, acc.: 53.86%, KL Divergence: 0.201747] [G loss: 1.203907, KL Divergence: 1.203532, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1960 [D loss: 0.853052, acc.: 65.16%, KL Divergence: 0.201479] [G loss: 0.957069, KL Divergence: 0.956773, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1961 [D loss: 0.919599, acc.: 71.86%, KL Divergence: 0.200957] [G loss: 0.808448, KL Divergence: 0.808226, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1962 [D loss: 0.889378, acc.: 68.88%, KL Divergence: 0.200587] [G loss: 0.919306, KL Divergence: 0.919091, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1963 [D loss: 0.729442, acc.: 52.85%, KL Divergence: 0.200981] [G loss: 1.402607, KL Divergence: 1.402336, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1964 [D loss: 0.690435, acc.: 49.00%, KL Divergence: 0.200455] [G loss: 1.145490, KL Divergence: 1.145312, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1965 [D loss: 0.672442, acc.: 47.18%, KL Divergence: 0.200618] [G loss: 1.170735, KL Divergence: 1.170521, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1966 [D loss: 0.642532, acc.: 44.16%, KL Divergence: 0.200981] [G loss: 1.312566, KL Divergence: 1.312277, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1967 [D loss: 0.628183, acc.: 42.68%, KL Divergence: 0.201427] [G loss: 1.412558, KL Divergence: 1.412231, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1968 [D loss: 0.584289, acc.: 38.25%, KL Divergence: 0.201752] [G loss: 1.643806, KL Divergence: 1.643385, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
1969 [D loss: 0.553625, acc.: 35.08%, KL Divergence: 0.202816] [G loss: 1.895121, KL Divergence: 1.894585, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1970 [D loss: 0.530202, acc.: 32.72%, KL Divergence: 0.203040] [G loss: 1.906812, KL Divergence: 1.906285, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1971 [D loss: 0.541163, acc.: 33.85%, KL Divergence: 0.202666] [G loss: 1.490274, KL Divergence: 1.489897, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1972 [D loss: 0.590948, acc.: 38.78%, KL Divergence: 0.203104] [G loss: 1.310248, KL Divergence: 1.309862, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
1973 [D loss: 0.705753, acc.: 50.18%, KL Divergence: 0.204003] [G loss: 1.189548, KL Divergence: 1.189123, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1974 [D loss: 0.773507, acc.: 57.10%, KL Divergence: 0.202516] [G loss: 1.080464, KL Divergence: 1.080137, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1975 [D loss: 0.773349, acc.: 57.09%, KL Divergence: 0.202403] [G loss: 1.015986, KL Divergence: 1.015705, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1976 [D loss: 0.728277, acc.: 52.53%, KL Divergence: 0.203001] [G loss: 1.296796, KL Divergence: 1.296385, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1977 [D loss: 0.737662, acc.: 53.48%, KL Divergence: 0.202905] [G loss: 1.191358, KL Divergence: 1.190971, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1978 [D loss: 0.805762, acc.: 60.30%, KL Divergence: 0.202765] [G loss: 0.929153, KL Divergence: 0.928824, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1979 [D loss: 0.825404, acc.: 62.31%, KL Divergence: 0.202326] [G loss: 0.901880, KL Divergence: 0.901587, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1980 [D loss: 0.829726, acc.: 62.75%, KL Divergence: 0.202203] [G loss: 0.885503, KL Divergence: 0.885237, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1981 [D loss: 0.798334, acc.: 59.61%, KL Divergence: 0.202239] [G loss: 1.000320, KL Divergence: 1.000005, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1982 [D loss: 0.821517, acc.: 61.96%, KL Divergence: 0.201922] [G loss: 0.900282, KL Divergence: 0.900002, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1983 [D loss: 0.824519, acc.: 62.24%, KL Divergence: 0.202103] [G loss: 0.940580, KL Divergence: 0.940274, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1984 [D loss: 0.848938, acc.: 64.66%, KL Divergence: 0.202290] [G loss: 0.920416, KL Divergence: 0.920077, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1985 [D loss: 0.838128, acc.: 63.56%, KL Divergence: 0.202576] [G loss: 1.054611, KL Divergence: 1.054195, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1986 [D loss: 0.842388, acc.: 64.00%, KL Divergence: 0.202352] [G loss: 1.057797, KL Divergence: 1.057408, FID: 115.888378]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1987 [D loss: 0.833287, acc.: 63.07%, KL Divergence: 0.202621] [G loss: 1.168035, KL Divergence: 1.167533, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1988 [D loss: 0.825233, acc.: 62.33%, KL Divergence: 0.201911] [G loss: 1.050965, KL Divergence: 1.050609, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1989 [D loss: 0.828653, acc.: 62.70%, KL Divergence: 0.201646] [G loss: 0.924573, KL Divergence: 0.924299, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1990 [D loss: 0.800875, acc.: 59.96%, KL Divergence: 0.201246] [G loss: 0.900998, KL Divergence: 0.900784, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1991 [D loss: 0.836279, acc.: 63.48%, KL Divergence: 0.201473] [G loss: 0.860585, KL Divergence: 0.860319, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1992 [D loss: 0.806623, acc.: 60.50%, KL Divergence: 0.201671] [G loss: 0.974607, KL Divergence: 0.974304, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1993 [D loss: 0.802844, acc.: 60.12%, KL Divergence: 0.201615] [G loss: 1.003024, KL Divergence: 1.002695, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1994 [D loss: 0.836910, acc.: 63.49%, KL Divergence: 0.201961] [G loss: 1.030221, KL Divergence: 1.029856, FID: 115.888378]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1995 [D loss: 0.811501, acc.: 60.99%, KL Divergence: 0.201586] [G loss: 0.996545, KL Divergence: 0.996247, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1996 [D loss: 0.837784, acc.: 63.63%, KL Divergence: 0.201484] [G loss: 0.930516, KL Divergence: 0.930241, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
1997 [D loss: 0.865343, acc.: 66.39%, KL Divergence: 0.201461] [G loss: 0.941423, KL Divergence: 0.941119, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
1998 [D loss: 0.862782, acc.: 66.12%, KL Divergence: 0.201615] [G loss: 1.055532, KL Divergence: 1.055176, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
1999 [D loss: 0.857080, acc.: 65.59%, KL Divergence: 0.201162] [G loss: 1.003477, KL Divergence: 1.003182, FID: 115.888378]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 83ms/step
4/4 [==============================] - 1s 82ms/step
2000 [D loss: 0.836013, acc.: 63.49%, KL Divergence: 0.201161] [G loss: 1.019872, KL Divergence: 1.019598, FID: 98.908671]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2001 [D loss: 0.800698, acc.: 59.99%, KL Divergence: 0.200846] [G loss: 1.070877, KL Divergence: 1.070605, FID: 98.908671]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2002 [D loss: 0.812114, acc.: 61.14%, KL Divergence: 0.200712] [G loss: 0.910452, KL Divergence: 0.910243, FID: 98.908671]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2003 [D loss: 0.795210, acc.: 59.41%, KL Divergence: 0.201129] [G loss: 0.888592, KL Divergence: 0.888361, FID: 98.908671]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2004 [D loss: 0.836535, acc.: 63.50%, KL Divergence: 0.201553] [G loss: 0.866164, KL Divergence: 0.865886, FID: 98.908671]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2005 [D loss: 0.901901, acc.: 70.05%, KL Divergence: 0.201417] [G loss: 0.852432, KL Divergence: 0.852185, FID: 98.908671]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2006 [D loss: 0.877415, acc.: 67.60%, KL Divergence: 0.201449] [G loss: 1.092346, KL Divergence: 1.092024, FID: 98.908671]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2007 [D loss: 0.838240, acc.: 63.68%, KL Divergence: 0.201405] [G loss: 1.247973, KL Divergence: 1.247599, FID: 98.908671]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2008 [D loss: 0.843574, acc.: 64.24%, KL Divergence: 0.201140] [G loss: 1.157082, KL Divergence: 1.156760, FID: 98.908671]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2009 [D loss: 0.837683, acc.: 63.67%, KL Divergence: 0.200974] [G loss: 1.039285, KL Divergence: 1.039000, FID: 98.908671]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
2010 [D loss: 0.846490, acc.: 64.55%, KL Divergence: 0.200999] [G loss: 0.957593, KL Divergence: 0.957328, FID: 98.908671]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2011 [D loss: 0.868402, acc.: 66.76%, KL Divergence: 0.200757] [G loss: 0.816468, KL Divergence: 0.816242, FID: 98.908671]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2012 [D loss: 0.882208, acc.: 68.16%, KL Divergence: 0.200619] [G loss: 0.834455, KL Divergence: 0.834243, FID: 98.908671]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2013 [D loss: 0.870444, acc.: 66.98%, KL Divergence: 0.200683] [G loss: 0.914880, KL Divergence: 0.914650, FID: 98.908671]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 15ms/step
2014 [D loss: 0.843485, acc.: 64.28%, KL Divergence: 0.200735] [G loss: 0.991919, KL Divergence: 0.991682, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
2015 [D loss: 0.809950, acc.: 60.92%, KL Divergence: 0.200717] [G loss: 1.062317, KL Divergence: 1.062078, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 10ms/step
2016 [D loss: 0.792226, acc.: 59.16%, KL Divergence: 0.200641] [G loss: 0.985115, KL Divergence: 0.984907, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 6ms/step
2017 [D loss: 0.802827, acc.: 60.19%, KL Divergence: 0.200960] [G loss: 0.882853, KL Divergence: 0.882654, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
2018 [D loss: 0.798253, acc.: 59.70%, KL Divergence: 0.201268] [G loss: 1.002599, KL Divergence: 1.002335, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
2019 [D loss: 0.837389, acc.: 63.63%, KL Divergence: 0.201042] [G loss: 0.886198, KL Divergence: 0.885985, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
2020 [D loss: 0.878036, acc.: 67.69%, KL Divergence: 0.201124] [G loss: 0.821418, KL Divergence: 0.821195, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
2021 [D loss: 0.848003, acc.: 64.67%, KL Divergence: 0.201290] [G loss: 1.054716, KL Divergence: 1.054428, FID: 98.908671]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
2022 [D loss: 0.893833, acc.: 69.29%, KL Divergence: 0.200945] [G loss: 0.952451, KL Divergence: 0.952195, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
2023 [D loss: 0.864530, acc.: 66.34%, KL Divergence: 0.201113] [G loss: 1.123200, KL Divergence: 1.122881, FID: 98.908671]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
2024 [D loss: 0.844229, acc.: 64.33%, KL Divergence: 0.200910] [G loss: 1.104590, KL Divergence: 1.104305, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
2025 [D loss: 0.832668, acc.: 63.21%, KL Divergence: 0.200562] [G loss: 1.004104, KL Divergence: 1.003888, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
2026 [D loss: 0.840240, acc.: 63.98%, KL Divergence: 0.200412] [G loss: 0.878063, KL Divergence: 0.877878, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
2027 [D loss: 0.842897, acc.: 64.24%, KL Divergence: 0.200464] [G loss: 0.846555, KL Divergence: 0.846375, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
2028 [D loss: 0.820479, acc.: 61.99%, KL Divergence: 0.200530] [G loss: 0.889446, KL Divergence: 0.889247, FID: 98.908671]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
2029 [D loss: 0.864355, acc.: 66.38%, KL Divergence: 0.200592] [G loss: 0.819853, KL Divergence: 0.819634, FID: 98.908671]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
2030 [D loss: 0.867323, acc.: 66.66%, KL Divergence: 0.200689] [G loss: 0.876978, KL Divergence: 0.876725, FID: 98.908671]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
2031 [D loss: 0.871218, acc.: 67.04%, KL Divergence: 0.200841] [G loss: 0.980522, KL Divergence: 0.980247, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
2032 [D loss: 0.842926, acc.: 64.18%, KL Divergence: 0.201106] [G loss: 1.113846, KL Divergence: 1.113504, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
2033 [D loss: 0.822884, acc.: 62.21%, KL Divergence: 0.200750] [G loss: 1.062233, KL Divergence: 1.061971, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
2034 [D loss: 0.827710, acc.: 62.70%, KL Divergence: 0.200716] [G loss: 1.019295, KL Divergence: 1.019028, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
2035 [D loss: 0.848534, acc.: 64.80%, KL Divergence: 0.200570] [G loss: 0.873922, KL Divergence: 0.873717, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 7ms/step
2036 [D loss: 0.852048, acc.: 65.14%, KL Divergence: 0.200634] [G loss: 0.949358, KL Divergence: 0.949095, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
2037 [D loss: 0.857213, acc.: 65.66%, KL Divergence: 0.200644] [G loss: 0.854504, KL Divergence: 0.854281, FID: 98.908671]
4/4 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 8ms/step
2038 [D loss: 0.861421, acc.: 66.09%, KL Divergence: 0.200569] [G loss: 0.870619, KL Divergence: 0.870389, FID: 98.908671]
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
2039 [D loss: 0.867103, acc.: 66.65%, KL Divergence: 0.200586] [G loss: 0.901978, KL Divergence: 0.901738, FID: 98.908671]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
2040 [D loss: 0.842152, acc.: 64.14%, KL Divergence: 0.200719] [G loss: 0.966609, KL Divergence: 0.966356, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
2041 [D loss: 0.850757, acc.: 65.01%, KL Divergence: 0.200692] [G loss: 0.975487, KL Divergence: 0.975231, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
2042 [D loss: 0.840728, acc.: 64.01%, KL Divergence: 0.200660] [G loss: 1.000952, KL Divergence: 1.000705, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
2043 [D loss: 0.815792, acc.: 61.52%, KL Divergence: 0.200639] [G loss: 1.026763, KL Divergence: 1.026511, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
2044 [D loss: 0.819015, acc.: 61.83%, KL Divergence: 0.200683] [G loss: 0.991084, KL Divergence: 0.990837, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
2045 [D loss: 0.831689, acc.: 63.11%, KL Divergence: 0.200593] [G loss: 0.915379, KL Divergence: 0.915164, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 11ms/step
2046 [D loss: 0.827612, acc.: 62.70%, KL Divergence: 0.200577] [G loss: 0.944984, KL Divergence: 0.944735, FID: 98.908671]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
2047 [D loss: 0.851938, acc.: 65.16%, KL Divergence: 0.200344] [G loss: 0.866344, KL Divergence: 0.866142, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
2048 [D loss: 0.856420, acc.: 65.59%, KL Divergence: 0.200525] [G loss: 0.854515, KL Divergence: 0.854311, FID: 98.908671]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
2049 [D loss: 0.848911, acc.: 64.84%, KL Divergence: 0.200551] [G loss: 0.916305, KL Divergence: 0.916080, FID: 98.908671]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
2050 [D loss: 0.851510, acc.: 65.09%, KL Divergence: 0.200574] [G loss: 0.896812, KL Divergence: 0.896603, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 8ms/step
2051 [D loss: 0.835606, acc.: 63.50%, KL Divergence: 0.200620] [G loss: 1.013943, KL Divergence: 1.013690, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
2052 [D loss: 0.827011, acc.: 62.63%, KL Divergence: 0.200699] [G loss: 0.980315, KL Divergence: 0.980084, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 7ms/step
2053 [D loss: 0.811840, acc.: 61.13%, KL Divergence: 0.200586] [G loss: 0.964055, KL Divergence: 0.963826, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
2054 [D loss: 0.816791, acc.: 61.62%, KL Divergence: 0.200548] [G loss: 0.972663, KL Divergence: 0.972446, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
2055 [D loss: 0.816356, acc.: 61.57%, KL Divergence: 0.200672] [G loss: 0.964647, KL Divergence: 0.964433, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
2056 [D loss: 0.841671, acc.: 64.13%, KL Divergence: 0.200342] [G loss: 0.826515, KL Divergence: 0.826336, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
2057 [D loss: 0.839941, acc.: 63.94%, KL Divergence: 0.200575] [G loss: 0.946743, KL Divergence: 0.946516, FID: 98.908671]
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
2058 [D loss: 0.845367, acc.: 64.49%, KL Divergence: 0.200474] [G loss: 0.850853, KL Divergence: 0.850664, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
2059 [D loss: 0.848808, acc.: 64.80%, KL Divergence: 0.200815] [G loss: 0.925384, KL Divergence: 0.925145, FID: 98.908671]
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
2060 [D loss: 0.849303, acc.: 64.86%, KL Divergence: 0.200745] [G loss: 0.920539, KL Divergence: 0.920321, FID: 98.908671]
4/4 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
2061 [D loss: 0.844997, acc.: 64.43%, KL Divergence: 0.200672] [G loss: 0.928644, KL Divergence: 0.928430, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 9ms/step
2062 [D loss: 0.827906, acc.: 62.72%, KL Divergence: 0.200700] [G loss: 0.920982, KL Divergence: 0.920781, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
2063 [D loss: 0.824329, acc.: 62.36%, KL Divergence: 0.200719] [G loss: 0.980969, KL Divergence: 0.980734, FID: 98.908671]
4/4 [==============================] - 0s 36ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
2064 [D loss: 0.817328, acc.: 61.68%, KL Divergence: 0.200519] [G loss: 0.942279, KL Divergence: 0.942068, FID: 98.908671]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 38ms/step
4/4 [==============================] - 0s 9ms/step
2065 [D loss: 0.832874, acc.: 63.23%, KL Divergence: 0.200549] [G loss: 0.951253, KL Divergence: 0.951014, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
2066 [D loss: 0.822532, acc.: 62.20%, KL Divergence: 0.200550] [G loss: 0.883133, KL Divergence: 0.882936, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
2067 [D loss: 0.826216, acc.: 62.55%, KL Divergence: 0.200678] [G loss: 0.963766, KL Divergence: 0.963510, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
2068 [D loss: 0.843501, acc.: 64.29%, KL Divergence: 0.200616] [G loss: 0.905384, KL Divergence: 0.905166, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 13ms/step
2069 [D loss: 0.852601, acc.: 65.21%, KL Divergence: 0.200512] [G loss: 0.903780, KL Divergence: 0.903561, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
2070 [D loss: 0.852883, acc.: 65.24%, KL Divergence: 0.200479] [G loss: 0.920406, KL Divergence: 0.920195, FID: 98.908671]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
2071 [D loss: 0.853764, acc.: 65.33%, KL Divergence: 0.200446] [G loss: 0.921733, KL Divergence: 0.921528, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
2072 [D loss: 0.850653, acc.: 65.02%, KL Divergence: 0.200410] [G loss: 0.950680, KL Divergence: 0.950475, FID: 98.908671]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
2073 [D loss: 0.842530, acc.: 64.21%, KL Divergence: 0.200413] [G loss: 0.955705, KL Divergence: 0.955496, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 30ms/step
4/4 [==============================] - 0s 7ms/step
2074 [D loss: 0.845097, acc.: 64.48%, KL Divergence: 0.200299] [G loss: 0.885936, KL Divergence: 0.885761, FID: 98.908671]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
2075 [D loss: 0.831530, acc.: 63.12%, KL Divergence: 0.200374] [G loss: 0.885891, KL Divergence: 0.885709, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
2076 [D loss: 0.848568, acc.: 64.82%, KL Divergence: 0.200400] [G loss: 0.907760, KL Divergence: 0.907553, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
2077 [D loss: 0.866680, acc.: 66.63%, KL Divergence: 0.200334] [G loss: 0.888932, KL Divergence: 0.888749, FID: 98.908671]
4/4 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
2078 [D loss: 0.856172, acc.: 65.58%, KL Divergence: 0.200385] [G loss: 1.019984, KL Divergence: 1.019760, FID: 98.908671]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
2079 [D loss: 0.845043, acc.: 64.47%, KL Divergence: 0.200305] [G loss: 0.983047, KL Divergence: 0.982852, FID: 98.908671]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
2080 [D loss: 0.816112, acc.: 61.57%, KL Divergence: 0.200416] [G loss: 1.098395, KL Divergence: 1.098157, FID: 98.908671]
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
2081 [D loss: 0.827460, acc.: 62.72%, KL Divergence: 0.200261] [G loss: 0.949585, KL Divergence: 0.949389, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 20ms/step
2082 [D loss: 0.846711, acc.: 64.65%, KL Divergence: 0.200186] [G loss: 0.881887, KL Divergence: 0.881707, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
2083 [D loss: 0.840419, acc.: 64.01%, KL Divergence: 0.200345] [G loss: 0.965840, KL Divergence: 0.965627, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
2084 [D loss: 0.858822, acc.: 65.87%, KL Divergence: 0.200162] [G loss: 0.890848, KL Divergence: 0.890661, FID: 98.908671]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
2085 [D loss: 0.874540, acc.: 67.44%, KL Divergence: 0.200149] [G loss: 0.832606, KL Divergence: 0.832434, FID: 98.908671]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
2086 [D loss: 0.862566, acc.: 66.23%, KL Divergence: 0.200240] [G loss: 0.970376, KL Divergence: 0.970176, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
2087 [D loss: 0.850555, acc.: 65.04%, KL Divergence: 0.200202] [G loss: 0.992301, KL Divergence: 0.992105, FID: 98.908671]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 6ms/step
2088 [D loss: 0.824775, acc.: 62.46%, KL Divergence: 0.200147] [G loss: 1.020895, KL Divergence: 1.020706, FID: 98.908671]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
2089 [D loss: 0.803371, acc.: 60.30%, KL Divergence: 0.200374] [G loss: 1.044392, KL Divergence: 1.044199, FID: 98.908671]
4/4 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 11ms/step
2090 [D loss: 0.807462, acc.: 60.70%, KL Divergence: 0.200455] [G loss: 0.942882, KL Divergence: 0.942702, FID: 98.908671]
4/4 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
2091 [D loss: 0.812787, acc.: 61.24%, KL Divergence: 0.200400] [G loss: 0.920596, KL Divergence: 0.920418, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 9ms/step
2092 [D loss: 0.839380, acc.: 63.88%, KL Divergence: 0.200558] [G loss: 0.890589, KL Divergence: 0.890391, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
2093 [D loss: 0.851319, acc.: 65.08%, KL Divergence: 0.200497] [G loss: 0.859224, KL Divergence: 0.859049, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 15ms/step
2094 [D loss: 0.834905, acc.: 63.42%, KL Divergence: 0.200708] [G loss: 0.991820, KL Divergence: 0.991607, FID: 98.908671]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
2095 [D loss: 0.851689, acc.: 65.11%, KL Divergence: 0.200564] [G loss: 0.964073, KL Divergence: 0.963869, FID: 98.908671]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
2096 [D loss: 0.854933, acc.: 65.44%, KL Divergence: 0.200496] [G loss: 0.969577, KL Divergence: 0.969378, FID: 98.908671]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
2097 [D loss: 0.835846, acc.: 63.54%, KL Divergence: 0.200439] [G loss: 1.000159, KL Divergence: 0.999959, FID: 98.908671]
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
2098 [D loss: 0.847948, acc.: 64.76%, KL Divergence: 0.200299] [G loss: 0.936999, KL Divergence: 0.936811, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
2099 [D loss: 0.828167, acc.: 62.77%, KL Divergence: 0.200422] [G loss: 0.964261, KL Divergence: 0.964074, FID: 98.908671]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 3s 111ms/step
4/4 [==============================] - 3s 121ms/step
2100 [D loss: 0.837519, acc.: 63.72%, KL Divergence: 0.200336] [G loss: 0.942218, KL Divergence: 0.942034, FID: 85.962165]
1/1 [==============================] - 0s 60ms/step
4/4 [==============================] - 0s 56ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
2101 [D loss: 0.840017, acc.: 63.97%, KL Divergence: 0.200341] [G loss: 0.900010, KL Divergence: 0.899829, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
2102 [D loss: 0.847072, acc.: 64.68%, KL Divergence: 0.200231] [G loss: 0.863121, KL Divergence: 0.862944, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
2103 [D loss: 0.849265, acc.: 64.90%, KL Divergence: 0.200226] [G loss: 0.868227, KL Divergence: 0.868058, FID: 85.962165]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
2104 [D loss: 0.859766, acc.: 65.94%, KL Divergence: 0.200412] [G loss: 0.900674, KL Divergence: 0.900485, FID: 85.962165]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
2105 [D loss: 0.855306, acc.: 65.50%, KL Divergence: 0.200353] [G loss: 1.006554, KL Divergence: 1.006357, FID: 85.962165]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 41ms/step
4/4 [==============================] - 0s 10ms/step
2106 [D loss: 0.835595, acc.: 63.54%, KL Divergence: 0.200194] [G loss: 1.066460, KL Divergence: 1.066258, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
2107 [D loss: 0.824793, acc.: 62.45%, KL Divergence: 0.200261] [G loss: 1.027038, KL Divergence: 1.026847, FID: 85.962165]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
2108 [D loss: 0.823230, acc.: 62.30%, KL Divergence: 0.200273] [G loss: 1.001865, KL Divergence: 1.001670, FID: 85.962165]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
2109 [D loss: 0.872250, acc.: 67.21%, KL Divergence: 0.200134] [G loss: 0.876066, KL Divergence: 0.875899, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
2110 [D loss: 0.849163, acc.: 64.90%, KL Divergence: 0.200200] [G loss: 0.892612, KL Divergence: 0.892443, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
2111 [D loss: 0.861935, acc.: 66.18%, KL Divergence: 0.200117] [G loss: 0.889087, KL Divergence: 0.888925, FID: 85.962165]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 14ms/step
2112 [D loss: 0.844965, acc.: 64.49%, KL Divergence: 0.200082] [G loss: 0.895468, KL Divergence: 0.895310, FID: 85.962165]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 14ms/step
2113 [D loss: 0.831554, acc.: 63.16%, KL Divergence: 0.199982] [G loss: 0.880151, KL Divergence: 0.880012, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 30ms/step
4/4 [==============================] - 0s 11ms/step
2114 [D loss: 0.825274, acc.: 62.52%, KL Divergence: 0.200056] [G loss: 0.911303, KL Divergence: 0.911147, FID: 85.962165]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
2115 [D loss: 0.805913, acc.: 60.57%, KL Divergence: 0.200189] [G loss: 0.916795, KL Divergence: 0.916637, FID: 85.962165]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
2116 [D loss: 0.838590, acc.: 63.83%, KL Divergence: 0.200268] [G loss: 0.916965, KL Divergence: 0.916790, FID: 85.962165]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
2117 [D loss: 0.866968, acc.: 66.66%, KL Divergence: 0.200334] [G loss: 0.903200, KL Divergence: 0.903019, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
2118 [D loss: 0.847441, acc.: 64.71%, KL Divergence: 0.200311] [G loss: 1.010592, KL Divergence: 1.010400, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 22ms/step
2119 [D loss: 0.834279, acc.: 63.40%, KL Divergence: 0.200312] [G loss: 1.045349, KL Divergence: 1.045153, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
2120 [D loss: 0.855258, acc.: 65.49%, KL Divergence: 0.200315] [G loss: 1.030369, KL Divergence: 1.030160, FID: 85.962165]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 10ms/step
2121 [D loss: 0.865429, acc.: 66.53%, KL Divergence: 0.200165] [G loss: 0.905355, KL Divergence: 0.905182, FID: 85.962165]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
2122 [D loss: 0.850183, acc.: 65.00%, KL Divergence: 0.200190] [G loss: 0.919731, KL Divergence: 0.919557, FID: 85.962165]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
2123 [D loss: 0.875549, acc.: 67.55%, KL Divergence: 0.200088] [G loss: 0.897741, KL Divergence: 0.897577, FID: 85.962165]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
2124 [D loss: 0.844633, acc.: 64.46%, KL Divergence: 0.200057] [G loss: 0.944064, KL Divergence: 0.943904, FID: 85.962165]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 11ms/step
2125 [D loss: 0.819401, acc.: 61.93%, KL Divergence: 0.200067] [G loss: 0.983706, KL Divergence: 0.983544, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
2126 [D loss: 0.780850, acc.: 58.08%, KL Divergence: 0.200059] [G loss: 0.962428, KL Divergence: 0.962271, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
2127 [D loss: 0.833356, acc.: 63.32%, KL Divergence: 0.200178] [G loss: 0.831692, KL Divergence: 0.831533, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 14ms/step
2128 [D loss: 0.832655, acc.: 63.23%, KL Divergence: 0.200360] [G loss: 0.884152, KL Divergence: 0.883964, FID: 85.962165]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
2129 [D loss: 0.842045, acc.: 64.18%, KL Divergence: 0.200243] [G loss: 0.932145, KL Divergence: 0.931964, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
2130 [D loss: 0.831407, acc.: 63.11%, KL Divergence: 0.200305] [G loss: 1.021206, KL Divergence: 1.021014, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 23ms/step
2131 [D loss: 0.832519, acc.: 63.23%, KL Divergence: 0.200241] [G loss: 1.002528, KL Divergence: 1.002344, FID: 85.962165]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
2132 [D loss: 0.819451, acc.: 61.92%, KL Divergence: 0.200272] [G loss: 0.992937, KL Divergence: 0.992751, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
2133 [D loss: 0.852709, acc.: 65.25%, KL Divergence: 0.200169] [G loss: 0.944757, KL Divergence: 0.944578, FID: 85.962165]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
2134 [D loss: 0.864111, acc.: 66.39%, KL Divergence: 0.200221] [G loss: 0.880586, KL Divergence: 0.880423, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 9ms/step
2135 [D loss: 0.853108, acc.: 65.29%, KL Divergence: 0.200164] [G loss: 0.945668, KL Divergence: 0.945490, FID: 85.962165]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
2136 [D loss: 0.837235, acc.: 63.72%, KL Divergence: 0.200012] [G loss: 0.881961, KL Divergence: 0.881816, FID: 85.962165]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
2137 [D loss: 0.824192, acc.: 62.42%, KL Divergence: 0.199988] [G loss: 0.907369, KL Divergence: 0.907220, FID: 85.962165]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
2138 [D loss: 0.799020, acc.: 59.89%, KL Divergence: 0.200120] [G loss: 0.928233, KL Divergence: 0.928074, FID: 85.962165]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
2139 [D loss: 0.824340, acc.: 62.41%, KL Divergence: 0.200261] [G loss: 0.884111, KL Divergence: 0.883934, FID: 85.962165]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 20ms/step
2140 [D loss: 0.807499, acc.: 60.71%, KL Divergence: 0.200416] [G loss: 0.918996, KL Divergence: 0.918796, FID: 85.962165]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
2141 [D loss: 0.842359, acc.: 64.19%, KL Divergence: 0.200439] [G loss: 0.904764, KL Divergence: 0.904565, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
2142 [D loss: 0.837257, acc.: 63.69%, KL Divergence: 0.200342] [G loss: 0.944424, KL Divergence: 0.944229, FID: 85.962165]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
2143 [D loss: 0.833449, acc.: 63.30%, KL Divergence: 0.200413] [G loss: 0.999457, KL Divergence: 0.999246, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
2144 [D loss: 0.830097, acc.: 62.96%, KL Divergence: 0.200530] [G loss: 1.050626, KL Divergence: 1.050392, FID: 85.962165]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
2145 [D loss: 0.828369, acc.: 62.79%, KL Divergence: 0.200510] [G loss: 0.992341, KL Divergence: 0.992105, FID: 85.962165]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
2146 [D loss: 0.856248, acc.: 65.59%, KL Divergence: 0.200375] [G loss: 0.890646, KL Divergence: 0.890455, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
2147 [D loss: 0.856957, acc.: 65.66%, KL Divergence: 0.200343] [G loss: 0.879597, KL Divergence: 0.879409, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
2148 [D loss: 0.857076, acc.: 65.66%, KL Divergence: 0.200462] [G loss: 0.928627, KL Divergence: 0.928421, FID: 85.962165]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 12ms/step
2149 [D loss: 0.842253, acc.: 64.20%, KL Divergence: 0.200265] [G loss: 0.945118, KL Divergence: 0.944924, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
2150 [D loss: 0.826954, acc.: 62.67%, KL Divergence: 0.200295] [G loss: 0.918552, KL Divergence: 0.918367, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
2151 [D loss: 0.796203, acc.: 59.60%, KL Divergence: 0.200218] [G loss: 0.929222, KL Divergence: 0.929045, FID: 85.962165]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
2152 [D loss: 0.827425, acc.: 62.70%, KL Divergence: 0.200398] [G loss: 0.922026, KL Divergence: 0.921833, FID: 85.962165]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 6ms/step
2153 [D loss: 0.810391, acc.: 60.99%, KL Divergence: 0.200491] [G loss: 0.912989, KL Divergence: 0.912788, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 11ms/step
2154 [D loss: 0.831514, acc.: 63.09%, KL Divergence: 0.200583] [G loss: 0.877503, KL Divergence: 0.877304, FID: 85.962165]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 16ms/step
2155 [D loss: 0.830893, acc.: 63.01%, KL Divergence: 0.200774] [G loss: 0.976817, KL Divergence: 0.976594, FID: 85.962165]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
2156 [D loss: 0.841837, acc.: 64.10%, KL Divergence: 0.200802] [G loss: 0.958811, KL Divergence: 0.958589, FID: 85.962165]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
2157 [D loss: 0.841329, acc.: 64.07%, KL Divergence: 0.200641] [G loss: 0.924080, KL Divergence: 0.923879, FID: 85.962165]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
2158 [D loss: 0.833385, acc.: 63.27%, KL Divergence: 0.200644] [G loss: 0.979942, KL Divergence: 0.979727, FID: 85.962165]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
2159 [D loss: 0.837594, acc.: 63.71%, KL Divergence: 0.200448] [G loss: 0.951438, KL Divergence: 0.951230, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
2160 [D loss: 0.856967, acc.: 65.65%, KL Divergence: 0.200500] [G loss: 0.931826, KL Divergence: 0.931626, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
2161 [D loss: 0.835713, acc.: 63.53%, KL Divergence: 0.200447] [G loss: 0.926574, KL Divergence: 0.926386, FID: 85.962165]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
2162 [D loss: 0.843781, acc.: 64.34%, KL Divergence: 0.200364] [G loss: 0.930992, KL Divergence: 0.930800, FID: 85.962165]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 14ms/step
2163 [D loss: 0.834021, acc.: 63.38%, KL Divergence: 0.200236] [G loss: 0.898634, KL Divergence: 0.898465, FID: 85.962165]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
2164 [D loss: 0.839410, acc.: 63.90%, KL Divergence: 0.200381] [G loss: 0.913256, KL Divergence: 0.913064, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
2165 [D loss: 0.834233, acc.: 63.37%, KL Divergence: 0.200511] [G loss: 0.852295, KL Divergence: 0.852108, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 29ms/step
4/4 [==============================] - 0s 7ms/step
2166 [D loss: 0.847919, acc.: 64.73%, KL Divergence: 0.200589] [G loss: 0.935994, KL Divergence: 0.935778, FID: 85.962165]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
2167 [D loss: 0.842948, acc.: 64.23%, KL Divergence: 0.200650] [G loss: 0.998734, KL Divergence: 0.998495, FID: 85.962165]
4/4 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
2168 [D loss: 0.847007, acc.: 64.64%, KL Divergence: 0.200557] [G loss: 0.956521, KL Divergence: 0.956311, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
2169 [D loss: 0.838892, acc.: 63.83%, KL Divergence: 0.200563] [G loss: 0.960592, KL Divergence: 0.960378, FID: 85.962165]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 13ms/step
2170 [D loss: 0.821720, acc.: 62.11%, KL Divergence: 0.200623] [G loss: 1.047082, KL Divergence: 1.046848, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
2171 [D loss: 0.844486, acc.: 64.39%, KL Divergence: 0.200584] [G loss: 0.967339, KL Divergence: 0.967132, FID: 85.962165]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
2172 [D loss: 0.854631, acc.: 65.37%, KL Divergence: 0.200911] [G loss: 0.956305, KL Divergence: 0.956090, FID: 85.962165]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
2173 [D loss: 0.855919, acc.: 65.50%, KL Divergence: 0.200889] [G loss: 0.941612, KL Divergence: 0.941417, FID: 85.962165]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
2174 [D loss: 0.859669, acc.: 65.88%, KL Divergence: 0.200839] [G loss: 0.883510, KL Divergence: 0.883323, FID: 85.962165]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
2175 [D loss: 0.840247, acc.: 63.96%, KL Divergence: 0.200647] [G loss: 0.854505, KL Divergence: 0.854329, FID: 85.962165]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
2176 [D loss: 0.835530, acc.: 63.49%, KL Divergence: 0.200594] [G loss: 0.922081, KL Divergence: 0.921896, FID: 85.962165]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 13ms/step
2177 [D loss: 0.818506, acc.: 61.80%, KL Divergence: 0.200502] [G loss: 0.921249, KL Divergence: 0.921071, FID: 85.962165]
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
2178 [D loss: 0.830236, acc.: 62.97%, KL Divergence: 0.200519] [G loss: 0.875420, KL Divergence: 0.875238, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
2179 [D loss: 0.834173, acc.: 63.37%, KL Divergence: 0.200506] [G loss: 0.912749, KL Divergence: 0.912552, FID: 85.962165]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2180 [D loss: 0.859050, acc.: 65.84%, KL Divergence: 0.200620] [G loss: 0.867700, KL Divergence: 0.867502, FID: 85.962165]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2181 [D loss: 0.859853, acc.: 65.91%, KL Divergence: 0.200716] [G loss: 0.937582, KL Divergence: 0.937372, FID: 85.962165]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2182 [D loss: 0.865898, acc.: 66.52%, KL Divergence: 0.200657] [G loss: 0.976843, KL Divergence: 0.976632, FID: 85.962165]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2183 [D loss: 0.847987, acc.: 64.73%, KL Divergence: 0.200679] [G loss: 0.994268, KL Divergence: 0.994050, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2184 [D loss: 0.859333, acc.: 65.88%, KL Divergence: 0.200573] [G loss: 1.023590, KL Divergence: 1.023372, FID: 85.962165]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2185 [D loss: 0.842885, acc.: 64.24%, KL Divergence: 0.200521] [G loss: 1.042807, KL Divergence: 1.042591, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2186 [D loss: 0.860011, acc.: 65.97%, KL Divergence: 0.200318] [G loss: 0.887298, KL Divergence: 0.887115, FID: 85.962165]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2187 [D loss: 0.845336, acc.: 64.50%, KL Divergence: 0.200294] [G loss: 0.859167, KL Divergence: 0.858989, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2188 [D loss: 0.846105, acc.: 64.59%, KL Divergence: 0.200249] [G loss: 0.851584, KL Divergence: 0.851421, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2189 [D loss: 0.831656, acc.: 63.16%, KL Divergence: 0.200086] [G loss: 0.844507, KL Divergence: 0.844353, FID: 85.962165]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2190 [D loss: 0.852856, acc.: 65.26%, KL Divergence: 0.200306] [G loss: 0.875904, KL Divergence: 0.875725, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2191 [D loss: 0.874440, acc.: 67.40%, KL Divergence: 0.200439] [G loss: 0.866210, KL Divergence: 0.866020, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2192 [D loss: 0.854081, acc.: 65.37%, KL Divergence: 0.200381] [G loss: 1.011170, KL Divergence: 1.010980, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2193 [D loss: 0.833126, acc.: 63.29%, KL Divergence: 0.200209] [G loss: 1.011204, KL Divergence: 1.011025, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2194 [D loss: 0.820253, acc.: 61.98%, KL Divergence: 0.200412] [G loss: 1.043966, KL Divergence: 1.043763, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2195 [D loss: 0.840065, acc.: 63.97%, KL Divergence: 0.200329] [G loss: 0.979022, KL Divergence: 0.978819, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2196 [D loss: 0.852808, acc.: 65.25%, KL Divergence: 0.200334] [G loss: 0.885922, KL Divergence: 0.885733, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2197 [D loss: 0.849698, acc.: 64.93%, KL Divergence: 0.200391] [G loss: 0.903569, KL Divergence: 0.903372, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2198 [D loss: 0.872261, acc.: 67.20%, KL Divergence: 0.200242] [G loss: 0.882128, KL Divergence: 0.881943, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2199 [D loss: 0.871002, acc.: 67.07%, KL Divergence: 0.200278] [G loss: 0.889428, KL Divergence: 0.889237, FID: 85.962165]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 73ms/step
4/4 [==============================] - 1s 112ms/step
2200 [D loss: 0.847865, acc.: 64.77%, KL Divergence: 0.200194] [G loss: 0.958611, KL Divergence: 0.958422, FID: 108.711698]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2201 [D loss: 0.845455, acc.: 64.53%, KL Divergence: 0.200184] [G loss: 0.928460, KL Divergence: 0.928280, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2202 [D loss: 0.822214, acc.: 62.20%, KL Divergence: 0.200202] [G loss: 0.928621, KL Divergence: 0.928448, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2203 [D loss: 0.829424, acc.: 62.91%, KL Divergence: 0.200291] [G loss: 0.931880, KL Divergence: 0.931692, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2204 [D loss: 0.821728, acc.: 62.14%, KL Divergence: 0.200312] [G loss: 0.915343, KL Divergence: 0.915159, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2205 [D loss: 0.829987, acc.: 62.97%, KL Divergence: 0.200244] [G loss: 0.925028, KL Divergence: 0.924851, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2206 [D loss: 0.830954, acc.: 63.06%, KL Divergence: 0.200340] [G loss: 0.956318, KL Divergence: 0.956128, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2207 [D loss: 0.819314, acc.: 61.88%, KL Divergence: 0.200482] [G loss: 1.010025, KL Divergence: 1.009824, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2208 [D loss: 0.831485, acc.: 63.13%, KL Divergence: 0.200185] [G loss: 0.947798, KL Divergence: 0.947619, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2209 [D loss: 0.821201, acc.: 62.09%, KL Divergence: 0.200303] [G loss: 1.049143, KL Divergence: 1.048943, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2210 [D loss: 0.827564, acc.: 62.72%, KL Divergence: 0.200344] [G loss: 0.979214, KL Divergence: 0.979017, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
2211 [D loss: 0.849033, acc.: 64.88%, KL Divergence: 0.200255] [G loss: 0.875729, KL Divergence: 0.875546, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2212 [D loss: 0.861948, acc.: 66.16%, KL Divergence: 0.200314] [G loss: 0.821215, KL Divergence: 0.821037, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2213 [D loss: 0.859441, acc.: 65.91%, KL Divergence: 0.200347] [G loss: 0.904992, KL Divergence: 0.904799, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2214 [D loss: 0.840414, acc.: 64.00%, KL Divergence: 0.200429] [G loss: 0.912919, KL Divergence: 0.912728, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2215 [D loss: 0.819022, acc.: 61.88%, KL Divergence: 0.200268] [G loss: 1.023051, KL Divergence: 1.022856, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2216 [D loss: 0.824061, acc.: 62.37%, KL Divergence: 0.200321] [G loss: 0.943342, KL Divergence: 0.943149, FID: 108.711698]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2217 [D loss: 0.830466, acc.: 63.02%, KL Divergence: 0.200265] [G loss: 0.922586, KL Divergence: 0.922407, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2218 [D loss: 0.820540, acc.: 62.02%, KL Divergence: 0.200355] [G loss: 0.983771, KL Divergence: 0.983583, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2219 [D loss: 0.849481, acc.: 64.91%, KL Divergence: 0.200368] [G loss: 0.862547, KL Divergence: 0.862370, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2220 [D loss: 0.853328, acc.: 65.31%, KL Divergence: 0.200246] [G loss: 0.887935, KL Divergence: 0.887760, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2221 [D loss: 0.830528, acc.: 63.02%, KL Divergence: 0.200295] [G loss: 1.021085, KL Divergence: 1.020898, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2222 [D loss: 0.822946, acc.: 62.26%, KL Divergence: 0.200328] [G loss: 0.991819, KL Divergence: 0.991638, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2223 [D loss: 0.808723, acc.: 60.83%, KL Divergence: 0.200376] [G loss: 1.025531, KL Divergence: 1.025342, FID: 108.711698]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
2224 [D loss: 0.800748, acc.: 60.04%, KL Divergence: 0.200302] [G loss: 0.947219, KL Divergence: 0.947045, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2225 [D loss: 0.846377, acc.: 64.61%, KL Divergence: 0.200309] [G loss: 0.875799, KL Divergence: 0.875615, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2226 [D loss: 0.829053, acc.: 62.87%, KL Divergence: 0.200324] [G loss: 0.902184, KL Divergence: 0.901990, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2227 [D loss: 0.855806, acc.: 65.55%, KL Divergence: 0.200309] [G loss: 0.865914, KL Divergence: 0.865734, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2228 [D loss: 0.846163, acc.: 64.58%, KL Divergence: 0.200407] [G loss: 0.940122, KL Divergence: 0.939920, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2229 [D loss: 0.842725, acc.: 64.23%, KL Divergence: 0.200449] [G loss: 1.002850, KL Divergence: 1.002646, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2230 [D loss: 0.862983, acc.: 66.26%, KL Divergence: 0.200384] [G loss: 0.937079, KL Divergence: 0.936884, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2231 [D loss: 0.835816, acc.: 63.54%, KL Divergence: 0.200395] [G loss: 0.927460, KL Divergence: 0.927271, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2232 [D loss: 0.836563, acc.: 63.63%, KL Divergence: 0.200279] [G loss: 0.908752, KL Divergence: 0.908572, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2233 [D loss: 0.829461, acc.: 62.92%, KL Divergence: 0.200275] [G loss: 0.958982, KL Divergence: 0.958804, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2234 [D loss: 0.794325, acc.: 59.41%, KL Divergence: 0.200220] [G loss: 0.988464, KL Divergence: 0.988297, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2235 [D loss: 0.824369, acc.: 62.41%, KL Divergence: 0.200301] [G loss: 0.883385, KL Divergence: 0.883216, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2236 [D loss: 0.837244, acc.: 63.69%, KL Divergence: 0.200305] [G loss: 0.917017, KL Divergence: 0.916828, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2237 [D loss: 0.821991, acc.: 62.16%, KL Divergence: 0.200375] [G loss: 0.976772, KL Divergence: 0.976588, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2238 [D loss: 0.852135, acc.: 65.19%, KL Divergence: 0.200262] [G loss: 0.879930, KL Divergence: 0.879757, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2239 [D loss: 0.835096, acc.: 63.48%, KL Divergence: 0.200316] [G loss: 0.953009, KL Divergence: 0.952827, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2240 [D loss: 0.837424, acc.: 63.73%, KL Divergence: 0.200166] [G loss: 0.996794, KL Divergence: 0.996608, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2241 [D loss: 0.838583, acc.: 63.84%, KL Divergence: 0.200221] [G loss: 0.974630, KL Divergence: 0.974444, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2242 [D loss: 0.847034, acc.: 64.69%, KL Divergence: 0.200125] [G loss: 0.907207, KL Divergence: 0.907041, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2243 [D loss: 0.832186, acc.: 63.20%, KL Divergence: 0.200157] [G loss: 0.953917, KL Divergence: 0.953750, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2244 [D loss: 0.855158, acc.: 65.50%, KL Divergence: 0.200208] [G loss: 0.858903, KL Divergence: 0.858739, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2245 [D loss: 0.851348, acc.: 65.12%, KL Divergence: 0.200124] [G loss: 0.864352, KL Divergence: 0.864199, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2246 [D loss: 0.855849, acc.: 65.58%, KL Divergence: 0.200070] [G loss: 0.852984, KL Divergence: 0.852837, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2247 [D loss: 0.806498, acc.: 60.65%, KL Divergence: 0.200023] [G loss: 0.903903, KL Divergence: 0.903768, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2248 [D loss: 0.828885, acc.: 62.88%, KL Divergence: 0.200111] [G loss: 0.912613, KL Divergence: 0.912455, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2249 [D loss: 0.810552, acc.: 61.04%, KL Divergence: 0.200186] [G loss: 0.938944, KL Divergence: 0.938779, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2250 [D loss: 0.821906, acc.: 62.17%, KL Divergence: 0.200220] [G loss: 0.921410, KL Divergence: 0.921251, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2251 [D loss: 0.845826, acc.: 64.56%, KL Divergence: 0.200223] [G loss: 0.999580, KL Divergence: 0.999397, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2252 [D loss: 0.836605, acc.: 63.64%, KL Divergence: 0.200222] [G loss: 0.946400, KL Divergence: 0.946230, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2253 [D loss: 0.830915, acc.: 63.07%, KL Divergence: 0.200168] [G loss: 1.012582, KL Divergence: 1.012401, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2254 [D loss: 0.826879, acc.: 62.67%, KL Divergence: 0.200224] [G loss: 1.021719, KL Divergence: 1.021539, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2255 [D loss: 0.842715, acc.: 64.25%, KL Divergence: 0.200235] [G loss: 1.010127, KL Divergence: 1.009944, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2256 [D loss: 0.839417, acc.: 63.93%, KL Divergence: 0.200138] [G loss: 0.954873, KL Divergence: 0.954698, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2257 [D loss: 0.865202, acc.: 66.51%, KL Divergence: 0.200138] [G loss: 0.933621, KL Divergence: 0.933446, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2258 [D loss: 0.865099, acc.: 66.51%, KL Divergence: 0.200005] [G loss: 0.877906, KL Divergence: 0.877753, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2259 [D loss: 0.843176, acc.: 64.31%, KL Divergence: 0.200061] [G loss: 0.945523, KL Divergence: 0.945362, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2260 [D loss: 0.804293, acc.: 60.44%, KL Divergence: 0.199907] [G loss: 0.928103, KL Divergence: 0.927966, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2261 [D loss: 0.827199, acc.: 62.71%, KL Divergence: 0.200115] [G loss: 0.928639, KL Divergence: 0.928479, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2262 [D loss: 0.799423, acc.: 59.92%, KL Divergence: 0.200205] [G loss: 0.949131, KL Divergence: 0.948959, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2263 [D loss: 0.830297, acc.: 63.02%, KL Divergence: 0.200134] [G loss: 0.891240, KL Divergence: 0.891083, FID: 108.711698]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2264 [D loss: 0.830601, acc.: 63.04%, KL Divergence: 0.200207] [G loss: 0.961285, KL Divergence: 0.961108, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2265 [D loss: 0.836178, acc.: 63.60%, KL Divergence: 0.200227] [G loss: 0.987971, KL Divergence: 0.987787, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2266 [D loss: 0.839222, acc.: 63.91%, KL Divergence: 0.200130] [G loss: 0.987406, KL Divergence: 0.987225, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2267 [D loss: 0.832646, acc.: 63.24%, KL Divergence: 0.200261] [G loss: 1.051790, KL Divergence: 1.051589, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2268 [D loss: 0.829057, acc.: 62.89%, KL Divergence: 0.200150] [G loss: 0.983384, KL Divergence: 0.983210, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2269 [D loss: 0.857210, acc.: 65.71%, KL Divergence: 0.200078] [G loss: 0.928852, KL Divergence: 0.928677, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2270 [D loss: 0.863269, acc.: 66.31%, KL Divergence: 0.200145] [G loss: 0.940930, KL Divergence: 0.940762, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2271 [D loss: 0.870436, acc.: 67.05%, KL Divergence: 0.199962] [G loss: 0.897845, KL Divergence: 0.897690, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2272 [D loss: 0.855141, acc.: 65.51%, KL Divergence: 0.200025] [G loss: 0.971905, KL Divergence: 0.971750, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2273 [D loss: 0.792947, acc.: 59.31%, KL Divergence: 0.199827] [G loss: 1.026334, KL Divergence: 1.026196, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2274 [D loss: 0.821109, acc.: 62.11%, KL Divergence: 0.199997] [G loss: 0.913728, KL Divergence: 0.913572, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2275 [D loss: 0.763042, acc.: 56.30%, KL Divergence: 0.200066] [G loss: 1.018192, KL Divergence: 1.018034, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2276 [D loss: 0.821376, acc.: 62.13%, KL Divergence: 0.200035] [G loss: 0.838045, KL Divergence: 0.837891, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2277 [D loss: 0.840892, acc.: 64.08%, KL Divergence: 0.200101] [G loss: 0.816910, KL Divergence: 0.816764, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2278 [D loss: 0.850691, acc.: 65.05%, KL Divergence: 0.200220] [G loss: 0.889939, KL Divergence: 0.889773, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2279 [D loss: 0.845342, acc.: 64.52%, KL Divergence: 0.200132] [G loss: 1.018184, KL Divergence: 1.018008, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2280 [D loss: 0.832714, acc.: 63.26%, KL Divergence: 0.200132] [G loss: 1.017590, KL Divergence: 1.017413, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2281 [D loss: 0.825817, acc.: 62.56%, KL Divergence: 0.200180] [G loss: 1.015861, KL Divergence: 1.015676, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2282 [D loss: 0.840100, acc.: 64.00%, KL Divergence: 0.200145] [G loss: 0.983650, KL Divergence: 0.983474, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2283 [D loss: 0.840755, acc.: 64.06%, KL Divergence: 0.200110] [G loss: 0.924886, KL Divergence: 0.924719, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2284 [D loss: 0.848123, acc.: 64.80%, KL Divergence: 0.200161] [G loss: 0.895816, KL Divergence: 0.895659, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2285 [D loss: 0.832409, acc.: 63.24%, KL Divergence: 0.200037] [G loss: 0.904138, KL Divergence: 0.903989, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2286 [D loss: 0.819776, acc.: 61.98%, KL Divergence: 0.199983] [G loss: 0.957337, KL Divergence: 0.957187, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2287 [D loss: 0.777860, acc.: 57.79%, KL Divergence: 0.200003] [G loss: 0.923518, KL Divergence: 0.923383, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2288 [D loss: 0.817462, acc.: 61.73%, KL Divergence: 0.200146] [G loss: 0.871171, KL Divergence: 0.871017, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2289 [D loss: 0.820152, acc.: 61.99%, KL Divergence: 0.200212] [G loss: 0.863490, KL Divergence: 0.863322, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2290 [D loss: 0.861517, acc.: 66.13%, KL Divergence: 0.200233] [G loss: 0.925837, KL Divergence: 0.925659, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2291 [D loss: 0.845315, acc.: 64.49%, KL Divergence: 0.200394] [G loss: 1.056481, KL Divergence: 1.056289, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2292 [D loss: 0.820973, acc.: 62.07%, KL Divergence: 0.200246] [G loss: 1.100726, KL Divergence: 1.100524, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2293 [D loss: 0.809951, acc.: 60.97%, KL Divergence: 0.200248] [G loss: 1.136353, KL Divergence: 1.136147, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2294 [D loss: 0.812558, acc.: 61.22%, KL Divergence: 0.200312] [G loss: 1.117146, KL Divergence: 1.116938, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
2295 [D loss: 0.836285, acc.: 63.60%, KL Divergence: 0.200291] [G loss: 0.998651, KL Divergence: 0.998444, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2296 [D loss: 0.855343, acc.: 65.50%, KL Divergence: 0.200366] [G loss: 0.922903, KL Divergence: 0.922705, FID: 108.711698]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2297 [D loss: 0.856663, acc.: 65.63%, KL Divergence: 0.200318] [G loss: 0.919068, KL Divergence: 0.918875, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2298 [D loss: 0.875006, acc.: 67.48%, KL Divergence: 0.200246] [G loss: 0.931049, KL Divergence: 0.930871, FID: 108.711698]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2299 [D loss: 0.837409, acc.: 63.74%, KL Divergence: 0.200055] [G loss: 0.916307, KL Divergence: 0.916159, FID: 108.711698]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 79ms/step
4/4 [==============================] - 1s 103ms/step
2300 [D loss: 0.807007, acc.: 60.70%, KL Divergence: 0.199968] [G loss: 1.063236, KL Divergence: 1.063090, FID: 94.586029]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 60ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2301 [D loss: 0.754454, acc.: 55.46%, KL Divergence: 0.199869] [G loss: 1.044379, KL Divergence: 1.044249, FID: 94.586029]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2302 [D loss: 0.753967, acc.: 55.39%, KL Divergence: 0.200023] [G loss: 0.980619, KL Divergence: 0.980480, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2303 [D loss: 0.792041, acc.: 59.18%, KL Divergence: 0.200201] [G loss: 0.898444, KL Divergence: 0.898284, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2304 [D loss: 0.816990, acc.: 61.68%, KL Divergence: 0.200226] [G loss: 0.871914, KL Divergence: 0.871752, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2305 [D loss: 0.875616, acc.: 67.54%, KL Divergence: 0.200208] [G loss: 0.847753, KL Divergence: 0.847592, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2306 [D loss: 0.853471, acc.: 65.33%, KL Divergence: 0.200156] [G loss: 0.931743, KL Divergence: 0.931584, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2307 [D loss: 0.829716, acc.: 62.95%, KL Divergence: 0.200249] [G loss: 1.081671, KL Divergence: 1.081485, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2308 [D loss: 0.833751, acc.: 63.36%, KL Divergence: 0.200156] [G loss: 1.062169, KL Divergence: 1.061987, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2309 [D loss: 0.826515, acc.: 62.63%, KL Divergence: 0.200199] [G loss: 1.028910, KL Divergence: 1.028732, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2310 [D loss: 0.829917, acc.: 62.97%, KL Divergence: 0.200203] [G loss: 0.959116, KL Divergence: 0.958944, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2311 [D loss: 0.826646, acc.: 62.64%, KL Divergence: 0.200214] [G loss: 0.975251, KL Divergence: 0.975076, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2312 [D loss: 0.867893, acc.: 66.78%, KL Divergence: 0.200139] [G loss: 0.844001, KL Divergence: 0.843841, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2313 [D loss: 0.876303, acc.: 67.63%, KL Divergence: 0.200034] [G loss: 0.840766, KL Divergence: 0.840611, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2314 [D loss: 0.844661, acc.: 64.46%, KL Divergence: 0.200068] [G loss: 0.914345, KL Divergence: 0.914198, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2315 [D loss: 0.799262, acc.: 59.92%, KL Divergence: 0.200022] [G loss: 1.006016, KL Divergence: 1.005867, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2316 [D loss: 0.813777, acc.: 61.36%, KL Divergence: 0.200203] [G loss: 0.989693, KL Divergence: 0.989528, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2317 [D loss: 0.803651, acc.: 60.34%, KL Divergence: 0.200274] [G loss: 0.971455, KL Divergence: 0.971284, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2318 [D loss: 0.788171, acc.: 58.80%, KL Divergence: 0.200167] [G loss: 0.980098, KL Divergence: 0.979938, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2319 [D loss: 0.830204, acc.: 63.02%, KL Divergence: 0.200048] [G loss: 0.935939, KL Divergence: 0.935787, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2320 [D loss: 0.839149, acc.: 63.89%, KL Divergence: 0.200221] [G loss: 0.989158, KL Divergence: 0.988983, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2321 [D loss: 0.830041, acc.: 62.98%, KL Divergence: 0.200273] [G loss: 1.088617, KL Divergence: 1.088429, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2322 [D loss: 0.835486, acc.: 63.51%, KL Divergence: 0.200360] [G loss: 1.146283, KL Divergence: 1.146087, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2323 [D loss: 0.832471, acc.: 63.22%, KL Divergence: 0.200281] [G loss: 1.136852, KL Divergence: 1.136653, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2324 [D loss: 0.812502, acc.: 61.23%, KL Divergence: 0.200243] [G loss: 1.080570, KL Divergence: 1.080389, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2325 [D loss: 0.845187, acc.: 64.51%, KL Divergence: 0.200086] [G loss: 0.918579, KL Divergence: 0.918427, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2326 [D loss: 0.877831, acc.: 67.79%, KL Divergence: 0.199952] [G loss: 0.814592, KL Divergence: 0.814459, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2327 [D loss: 0.854616, acc.: 65.48%, KL Divergence: 0.199834] [G loss: 0.816767, KL Divergence: 0.816648, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2328 [D loss: 0.768536, acc.: 56.86%, KL Divergence: 0.199934] [G loss: 1.107561, KL Divergence: 1.107424, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2329 [D loss: 0.822737, acc.: 62.29%, KL Divergence: 0.199849] [G loss: 0.851096, KL Divergence: 0.850970, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2330 [D loss: 0.758398, acc.: 55.82%, KL Divergence: 0.200180] [G loss: 0.999272, KL Divergence: 0.999120, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2331 [D loss: 0.852057, acc.: 65.19%, KL Divergence: 0.200117] [G loss: 0.833434, KL Divergence: 0.833290, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2332 [D loss: 0.863799, acc.: 66.37%, KL Divergence: 0.200083] [G loss: 0.873918, KL Divergence: 0.873776, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2333 [D loss: 0.832330, acc.: 63.22%, KL Divergence: 0.200139] [G loss: 1.036552, KL Divergence: 1.036392, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2334 [D loss: 0.809442, acc.: 60.93%, KL Divergence: 0.200186] [G loss: 1.148256, KL Divergence: 1.148084, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2335 [D loss: 0.814544, acc.: 61.44%, KL Divergence: 0.200169] [G loss: 1.071703, KL Divergence: 1.071535, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2336 [D loss: 0.823805, acc.: 62.35%, KL Divergence: 0.200265] [G loss: 1.025584, KL Divergence: 1.025408, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2337 [D loss: 0.845089, acc.: 64.48%, KL Divergence: 0.200283] [G loss: 0.955902, KL Divergence: 0.955733, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2338 [D loss: 0.829013, acc.: 62.88%, KL Divergence: 0.200195] [G loss: 1.005540, KL Divergence: 1.005376, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2339 [D loss: 0.842388, acc.: 64.23%, KL Divergence: 0.200084] [G loss: 0.937331, KL Divergence: 0.937176, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2340 [D loss: 0.836535, acc.: 63.64%, KL Divergence: 0.200094] [G loss: 0.899426, KL Divergence: 0.899278, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2341 [D loss: 0.824855, acc.: 62.49%, KL Divergence: 0.199934] [G loss: 0.912646, KL Divergence: 0.912507, FID: 94.586029]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2342 [D loss: 0.827033, acc.: 62.69%, KL Divergence: 0.200089] [G loss: 0.988930, KL Divergence: 0.988764, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2343 [D loss: 0.822621, acc.: 62.25%, KL Divergence: 0.200118] [G loss: 0.923105, KL Divergence: 0.922949, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2344 [D loss: 0.847525, acc.: 64.72%, KL Divergence: 0.200294] [G loss: 0.961619, KL Divergence: 0.961438, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2345 [D loss: 0.846747, acc.: 64.63%, KL Divergence: 0.200401] [G loss: 1.005858, KL Divergence: 1.005682, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2346 [D loss: 0.824683, acc.: 62.46%, KL Divergence: 0.200118] [G loss: 1.045981, KL Divergence: 1.045820, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2347 [D loss: 0.821251, acc.: 62.12%, KL Divergence: 0.200100] [G loss: 1.115590, KL Divergence: 1.115420, FID: 94.586029]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2348 [D loss: 0.843915, acc.: 64.38%, KL Divergence: 0.200145] [G loss: 0.996878, KL Divergence: 0.996705, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2349 [D loss: 0.854928, acc.: 65.46%, KL Divergence: 0.200367] [G loss: 1.054036, KL Divergence: 1.053847, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2350 [D loss: 0.833152, acc.: 63.28%, KL Divergence: 0.200361] [G loss: 1.121272, KL Divergence: 1.121070, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2351 [D loss: 0.830385, acc.: 63.02%, KL Divergence: 0.200231] [G loss: 1.033505, KL Divergence: 1.033324, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2352 [D loss: 0.826942, acc.: 62.69%, KL Divergence: 0.200009] [G loss: 1.008786, KL Divergence: 1.008629, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2353 [D loss: 0.826456, acc.: 62.65%, KL Divergence: 0.199998] [G loss: 0.958992, KL Divergence: 0.958843, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2354 [D loss: 0.859136, acc.: 65.91%, KL Divergence: 0.200027] [G loss: 0.861495, KL Divergence: 0.861362, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2355 [D loss: 0.835716, acc.: 63.57%, KL Divergence: 0.199996] [G loss: 0.890704, KL Divergence: 0.890574, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2356 [D loss: 0.800737, acc.: 60.06%, KL Divergence: 0.200108] [G loss: 1.016960, KL Divergence: 1.016816, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2357 [D loss: 0.772540, acc.: 57.24%, KL Divergence: 0.200092] [G loss: 1.020483, KL Divergence: 1.020345, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2358 [D loss: 0.815148, acc.: 61.51%, KL Divergence: 0.200033] [G loss: 0.955916, KL Divergence: 0.955774, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2359 [D loss: 0.823691, acc.: 62.35%, KL Divergence: 0.200193] [G loss: 1.009163, KL Divergence: 1.009005, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2360 [D loss: 0.810693, acc.: 61.05%, KL Divergence: 0.200211] [G loss: 1.041932, KL Divergence: 1.041774, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2361 [D loss: 0.797564, acc.: 59.74%, KL Divergence: 0.200115] [G loss: 1.051801, KL Divergence: 1.051652, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2362 [D loss: 0.831907, acc.: 63.18%, KL Divergence: 0.200142] [G loss: 0.957745, KL Divergence: 0.957592, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2363 [D loss: 0.849144, acc.: 64.90%, KL Divergence: 0.200128] [G loss: 0.945717, KL Divergence: 0.945566, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2364 [D loss: 0.831991, acc.: 63.18%, KL Divergence: 0.200234] [G loss: 0.919381, KL Divergence: 0.919229, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2365 [D loss: 0.856920, acc.: 65.67%, KL Divergence: 0.200211] [G loss: 0.907848, KL Divergence: 0.907690, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2366 [D loss: 0.863245, acc.: 66.33%, KL Divergence: 0.199962] [G loss: 0.877043, KL Divergence: 0.876904, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2367 [D loss: 0.834461, acc.: 63.45%, KL Divergence: 0.199957] [G loss: 0.934147, KL Divergence: 0.934009, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2368 [D loss: 0.799750, acc.: 59.99%, KL Divergence: 0.199867] [G loss: 1.025340, KL Divergence: 1.025210, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2369 [D loss: 0.825399, acc.: 62.54%, KL Divergence: 0.199967] [G loss: 0.945800, KL Divergence: 0.945661, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2370 [D loss: 0.782355, acc.: 58.24%, KL Divergence: 0.199972] [G loss: 0.971986, KL Divergence: 0.971844, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2371 [D loss: 0.811412, acc.: 61.14%, KL Divergence: 0.199974] [G loss: 0.912229, KL Divergence: 0.912094, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2372 [D loss: 0.886375, acc.: 68.63%, KL Divergence: 0.200061] [G loss: 0.821561, KL Divergence: 0.821420, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2373 [D loss: 0.879978, acc.: 67.99%, KL Divergence: 0.200073] [G loss: 0.943265, KL Divergence: 0.943111, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2374 [D loss: 0.826966, acc.: 62.69%, KL Divergence: 0.200031] [G loss: 1.097407, KL Divergence: 1.097245, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2375 [D loss: 0.833265, acc.: 63.33%, KL Divergence: 0.199921] [G loss: 1.086104, KL Divergence: 1.085950, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2376 [D loss: 0.826923, acc.: 62.69%, KL Divergence: 0.200028] [G loss: 1.042510, KL Divergence: 1.042351, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2377 [D loss: 0.826732, acc.: 62.67%, KL Divergence: 0.200064] [G loss: 1.059990, KL Divergence: 1.059823, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2378 [D loss: 0.844917, acc.: 64.49%, KL Divergence: 0.200031] [G loss: 0.880859, KL Divergence: 0.880708, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2379 [D loss: 0.859485, acc.: 65.94%, KL Divergence: 0.200048] [G loss: 0.908527, KL Divergence: 0.908382, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2380 [D loss: 0.849428, acc.: 64.96%, KL Divergence: 0.199874] [G loss: 0.912633, KL Divergence: 0.912500, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2381 [D loss: 0.864485, acc.: 66.46%, KL Divergence: 0.199865] [G loss: 0.874994, KL Divergence: 0.874862, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2382 [D loss: 0.801852, acc.: 60.21%, KL Divergence: 0.199769] [G loss: 0.989626, KL Divergence: 0.989508, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2383 [D loss: 0.837725, acc.: 63.79%, KL Divergence: 0.199838] [G loss: 0.870527, KL Divergence: 0.870404, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2384 [D loss: 0.771610, acc.: 57.17%, KL Divergence: 0.199905] [G loss: 0.987600, KL Divergence: 0.987467, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2385 [D loss: 0.833542, acc.: 63.36%, KL Divergence: 0.199944] [G loss: 0.833713, KL Divergence: 0.833586, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2386 [D loss: 0.839376, acc.: 63.94%, KL Divergence: 0.199976] [G loss: 0.892747, KL Divergence: 0.892615, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2387 [D loss: 0.844946, acc.: 64.50%, KL Divergence: 0.199978] [G loss: 0.943057, KL Divergence: 0.942914, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2388 [D loss: 0.848831, acc.: 64.89%, KL Divergence: 0.199912] [G loss: 0.948460, KL Divergence: 0.948328, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2389 [D loss: 0.845407, acc.: 64.54%, KL Divergence: 0.199970] [G loss: 0.946720, KL Divergence: 0.946579, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2390 [D loss: 0.850295, acc.: 65.03%, KL Divergence: 0.199967] [G loss: 0.980394, KL Divergence: 0.980249, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2391 [D loss: 0.859802, acc.: 65.98%, KL Divergence: 0.199959] [G loss: 0.971108, KL Divergence: 0.970959, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2392 [D loss: 0.860546, acc.: 66.07%, KL Divergence: 0.199872] [G loss: 0.964979, KL Divergence: 0.964837, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2393 [D loss: 0.860627, acc.: 66.08%, KL Divergence: 0.199875] [G loss: 0.955612, KL Divergence: 0.955472, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2394 [D loss: 0.839665, acc.: 63.98%, KL Divergence: 0.199838] [G loss: 0.961978, KL Divergence: 0.961849, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2395 [D loss: 0.843982, acc.: 64.42%, KL Divergence: 0.199818] [G loss: 0.888059, KL Divergence: 0.887937, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2396 [D loss: 0.802642, acc.: 60.29%, KL Divergence: 0.199753] [G loss: 0.996585, KL Divergence: 0.996463, FID: 94.586029]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2397 [D loss: 0.847737, acc.: 64.80%, KL Divergence: 0.199756] [G loss: 0.812968, KL Divergence: 0.812850, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2398 [D loss: 0.793951, acc.: 59.40%, KL Divergence: 0.199942] [G loss: 0.964253, KL Divergence: 0.964114, FID: 94.586029]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2399 [D loss: 0.815844, acc.: 61.59%, KL Divergence: 0.199904] [G loss: 0.959720, KL Divergence: 0.959589, FID: 94.586029]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 73ms/step
4/4 [==============================] - 1s 110ms/step
2400 [D loss: 0.850419, acc.: 65.05%, KL Divergence: 0.199962] [G loss: 0.842912, KL Divergence: 0.842778, FID: 105.875967]
1/1 [==============================] - 0s 45ms/step
4/4 [==============================] - 0s 51ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2401 [D loss: 0.849377, acc.: 64.93%, KL Divergence: 0.200059] [G loss: 0.940533, KL Divergence: 0.940384, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2402 [D loss: 0.833040, acc.: 63.31%, KL Divergence: 0.199973] [G loss: 1.032308, KL Divergence: 1.032163, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2403 [D loss: 0.836023, acc.: 63.61%, KL Divergence: 0.199971] [G loss: 1.038553, KL Divergence: 1.038415, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2404 [D loss: 0.841694, acc.: 64.18%, KL Divergence: 0.199913] [G loss: 1.003542, KL Divergence: 1.003395, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2405 [D loss: 0.833519, acc.: 63.36%, KL Divergence: 0.199909] [G loss: 1.024418, KL Divergence: 1.024271, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2406 [D loss: 0.829036, acc.: 62.90%, KL Divergence: 0.200004] [G loss: 0.996876, KL Divergence: 0.996726, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2407 [D loss: 0.857278, acc.: 65.74%, KL Divergence: 0.199864] [G loss: 0.910508, KL Divergence: 0.910367, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2408 [D loss: 0.846304, acc.: 64.64%, KL Divergence: 0.199868] [G loss: 0.898772, KL Divergence: 0.898641, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2409 [D loss: 0.855426, acc.: 65.55%, KL Divergence: 0.199891] [G loss: 0.901299, KL Divergence: 0.901165, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2410 [D loss: 0.851900, acc.: 65.21%, KL Divergence: 0.199819] [G loss: 0.877975, KL Divergence: 0.877850, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2411 [D loss: 0.873238, acc.: 67.33%, KL Divergence: 0.199907] [G loss: 0.888682, KL Divergence: 0.888545, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2412 [D loss: 0.809206, acc.: 60.93%, KL Divergence: 0.199873] [G loss: 0.995629, KL Divergence: 0.995496, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2413 [D loss: 0.839064, acc.: 63.91%, KL Divergence: 0.199952] [G loss: 0.931177, KL Divergence: 0.931036, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2414 [D loss: 0.814783, acc.: 61.49%, KL Divergence: 0.199885] [G loss: 1.030376, KL Divergence: 1.030235, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2415 [D loss: 0.799541, acc.: 59.97%, KL Divergence: 0.199852] [G loss: 0.957171, KL Divergence: 0.957042, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2416 [D loss: 0.815675, acc.: 61.57%, KL Divergence: 0.199982] [G loss: 0.952367, KL Divergence: 0.952229, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2417 [D loss: 0.828915, acc.: 62.89%, KL Divergence: 0.199989] [G loss: 0.907942, KL Divergence: 0.907807, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2418 [D loss: 0.853329, acc.: 65.34%, KL Divergence: 0.199933] [G loss: 0.911194, KL Divergence: 0.911063, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2419 [D loss: 0.846162, acc.: 64.61%, KL Divergence: 0.200044] [G loss: 0.967305, KL Divergence: 0.967157, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2420 [D loss: 0.834455, acc.: 63.44%, KL Divergence: 0.200089] [G loss: 1.126063, KL Divergence: 1.125900, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2421 [D loss: 0.841829, acc.: 64.18%, KL Divergence: 0.199992] [G loss: 1.041311, KL Divergence: 1.041159, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2422 [D loss: 0.836343, acc.: 63.65%, KL Divergence: 0.199868] [G loss: 0.993709, KL Divergence: 0.993563, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2423 [D loss: 0.837139, acc.: 63.73%, KL Divergence: 0.199871] [G loss: 0.999603, KL Divergence: 0.999458, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2424 [D loss: 0.861953, acc.: 66.21%, KL Divergence: 0.199819] [G loss: 0.856113, KL Divergence: 0.855984, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2425 [D loss: 0.867833, acc.: 66.80%, KL Divergence: 0.199817] [G loss: 0.853540, KL Divergence: 0.853411, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2426 [D loss: 0.850837, acc.: 65.09%, KL Divergence: 0.199892] [G loss: 0.956039, KL Divergence: 0.955903, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2427 [D loss: 0.841627, acc.: 64.19%, KL Divergence: 0.199770] [G loss: 0.914200, KL Divergence: 0.914082, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2428 [D loss: 0.842880, acc.: 64.31%, KL Divergence: 0.199828] [G loss: 0.900789, KL Divergence: 0.900661, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2429 [D loss: 0.810111, acc.: 61.03%, KL Divergence: 0.199859] [G loss: 1.043669, KL Divergence: 1.043535, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2430 [D loss: 0.821643, acc.: 62.18%, KL Divergence: 0.199844] [G loss: 0.945183, KL Divergence: 0.945053, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2431 [D loss: 0.811840, acc.: 61.19%, KL Divergence: 0.199894] [G loss: 1.000888, KL Divergence: 1.000752, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2432 [D loss: 0.825276, acc.: 62.55%, KL Divergence: 0.199768] [G loss: 0.932283, KL Divergence: 0.932158, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2433 [D loss: 0.833815, acc.: 63.39%, KL Divergence: 0.199881] [G loss: 0.923615, KL Divergence: 0.923486, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2434 [D loss: 0.826506, acc.: 62.66%, KL Divergence: 0.199872] [G loss: 0.939272, KL Divergence: 0.939139, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2435 [D loss: 0.836690, acc.: 63.68%, KL Divergence: 0.199858] [G loss: 0.934194, KL Divergence: 0.934064, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2436 [D loss: 0.848971, acc.: 64.90%, KL Divergence: 0.199930] [G loss: 0.904867, KL Divergence: 0.904729, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2437 [D loss: 0.841740, acc.: 64.18%, KL Divergence: 0.199891] [G loss: 0.938149, KL Divergence: 0.938010, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2438 [D loss: 0.859535, acc.: 65.96%, KL Divergence: 0.199886] [G loss: 0.939863, KL Divergence: 0.939730, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2439 [D loss: 0.829215, acc.: 62.93%, KL Divergence: 0.199947] [G loss: 1.073803, KL Divergence: 1.073653, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2440 [D loss: 0.824046, acc.: 62.42%, KL Divergence: 0.199803] [G loss: 0.979725, KL Divergence: 0.979595, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2441 [D loss: 0.815751, acc.: 61.59%, KL Divergence: 0.199829] [G loss: 0.951710, KL Divergence: 0.951585, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2442 [D loss: 0.816974, acc.: 61.72%, KL Divergence: 0.199775] [G loss: 0.922955, KL Divergence: 0.922837, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2443 [D loss: 0.838143, acc.: 63.83%, KL Divergence: 0.199799] [G loss: 0.860575, KL Divergence: 0.860455, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2444 [D loss: 0.835851, acc.: 63.60%, KL Divergence: 0.199804] [G loss: 0.844570, KL Divergence: 0.844451, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2445 [D loss: 0.840231, acc.: 64.02%, KL Divergence: 0.199992] [G loss: 0.881933, KL Divergence: 0.881797, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2446 [D loss: 0.831785, acc.: 63.19%, KL Divergence: 0.199930] [G loss: 1.050442, KL Divergence: 1.050297, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2447 [D loss: 0.818441, acc.: 61.85%, KL Divergence: 0.199929] [G loss: 0.983776, KL Divergence: 0.983643, FID: 105.875967]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2448 [D loss: 0.836990, acc.: 63.71%, KL Divergence: 0.199862] [G loss: 0.938995, KL Divergence: 0.938859, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2449 [D loss: 0.811424, acc.: 61.16%, KL Divergence: 0.199870] [G loss: 1.001443, KL Divergence: 1.001311, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2450 [D loss: 0.816792, acc.: 61.70%, KL Divergence: 0.199835] [G loss: 0.987013, KL Divergence: 0.986883, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2451 [D loss: 0.816607, acc.: 61.67%, KL Divergence: 0.199948] [G loss: 0.930876, KL Divergence: 0.930740, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2452 [D loss: 0.834803, acc.: 63.48%, KL Divergence: 0.199979] [G loss: 0.910111, KL Divergence: 0.909975, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2453 [D loss: 0.866677, acc.: 66.68%, KL Divergence: 0.199869] [G loss: 0.885003, KL Divergence: 0.884873, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2454 [D loss: 0.849275, acc.: 64.94%, KL Divergence: 0.199895] [G loss: 0.908158, KL Divergence: 0.908022, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2455 [D loss: 0.850809, acc.: 65.09%, KL Divergence: 0.199879] [G loss: 0.927862, KL Divergence: 0.927733, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2456 [D loss: 0.838488, acc.: 63.87%, KL Divergence: 0.199809] [G loss: 0.933040, KL Divergence: 0.932914, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2457 [D loss: 0.814628, acc.: 61.47%, KL Divergence: 0.199879] [G loss: 1.030526, KL Divergence: 1.030391, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2458 [D loss: 0.793290, acc.: 59.34%, KL Divergence: 0.199858] [G loss: 0.986925, KL Divergence: 0.986798, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2459 [D loss: 0.819676, acc.: 61.98%, KL Divergence: 0.199877] [G loss: 0.915529, KL Divergence: 0.915406, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2460 [D loss: 0.833088, acc.: 63.32%, KL Divergence: 0.199880] [G loss: 0.880472, KL Divergence: 0.880345, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2461 [D loss: 0.840223, acc.: 64.03%, KL Divergence: 0.199934] [G loss: 0.967043, KL Divergence: 0.966903, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2462 [D loss: 0.855396, acc.: 65.55%, KL Divergence: 0.199897] [G loss: 0.945433, KL Divergence: 0.945294, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2463 [D loss: 0.858428, acc.: 65.85%, KL Divergence: 0.199912] [G loss: 0.925160, KL Divergence: 0.925022, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2464 [D loss: 0.844002, acc.: 64.41%, KL Divergence: 0.199904] [G loss: 1.012010, KL Divergence: 1.011868, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2465 [D loss: 0.841310, acc.: 64.14%, KL Divergence: 0.199910] [G loss: 1.025138, KL Divergence: 1.024994, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2466 [D loss: 0.842610, acc.: 64.28%, KL Divergence: 0.199853] [G loss: 0.952946, KL Divergence: 0.952804, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2467 [D loss: 0.850115, acc.: 65.02%, KL Divergence: 0.199903] [G loss: 0.923154, KL Divergence: 0.923016, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2468 [D loss: 0.836398, acc.: 63.66%, KL Divergence: 0.199825] [G loss: 0.876101, KL Divergence: 0.875973, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2469 [D loss: 0.830084, acc.: 63.02%, KL Divergence: 0.199857] [G loss: 0.899868, KL Divergence: 0.899741, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2470 [D loss: 0.817573, acc.: 61.77%, KL Divergence: 0.199838] [G loss: 0.957089, KL Divergence: 0.956975, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2471 [D loss: 0.851868, acc.: 65.21%, KL Divergence: 0.199781] [G loss: 0.816591, KL Divergence: 0.816470, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2472 [D loss: 0.807406, acc.: 60.75%, KL Divergence: 0.199952] [G loss: 0.992627, KL Divergence: 0.992498, FID: 105.875967]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2473 [D loss: 0.802183, acc.: 60.23%, KL Divergence: 0.199896] [G loss: 0.907004, KL Divergence: 0.906881, FID: 105.875967]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2474 [D loss: 0.831847, acc.: 63.18%, KL Divergence: 0.200006] [G loss: 0.937878, KL Divergence: 0.937746, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2475 [D loss: 0.838138, acc.: 63.83%, KL Divergence: 0.199886] [G loss: 0.929275, KL Divergence: 0.929138, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2476 [D loss: 0.843400, acc.: 64.35%, KL Divergence: 0.199894] [G loss: 0.965502, KL Divergence: 0.965366, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2477 [D loss: 0.828485, acc.: 62.85%, KL Divergence: 0.199950] [G loss: 1.000423, KL Divergence: 1.000286, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2478 [D loss: 0.833754, acc.: 63.38%, KL Divergence: 0.199919] [G loss: 0.984106, KL Divergence: 0.983963, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2479 [D loss: 0.832423, acc.: 63.25%, KL Divergence: 0.199910] [G loss: 0.993345, KL Divergence: 0.993203, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2480 [D loss: 0.838396, acc.: 63.85%, KL Divergence: 0.199912] [G loss: 0.941889, KL Divergence: 0.941747, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2481 [D loss: 0.851014, acc.: 65.11%, KL Divergence: 0.199880] [G loss: 0.885806, KL Divergence: 0.885670, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2482 [D loss: 0.848576, acc.: 64.86%, KL Divergence: 0.199943] [G loss: 0.933622, KL Divergence: 0.933475, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2483 [D loss: 0.870713, acc.: 67.08%, KL Divergence: 0.199887] [G loss: 0.816675, KL Divergence: 0.816548, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2484 [D loss: 0.862932, acc.: 66.30%, KL Divergence: 0.199882] [G loss: 0.830841, KL Divergence: 0.830715, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2485 [D loss: 0.844072, acc.: 64.43%, KL Divergence: 0.199806] [G loss: 0.883602, KL Divergence: 0.883481, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2486 [D loss: 0.831951, acc.: 63.21%, KL Divergence: 0.199857] [G loss: 0.930272, KL Divergence: 0.930141, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2487 [D loss: 0.794766, acc.: 59.49%, KL Divergence: 0.199883] [G loss: 1.041155, KL Divergence: 1.041022, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2488 [D loss: 0.801001, acc.: 60.12%, KL Divergence: 0.199827] [G loss: 0.956824, KL Divergence: 0.956703, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2489 [D loss: 0.809289, acc.: 60.95%, KL Divergence: 0.199829] [G loss: 0.928146, KL Divergence: 0.928025, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2490 [D loss: 0.831885, acc.: 63.20%, KL Divergence: 0.199908] [G loss: 0.937611, KL Divergence: 0.937478, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2491 [D loss: 0.843211, acc.: 64.33%, KL Divergence: 0.199871] [G loss: 0.912787, KL Divergence: 0.912657, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2492 [D loss: 0.828363, acc.: 62.84%, KL Divergence: 0.199914] [G loss: 1.025907, KL Divergence: 1.025767, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2493 [D loss: 0.825193, acc.: 62.52%, KL Divergence: 0.199946] [G loss: 0.954242, KL Divergence: 0.954100, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2494 [D loss: 0.833058, acc.: 63.30%, KL Divergence: 0.200022] [G loss: 0.960336, KL Divergence: 0.960191, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2495 [D loss: 0.845017, acc.: 64.51%, KL Divergence: 0.199925] [G loss: 0.926292, KL Divergence: 0.926146, FID: 105.875967]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2496 [D loss: 0.839135, acc.: 63.92%, KL Divergence: 0.199971] [G loss: 0.946927, KL Divergence: 0.946778, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2497 [D loss: 0.821479, acc.: 62.16%, KL Divergence: 0.199926] [G loss: 0.987061, KL Divergence: 0.986920, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2498 [D loss: 0.839354, acc.: 63.94%, KL Divergence: 0.199908] [G loss: 0.901402, KL Divergence: 0.901267, FID: 105.875967]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2499 [D loss: 0.822326, acc.: 62.25%, KL Divergence: 0.199809] [G loss: 0.909982, KL Divergence: 0.909859, FID: 105.875967]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 104ms/step
4/4 [==============================] - 1s 82ms/step
2500 [D loss: 0.839021, acc.: 63.92%, KL Divergence: 0.199867] [G loss: 0.865807, KL Divergence: 0.865681, FID: 84.677257]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 55ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
2501 [D loss: 0.807237, acc.: 60.74%, KL Divergence: 0.199852] [G loss: 0.938546, KL Divergence: 0.938416, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2502 [D loss: 0.805018, acc.: 60.51%, KL Divergence: 0.199918] [G loss: 0.951077, KL Divergence: 0.950947, FID: 84.677257]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2503 [D loss: 0.833254, acc.: 63.33%, KL Divergence: 0.199914] [G loss: 0.894224, KL Divergence: 0.894086, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2504 [D loss: 0.833104, acc.: 63.32%, KL Divergence: 0.199898] [G loss: 0.900708, KL Divergence: 0.900574, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2505 [D loss: 0.843808, acc.: 64.39%, KL Divergence: 0.199915] [G loss: 0.919979, KL Divergence: 0.919842, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2506 [D loss: 0.840362, acc.: 64.04%, KL Divergence: 0.199947] [G loss: 0.947825, KL Divergence: 0.947681, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2507 [D loss: 0.837527, acc.: 63.76%, KL Divergence: 0.199972] [G loss: 0.980250, KL Divergence: 0.980101, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2508 [D loss: 0.832502, acc.: 63.26%, KL Divergence: 0.199901] [G loss: 0.972128, KL Divergence: 0.971985, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2509 [D loss: 0.827220, acc.: 62.73%, KL Divergence: 0.199964] [G loss: 1.012366, KL Divergence: 1.012218, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2510 [D loss: 0.822774, acc.: 62.29%, KL Divergence: 0.199860] [G loss: 0.946854, KL Divergence: 0.946726, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2511 [D loss: 0.809868, acc.: 61.00%, KL Divergence: 0.199857] [G loss: 1.028204, KL Divergence: 1.028059, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2512 [D loss: 0.815099, acc.: 61.53%, KL Divergence: 0.199783] [G loss: 0.961235, KL Divergence: 0.961111, FID: 84.677257]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2513 [D loss: 0.845029, acc.: 64.51%, KL Divergence: 0.199886] [G loss: 0.909587, KL Divergence: 0.909456, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2514 [D loss: 0.822197, acc.: 62.24%, KL Divergence: 0.199838] [G loss: 0.892989, KL Divergence: 0.892862, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
2515 [D loss: 0.841346, acc.: 64.14%, KL Divergence: 0.199937] [G loss: 0.851073, KL Divergence: 0.850940, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2516 [D loss: 0.839384, acc.: 63.94%, KL Divergence: 0.200003] [G loss: 0.927061, KL Divergence: 0.926923, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2517 [D loss: 0.829850, acc.: 62.98%, KL Divergence: 0.200005] [G loss: 1.063061, KL Divergence: 1.062913, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2518 [D loss: 0.816815, acc.: 61.69%, KL Divergence: 0.199951] [G loss: 1.006480, KL Divergence: 1.006341, FID: 84.677257]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
2519 [D loss: 0.817613, acc.: 61.77%, KL Divergence: 0.199942] [G loss: 0.961822, KL Divergence: 0.961690, FID: 84.677257]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
2520 [D loss: 0.835608, acc.: 63.56%, KL Divergence: 0.199994] [G loss: 0.944413, KL Divergence: 0.944270, FID: 84.677257]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
2521 [D loss: 0.828239, acc.: 62.82%, KL Divergence: 0.200067] [G loss: 0.974119, KL Divergence: 0.973974, FID: 84.677257]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
2522 [D loss: 0.860689, acc.: 66.06%, KL Divergence: 0.200139] [G loss: 0.891252, KL Divergence: 0.891105, FID: 84.677257]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 7ms/step
2523 [D loss: 0.855176, acc.: 65.51%, KL Divergence: 0.200096] [G loss: 0.965230, KL Divergence: 0.965070, FID: 84.677257]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
2524 [D loss: 0.850282, acc.: 65.02%, KL Divergence: 0.200071] [G loss: 0.955361, KL Divergence: 0.955212, FID: 84.677257]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
2525 [D loss: 0.841271, acc.: 64.12%, KL Divergence: 0.200047] [G loss: 0.930981, KL Divergence: 0.930835, FID: 84.677257]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 7ms/step
2526 [D loss: 0.836198, acc.: 63.63%, KL Divergence: 0.199889] [G loss: 1.027548, KL Divergence: 1.027408, FID: 84.677257]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 7ms/step
2527 [D loss: 0.815872, acc.: 61.59%, KL Divergence: 0.199923] [G loss: 0.987966, KL Divergence: 0.987831, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 12ms/step
2528 [D loss: 0.814559, acc.: 61.47%, KL Divergence: 0.199819] [G loss: 0.906152, KL Divergence: 0.906030, FID: 84.677257]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
2529 [D loss: 0.832280, acc.: 63.25%, KL Divergence: 0.199793] [G loss: 0.875389, KL Divergence: 0.875271, FID: 84.677257]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 10ms/step
2530 [D loss: 0.834059, acc.: 63.41%, KL Divergence: 0.199914] [G loss: 0.877372, KL Divergence: 0.877243, FID: 84.677257]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
2531 [D loss: 0.843123, acc.: 64.32%, KL Divergence: 0.199911] [G loss: 0.897052, KL Divergence: 0.896924, FID: 84.677257]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
2532 [D loss: 0.833909, acc.: 63.39%, KL Divergence: 0.199962] [G loss: 0.915430, KL Divergence: 0.915298, FID: 84.677257]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
2533 [D loss: 0.833231, acc.: 63.32%, KL Divergence: 0.200027] [G loss: 1.004164, KL Divergence: 1.004023, FID: 84.677257]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 7ms/step
2534 [D loss: 0.826184, acc.: 62.62%, KL Divergence: 0.199962] [G loss: 1.027821, KL Divergence: 1.027683, FID: 84.677257]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 28ms/step
2535 [D loss: 0.837356, acc.: 63.75%, KL Divergence: 0.199892] [G loss: 0.943962, KL Divergence: 0.943830, FID: 84.677257]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
2536 [D loss: 0.812752, acc.: 61.28%, KL Divergence: 0.199994] [G loss: 0.972189, KL Divergence: 0.972040, FID: 84.677257]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
2537 [D loss: 0.837417, acc.: 63.75%, KL Divergence: 0.199909] [G loss: 0.939612, KL Divergence: 0.939473, FID: 84.677257]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
2538 [D loss: 0.827455, acc.: 62.75%, KL Divergence: 0.199950] [G loss: 0.908956, KL Divergence: 0.908821, FID: 84.677257]
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
2539 [D loss: 0.851480, acc.: 65.15%, KL Divergence: 0.200018] [G loss: 0.899618, KL Divergence: 0.899478, FID: 84.677257]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
2540 [D loss: 0.853189, acc.: 65.33%, KL Divergence: 0.199933] [G loss: 0.897693, KL Divergence: 0.897552, FID: 84.677257]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2541 [D loss: 0.856119, acc.: 65.62%, KL Divergence: 0.199958] [G loss: 0.872949, KL Divergence: 0.872816, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2542 [D loss: 0.848406, acc.: 64.85%, KL Divergence: 0.199924] [G loss: 0.932955, KL Divergence: 0.932819, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
2543 [D loss: 0.808519, acc.: 60.86%, KL Divergence: 0.199892] [G loss: 1.016320, KL Divergence: 1.016186, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2544 [D loss: 0.804305, acc.: 60.44%, KL Divergence: 0.199932] [G loss: 1.019718, KL Divergence: 1.019581, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2545 [D loss: 0.799968, acc.: 60.01%, KL Divergence: 0.199861] [G loss: 0.955035, KL Divergence: 0.954905, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2546 [D loss: 0.814877, acc.: 61.50%, KL Divergence: 0.199856] [G loss: 0.927707, KL Divergence: 0.927579, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2547 [D loss: 0.819106, acc.: 61.91%, KL Divergence: 0.199963] [G loss: 0.903773, KL Divergence: 0.903639, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2548 [D loss: 0.843189, acc.: 64.31%, KL Divergence: 0.200087] [G loss: 0.910373, KL Divergence: 0.910232, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2549 [D loss: 0.848748, acc.: 64.87%, KL Divergence: 0.200069] [G loss: 0.899573, KL Divergence: 0.899432, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2550 [D loss: 0.840534, acc.: 64.05%, KL Divergence: 0.200077] [G loss: 1.016785, KL Divergence: 1.016638, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2551 [D loss: 0.849403, acc.: 64.93%, KL Divergence: 0.200117] [G loss: 0.973465, KL Divergence: 0.973320, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2552 [D loss: 0.852417, acc.: 65.23%, KL Divergence: 0.200073] [G loss: 0.974913, KL Divergence: 0.974761, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2553 [D loss: 0.840181, acc.: 64.02%, KL Divergence: 0.199979] [G loss: 0.991979, KL Divergence: 0.991844, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2554 [D loss: 0.830211, acc.: 63.03%, KL Divergence: 0.199931] [G loss: 0.998768, KL Divergence: 0.998635, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2555 [D loss: 0.814833, acc.: 61.49%, KL Divergence: 0.199901] [G loss: 0.954034, KL Divergence: 0.953910, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2556 [D loss: 0.825473, acc.: 62.56%, KL Divergence: 0.199849] [G loss: 0.921751, KL Divergence: 0.921628, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2557 [D loss: 0.804116, acc.: 60.43%, KL Divergence: 0.199861] [G loss: 0.920511, KL Divergence: 0.920393, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2558 [D loss: 0.832892, acc.: 63.30%, KL Divergence: 0.199941] [G loss: 0.817624, KL Divergence: 0.817492, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2559 [D loss: 0.845523, acc.: 64.56%, KL Divergence: 0.199916] [G loss: 0.827798, KL Divergence: 0.827668, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2560 [D loss: 0.858998, acc.: 65.90%, KL Divergence: 0.199997] [G loss: 0.863984, KL Divergence: 0.863850, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2561 [D loss: 0.862106, acc.: 66.21%, KL Divergence: 0.199960] [G loss: 0.913297, KL Divergence: 0.913155, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2562 [D loss: 0.851888, acc.: 65.18%, KL Divergence: 0.200041] [G loss: 0.979079, KL Divergence: 0.978934, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2563 [D loss: 0.831772, acc.: 63.17%, KL Divergence: 0.200046] [G loss: 1.033339, KL Divergence: 1.033185, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2564 [D loss: 0.826021, acc.: 62.60%, KL Divergence: 0.200018] [G loss: 1.028118, KL Divergence: 1.027973, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2565 [D loss: 0.815368, acc.: 61.54%, KL Divergence: 0.200018] [G loss: 0.992733, KL Divergence: 0.992590, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2566 [D loss: 0.816893, acc.: 61.69%, KL Divergence: 0.200000] [G loss: 1.002925, KL Divergence: 1.002780, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2567 [D loss: 0.823960, acc.: 62.39%, KL Divergence: 0.200015] [G loss: 0.967236, KL Divergence: 0.967086, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2568 [D loss: 0.832267, acc.: 63.23%, KL Divergence: 0.199976] [G loss: 0.870756, KL Divergence: 0.870620, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2569 [D loss: 0.846749, acc.: 64.68%, KL Divergence: 0.199979] [G loss: 0.890216, KL Divergence: 0.890075, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2570 [D loss: 0.832246, acc.: 63.24%, KL Divergence: 0.199890] [G loss: 0.970961, KL Divergence: 0.970829, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2571 [D loss: 0.833060, acc.: 63.31%, KL Divergence: 0.199981] [G loss: 0.914047, KL Divergence: 0.913908, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2572 [D loss: 0.840748, acc.: 64.08%, KL Divergence: 0.199916] [G loss: 0.907853, KL Divergence: 0.907721, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2573 [D loss: 0.838254, acc.: 63.84%, KL Divergence: 0.199874] [G loss: 0.917472, KL Divergence: 0.917337, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2574 [D loss: 0.818403, acc.: 61.85%, KL Divergence: 0.199873] [G loss: 0.977227, KL Divergence: 0.977101, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2575 [D loss: 0.836799, acc.: 63.69%, KL Divergence: 0.199911] [G loss: 0.887814, KL Divergence: 0.887682, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2576 [D loss: 0.820825, acc.: 62.09%, KL Divergence: 0.199891] [G loss: 0.930758, KL Divergence: 0.930626, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2577 [D loss: 0.839456, acc.: 63.96%, KL Divergence: 0.199849] [G loss: 0.973253, KL Divergence: 0.973122, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2578 [D loss: 0.834110, acc.: 63.42%, KL Divergence: 0.199896] [G loss: 0.951049, KL Divergence: 0.950914, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2579 [D loss: 0.817980, acc.: 61.81%, KL Divergence: 0.199900] [G loss: 1.041842, KL Divergence: 1.041702, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2580 [D loss: 0.838823, acc.: 63.90%, KL Divergence: 0.199838] [G loss: 0.995217, KL Divergence: 0.995088, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2581 [D loss: 0.842712, acc.: 64.28%, KL Divergence: 0.199951] [G loss: 0.885623, KL Divergence: 0.885485, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2582 [D loss: 0.854692, acc.: 65.49%, KL Divergence: 0.199801] [G loss: 0.852968, KL Divergence: 0.852841, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2583 [D loss: 0.852187, acc.: 65.23%, KL Divergence: 0.199901] [G loss: 0.907645, KL Divergence: 0.907511, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2584 [D loss: 0.857775, acc.: 65.79%, KL Divergence: 0.199862] [G loss: 0.859914, KL Divergence: 0.859782, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2585 [D loss: 0.847364, acc.: 64.74%, KL Divergence: 0.199918] [G loss: 1.024123, KL Divergence: 1.023980, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2586 [D loss: 0.845470, acc.: 64.56%, KL Divergence: 0.199838] [G loss: 0.924614, KL Divergence: 0.924490, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2587 [D loss: 0.819388, acc.: 61.95%, KL Divergence: 0.199862] [G loss: 1.017347, KL Divergence: 1.017213, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2588 [D loss: 0.824991, acc.: 62.52%, KL Divergence: 0.199766] [G loss: 0.935841, KL Divergence: 0.935717, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2589 [D loss: 0.822914, acc.: 62.31%, KL Divergence: 0.199799] [G loss: 0.961760, KL Divergence: 0.961636, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2590 [D loss: 0.818491, acc.: 61.86%, KL Divergence: 0.199856] [G loss: 0.965534, KL Divergence: 0.965405, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2591 [D loss: 0.831410, acc.: 63.16%, KL Divergence: 0.199824] [G loss: 0.903228, KL Divergence: 0.903099, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2592 [D loss: 0.836480, acc.: 63.66%, KL Divergence: 0.199830] [G loss: 0.915944, KL Divergence: 0.915821, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2593 [D loss: 0.826240, acc.: 62.64%, KL Divergence: 0.199813] [G loss: 0.943975, KL Divergence: 0.943845, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2594 [D loss: 0.845186, acc.: 64.53%, KL Divergence: 0.199837] [G loss: 0.883273, KL Divergence: 0.883149, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2595 [D loss: 0.836830, acc.: 63.71%, KL Divergence: 0.199778] [G loss: 0.953730, KL Divergence: 0.953607, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2596 [D loss: 0.850695, acc.: 65.08%, KL Divergence: 0.199900] [G loss: 0.887501, KL Divergence: 0.887366, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2597 [D loss: 0.837901, acc.: 63.81%, KL Divergence: 0.199793] [G loss: 0.931557, KL Divergence: 0.931436, FID: 84.677257]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2598 [D loss: 0.815929, acc.: 61.61%, KL Divergence: 0.199875] [G loss: 0.948349, KL Divergence: 0.948218, FID: 84.677257]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2599 [D loss: 0.827635, acc.: 62.78%, KL Divergence: 0.199816] [G loss: 0.894878, KL Divergence: 0.894753, FID: 84.677257]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 81ms/step
4/4 [==============================] - 1s 92ms/step
2600 [D loss: 0.832434, acc.: 63.26%, KL Divergence: 0.199816] [G loss: 0.889275, KL Divergence: 0.889152, FID: 98.669099]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2601 [D loss: 0.826582, acc.: 62.68%, KL Divergence: 0.199771] [G loss: 0.905747, KL Divergence: 0.905622, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2602 [D loss: 0.836632, acc.: 63.68%, KL Divergence: 0.199826] [G loss: 1.006013, KL Divergence: 1.005881, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2603 [D loss: 0.854675, acc.: 65.49%, KL Divergence: 0.199808] [G loss: 0.920398, KL Divergence: 0.920271, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2604 [D loss: 0.838650, acc.: 63.88%, KL Divergence: 0.199825] [G loss: 1.036807, KL Divergence: 1.036674, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2605 [D loss: 0.843713, acc.: 64.39%, KL Divergence: 0.199820] [G loss: 0.951541, KL Divergence: 0.951411, FID: 98.669099]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2606 [D loss: 0.826645, acc.: 62.68%, KL Divergence: 0.199858] [G loss: 1.007439, KL Divergence: 1.007301, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2607 [D loss: 0.819442, acc.: 61.96%, KL Divergence: 0.199824] [G loss: 1.065139, KL Divergence: 1.065011, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2608 [D loss: 0.835162, acc.: 63.53%, KL Divergence: 0.199830] [G loss: 1.026415, KL Divergence: 1.026283, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2609 [D loss: 0.820114, acc.: 62.03%, KL Divergence: 0.199770] [G loss: 0.992800, KL Divergence: 0.992674, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2610 [D loss: 0.847652, acc.: 64.78%, KL Divergence: 0.199807] [G loss: 0.838957, KL Divergence: 0.838836, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2611 [D loss: 0.814968, acc.: 61.52%, KL Divergence: 0.199747] [G loss: 0.923426, KL Divergence: 0.923312, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2612 [D loss: 0.842792, acc.: 64.30%, KL Divergence: 0.199776] [G loss: 0.862626, KL Divergence: 0.862501, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2613 [D loss: 0.813478, acc.: 61.36%, KL Divergence: 0.199856] [G loss: 0.937324, KL Divergence: 0.937197, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2614 [D loss: 0.811120, acc.: 61.13%, KL Divergence: 0.199834] [G loss: 0.969449, KL Divergence: 0.969325, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
2615 [D loss: 0.843349, acc.: 64.35%, KL Divergence: 0.199832] [G loss: 0.865356, KL Divergence: 0.865227, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2616 [D loss: 0.831421, acc.: 63.15%, KL Divergence: 0.199931] [G loss: 0.913955, KL Divergence: 0.913821, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2617 [D loss: 0.833241, acc.: 63.35%, KL Divergence: 0.199789] [G loss: 0.934343, KL Divergence: 0.934223, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2618 [D loss: 0.833974, acc.: 63.42%, KL Divergence: 0.199813] [G loss: 0.976906, KL Divergence: 0.976776, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
2619 [D loss: 0.836850, acc.: 63.70%, KL Divergence: 0.199816] [G loss: 0.903338, KL Divergence: 0.903209, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2620 [D loss: 0.824754, acc.: 62.49%, KL Divergence: 0.199848] [G loss: 1.014768, KL Divergence: 1.014637, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2621 [D loss: 0.833040, acc.: 63.32%, KL Divergence: 0.199860] [G loss: 0.937924, KL Divergence: 0.937789, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2622 [D loss: 0.846246, acc.: 64.64%, KL Divergence: 0.199863] [G loss: 0.900334, KL Divergence: 0.900201, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2623 [D loss: 0.862257, acc.: 66.25%, KL Divergence: 0.199787] [G loss: 0.888737, KL Divergence: 0.888606, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2624 [D loss: 0.842286, acc.: 64.24%, KL Divergence: 0.199847] [G loss: 0.923319, KL Divergence: 0.923197, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2625 [D loss: 0.843883, acc.: 64.41%, KL Divergence: 0.199767] [G loss: 0.886662, KL Divergence: 0.886540, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2626 [D loss: 0.818307, acc.: 61.86%, KL Divergence: 0.199708] [G loss: 0.911108, KL Divergence: 0.911002, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2627 [D loss: 0.836018, acc.: 63.63%, KL Divergence: 0.199733] [G loss: 0.911613, KL Divergence: 0.911496, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2628 [D loss: 0.819561, acc.: 61.98%, KL Divergence: 0.199773] [G loss: 0.895098, KL Divergence: 0.894984, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2629 [D loss: 0.818158, acc.: 61.84%, KL Divergence: 0.199792] [G loss: 0.868112, KL Divergence: 0.867996, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2630 [D loss: 0.831795, acc.: 63.20%, KL Divergence: 0.199792] [G loss: 0.879165, KL Divergence: 0.879043, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2631 [D loss: 0.839914, acc.: 64.00%, KL Divergence: 0.199879] [G loss: 0.940753, KL Divergence: 0.940629, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2632 [D loss: 0.854203, acc.: 65.43%, KL Divergence: 0.199877] [G loss: 0.950850, KL Divergence: 0.950719, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2633 [D loss: 0.844367, acc.: 64.45%, KL Divergence: 0.199856] [G loss: 0.954299, KL Divergence: 0.954165, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2634 [D loss: 0.832924, acc.: 63.31%, KL Divergence: 0.199828] [G loss: 0.963150, KL Divergence: 0.963017, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2635 [D loss: 0.839229, acc.: 63.93%, KL Divergence: 0.199917] [G loss: 1.032625, KL Divergence: 1.032479, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2636 [D loss: 0.827926, acc.: 62.81%, KL Divergence: 0.199874] [G loss: 0.991080, KL Divergence: 0.990939, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2637 [D loss: 0.842785, acc.: 64.29%, KL Divergence: 0.199927] [G loss: 0.946929, KL Divergence: 0.946785, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2638 [D loss: 0.830647, acc.: 63.08%, KL Divergence: 0.199883] [G loss: 0.937867, KL Divergence: 0.937733, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2639 [D loss: 0.846832, acc.: 64.70%, KL Divergence: 0.199856] [G loss: 0.843791, KL Divergence: 0.843663, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2640 [D loss: 0.806005, acc.: 60.63%, KL Divergence: 0.199754] [G loss: 0.990093, KL Divergence: 0.989976, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2641 [D loss: 0.828304, acc.: 62.85%, KL Divergence: 0.199775] [G loss: 0.879903, KL Divergence: 0.879786, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2642 [D loss: 0.795146, acc.: 59.53%, KL Divergence: 0.199877] [G loss: 0.964714, KL Divergence: 0.964583, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2643 [D loss: 0.809065, acc.: 60.93%, KL Divergence: 0.199792] [G loss: 0.917125, KL Divergence: 0.917010, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2644 [D loss: 0.814883, acc.: 61.50%, KL Divergence: 0.199853] [G loss: 0.949804, KL Divergence: 0.949681, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2645 [D loss: 0.833164, acc.: 63.32%, KL Divergence: 0.199921] [G loss: 0.975048, KL Divergence: 0.974920, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2646 [D loss: 0.847286, acc.: 64.74%, KL Divergence: 0.199859] [G loss: 0.956217, KL Divergence: 0.956090, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2647 [D loss: 0.860146, acc.: 66.03%, KL Divergence: 0.199839] [G loss: 0.992092, KL Divergence: 0.991958, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2648 [D loss: 0.838062, acc.: 63.82%, KL Divergence: 0.199837] [G loss: 1.048367, KL Divergence: 1.048232, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2649 [D loss: 0.842606, acc.: 64.28%, KL Divergence: 0.199823] [G loss: 1.014013, KL Divergence: 1.013880, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
2650 [D loss: 0.813535, acc.: 61.36%, KL Divergence: 0.199888] [G loss: 1.095101, KL Divergence: 1.094958, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2651 [D loss: 0.830994, acc.: 63.12%, KL Divergence: 0.199766] [G loss: 0.994449, KL Divergence: 0.994323, FID: 98.669099]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2652 [D loss: 0.835624, acc.: 63.58%, KL Divergence: 0.199831] [G loss: 0.969947, KL Divergence: 0.969814, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2653 [D loss: 0.807368, acc.: 60.77%, KL Divergence: 0.199717] [G loss: 0.927131, KL Divergence: 0.927024, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2654 [D loss: 0.837734, acc.: 63.79%, KL Divergence: 0.199803] [G loss: 0.875434, KL Divergence: 0.875315, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2655 [D loss: 0.817385, acc.: 61.76%, KL Divergence: 0.199766] [G loss: 0.894877, KL Divergence: 0.894767, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2656 [D loss: 0.812904, acc.: 61.31%, KL Divergence: 0.199848] [G loss: 0.924531, KL Divergence: 0.924414, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2657 [D loss: 0.817876, acc.: 61.81%, KL Divergence: 0.199743] [G loss: 0.918184, KL Divergence: 0.918071, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2658 [D loss: 0.808286, acc.: 60.84%, KL Divergence: 0.199872] [G loss: 0.995059, KL Divergence: 0.994936, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2659 [D loss: 0.849045, acc.: 64.92%, KL Divergence: 0.199839] [G loss: 0.957430, KL Divergence: 0.957311, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2660 [D loss: 0.846374, acc.: 64.66%, KL Divergence: 0.199761] [G loss: 1.132815, KL Divergence: 1.132690, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2661 [D loss: 0.812111, acc.: 61.23%, KL Divergence: 0.199792] [G loss: 1.086882, KL Divergence: 1.086752, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2662 [D loss: 0.799115, acc.: 59.93%, KL Divergence: 0.199833] [G loss: 1.110595, KL Divergence: 1.110457, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2663 [D loss: 0.794674, acc.: 59.48%, KL Divergence: 0.199883] [G loss: 1.146803, KL Divergence: 1.146661, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 2ms/step
2664 [D loss: 0.809310, acc.: 60.94%, KL Divergence: 0.199915] [G loss: 1.003029, KL Divergence: 1.002890, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2665 [D loss: 0.868020, acc.: 66.82%, KL Divergence: 0.199851] [G loss: 0.843132, KL Divergence: 0.843001, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2666 [D loss: 0.858309, acc.: 65.85%, KL Divergence: 0.199857] [G loss: 0.818045, KL Divergence: 0.817921, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2667 [D loss: 0.858087, acc.: 65.83%, KL Divergence: 0.199773] [G loss: 0.871373, KL Divergence: 0.871261, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2668 [D loss: 0.794258, acc.: 59.45%, KL Divergence: 0.199708] [G loss: 0.981178, KL Divergence: 0.981078, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2669 [D loss: 0.777752, acc.: 57.79%, KL Divergence: 0.199832] [G loss: 1.059598, KL Divergence: 1.059480, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2670 [D loss: 0.764787, acc.: 56.49%, KL Divergence: 0.199845] [G loss: 0.958328, KL Divergence: 0.958211, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2671 [D loss: 0.825240, acc.: 62.53%, KL Divergence: 0.199971] [G loss: 0.872668, KL Divergence: 0.872546, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2672 [D loss: 0.856898, acc.: 65.69%, KL Divergence: 0.199979] [G loss: 0.963918, KL Divergence: 0.963788, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2673 [D loss: 0.823581, acc.: 62.37%, KL Divergence: 0.199926] [G loss: 1.076357, KL Divergence: 1.076230, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2674 [D loss: 0.846574, acc.: 64.67%, KL Divergence: 0.199825] [G loss: 1.062682, KL Divergence: 1.062558, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2675 [D loss: 0.825430, acc.: 62.56%, KL Divergence: 0.199878] [G loss: 1.157615, KL Divergence: 1.157473, FID: 98.669099]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2676 [D loss: 0.805585, acc.: 60.57%, KL Divergence: 0.199914] [G loss: 1.193623, KL Divergence: 1.193476, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2677 [D loss: 0.802208, acc.: 60.23%, KL Divergence: 0.199946] [G loss: 1.079256, KL Divergence: 1.079104, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2678 [D loss: 0.816195, acc.: 61.63%, KL Divergence: 0.199899] [G loss: 0.981074, KL Divergence: 0.980929, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2679 [D loss: 0.838185, acc.: 63.83%, KL Divergence: 0.199884] [G loss: 0.947757, KL Divergence: 0.947609, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2680 [D loss: 0.862941, acc.: 66.31%, KL Divergence: 0.199802] [G loss: 0.846276, KL Divergence: 0.846156, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2681 [D loss: 0.874245, acc.: 67.45%, KL Divergence: 0.199742] [G loss: 0.839867, KL Divergence: 0.839752, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2682 [D loss: 0.846398, acc.: 64.67%, KL Divergence: 0.199737] [G loss: 0.930644, KL Divergence: 0.930534, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2683 [D loss: 0.783130, acc.: 58.35%, KL Divergence: 0.199650] [G loss: 1.012050, KL Divergence: 1.011953, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2684 [D loss: 0.765286, acc.: 56.56%, KL Divergence: 0.199726] [G loss: 1.038846, KL Divergence: 1.038735, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2685 [D loss: 0.739515, acc.: 53.97%, KL Divergence: 0.199773] [G loss: 1.023558, KL Divergence: 1.023452, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2686 [D loss: 0.759269, acc.: 55.94%, KL Divergence: 0.199881] [G loss: 0.983670, KL Divergence: 0.983557, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2687 [D loss: 0.812005, acc.: 61.21%, KL Divergence: 0.199922] [G loss: 0.935595, KL Divergence: 0.935476, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2688 [D loss: 0.820582, acc.: 62.07%, KL Divergence: 0.199923] [G loss: 0.946828, KL Divergence: 0.946708, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2689 [D loss: 0.804654, acc.: 60.48%, KL Divergence: 0.199876] [G loss: 1.067456, KL Divergence: 1.067328, FID: 98.669099]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2690 [D loss: 0.821727, acc.: 62.19%, KL Divergence: 0.199829] [G loss: 1.057995, KL Divergence: 1.057867, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2691 [D loss: 0.811842, acc.: 61.20%, KL Divergence: 0.199874] [G loss: 1.078137, KL Divergence: 1.078001, FID: 98.669099]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2692 [D loss: 0.836485, acc.: 63.67%, KL Divergence: 0.199813] [G loss: 0.989576, KL Divergence: 0.989446, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2693 [D loss: 0.838501, acc.: 63.87%, KL Divergence: 0.199826] [G loss: 0.992530, KL Divergence: 0.992398, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2694 [D loss: 0.841928, acc.: 64.21%, KL Divergence: 0.199823] [G loss: 0.921116, KL Divergence: 0.920987, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2695 [D loss: 0.838251, acc.: 63.84%, KL Divergence: 0.199824] [G loss: 0.891371, KL Divergence: 0.891241, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2696 [D loss: 0.850408, acc.: 65.07%, KL Divergence: 0.199714] [G loss: 0.859949, KL Divergence: 0.859834, FID: 98.669099]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2697 [D loss: 0.849564, acc.: 64.97%, KL Divergence: 0.199828] [G loss: 0.938682, KL Divergence: 0.938551, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2698 [D loss: 0.828953, acc.: 62.92%, KL Divergence: 0.199721] [G loss: 0.938458, KL Divergence: 0.938342, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2699 [D loss: 0.834018, acc.: 63.42%, KL Divergence: 0.199778] [G loss: 0.928890, KL Divergence: 0.928769, FID: 98.669099]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 79ms/step
4/4 [==============================] - 1s 71ms/step
2700 [D loss: 0.803110, acc.: 60.34%, KL Divergence: 0.199731] [G loss: 0.971566, KL Divergence: 0.971449, FID: 84.805842]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2701 [D loss: 0.795051, acc.: 59.53%, KL Divergence: 0.199710] [G loss: 0.934532, KL Divergence: 0.934426, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2702 [D loss: 0.822823, acc.: 62.32%, KL Divergence: 0.199672] [G loss: 0.927696, KL Divergence: 0.927587, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2703 [D loss: 0.826812, acc.: 62.71%, KL Divergence: 0.199748] [G loss: 1.016979, KL Divergence: 1.016864, FID: 84.805842]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2704 [D loss: 0.847351, acc.: 64.76%, KL Divergence: 0.199799] [G loss: 0.910573, KL Divergence: 0.910462, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2705 [D loss: 0.849594, acc.: 64.99%, KL Divergence: 0.199742] [G loss: 0.889882, KL Divergence: 0.889767, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2706 [D loss: 0.843125, acc.: 64.33%, KL Divergence: 0.199839] [G loss: 1.085480, KL Divergence: 1.085355, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2707 [D loss: 0.842387, acc.: 64.26%, KL Divergence: 0.199760] [G loss: 1.068519, KL Divergence: 1.068396, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2708 [D loss: 0.843915, acc.: 64.41%, KL Divergence: 0.199787] [G loss: 1.016982, KL Divergence: 1.016856, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2709 [D loss: 0.844040, acc.: 64.43%, KL Divergence: 0.199778] [G loss: 0.992412, KL Divergence: 0.992285, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2710 [D loss: 0.835296, acc.: 63.56%, KL Divergence: 0.199715] [G loss: 0.991944, KL Divergence: 0.991824, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2711 [D loss: 0.850143, acc.: 65.04%, KL Divergence: 0.199781] [G loss: 0.942201, KL Divergence: 0.942075, FID: 84.805842]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2712 [D loss: 0.840199, acc.: 64.05%, KL Divergence: 0.199748] [G loss: 0.896862, KL Divergence: 0.896747, FID: 84.805842]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2713 [D loss: 0.829650, acc.: 62.99%, KL Divergence: 0.199732] [G loss: 0.910168, KL Divergence: 0.910053, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2714 [D loss: 0.833519, acc.: 63.38%, KL Divergence: 0.199734] [G loss: 0.880816, KL Divergence: 0.880700, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2715 [D loss: 0.814139, acc.: 61.44%, KL Divergence: 0.199747] [G loss: 0.967792, KL Divergence: 0.967684, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2716 [D loss: 0.827896, acc.: 62.81%, KL Divergence: 0.199772] [G loss: 0.982544, KL Divergence: 0.982426, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2717 [D loss: 0.823020, acc.: 62.33%, KL Divergence: 0.199724] [G loss: 0.954504, KL Divergence: 0.954393, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2718 [D loss: 0.829459, acc.: 62.98%, KL Divergence: 0.199687] [G loss: 0.947069, KL Divergence: 0.946960, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2719 [D loss: 0.824922, acc.: 62.52%, KL Divergence: 0.199745] [G loss: 1.003702, KL Divergence: 1.003589, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2720 [D loss: 0.855204, acc.: 65.55%, KL Divergence: 0.199722] [G loss: 0.952305, KL Divergence: 0.952190, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2721 [D loss: 0.807395, acc.: 60.76%, KL Divergence: 0.199768] [G loss: 1.076454, KL Divergence: 1.076337, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2722 [D loss: 0.797331, acc.: 59.76%, KL Divergence: 0.199764] [G loss: 1.085495, KL Divergence: 1.085377, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2723 [D loss: 0.818281, acc.: 61.86%, KL Divergence: 0.199723] [G loss: 0.943581, KL Divergence: 0.943464, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2724 [D loss: 0.826763, acc.: 62.70%, KL Divergence: 0.199752] [G loss: 0.966656, KL Divergence: 0.966533, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2725 [D loss: 0.845005, acc.: 64.53%, KL Divergence: 0.199752] [G loss: 0.879183, KL Divergence: 0.879061, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2726 [D loss: 0.865561, acc.: 66.58%, KL Divergence: 0.199778] [G loss: 0.854790, KL Divergence: 0.854665, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2727 [D loss: 0.837369, acc.: 63.76%, KL Divergence: 0.199738] [G loss: 0.956366, KL Divergence: 0.956247, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
2728 [D loss: 0.858189, acc.: 65.84%, KL Divergence: 0.199761] [G loss: 0.854790, KL Divergence: 0.854671, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2729 [D loss: 0.807751, acc.: 60.80%, KL Divergence: 0.199725] [G loss: 1.063134, KL Divergence: 1.063020, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2730 [D loss: 0.811556, acc.: 61.18%, KL Divergence: 0.199717] [G loss: 0.985996, KL Divergence: 0.985881, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2731 [D loss: 0.794774, acc.: 59.50%, KL Divergence: 0.199782] [G loss: 1.038285, KL Divergence: 1.038164, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
2732 [D loss: 0.802088, acc.: 60.23%, KL Divergence: 0.199774] [G loss: 0.942907, KL Divergence: 0.942795, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2733 [D loss: 0.818542, acc.: 61.88%, KL Divergence: 0.199763] [G loss: 0.959361, KL Divergence: 0.959240, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2734 [D loss: 0.820766, acc.: 62.10%, KL Divergence: 0.199749] [G loss: 1.006712, KL Divergence: 1.006590, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2735 [D loss: 0.838887, acc.: 63.91%, KL Divergence: 0.199748] [G loss: 0.961651, KL Divergence: 0.961532, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2736 [D loss: 0.832573, acc.: 63.27%, KL Divergence: 0.199829] [G loss: 1.084943, KL Divergence: 1.084815, FID: 84.805842]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2737 [D loss: 0.832105, acc.: 63.23%, KL Divergence: 0.199774] [G loss: 1.046967, KL Divergence: 1.046837, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2738 [D loss: 0.841523, acc.: 64.18%, KL Divergence: 0.199719] [G loss: 0.944847, KL Divergence: 0.944730, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2739 [D loss: 0.829630, acc.: 62.99%, KL Divergence: 0.199768] [G loss: 0.968141, KL Divergence: 0.968008, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2740 [D loss: 0.837339, acc.: 63.76%, KL Divergence: 0.199712] [G loss: 0.912568, KL Divergence: 0.912455, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2741 [D loss: 0.816659, acc.: 61.68%, KL Divergence: 0.199821] [G loss: 0.937015, KL Divergence: 0.936891, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2742 [D loss: 0.834129, acc.: 63.44%, KL Divergence: 0.199731] [G loss: 0.883831, KL Divergence: 0.883719, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2743 [D loss: 0.836672, acc.: 63.70%, KL Divergence: 0.199713] [G loss: 0.903712, KL Divergence: 0.903599, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2744 [D loss: 0.811601, acc.: 61.19%, KL Divergence: 0.199675] [G loss: 0.963306, KL Divergence: 0.963193, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2745 [D loss: 0.841134, acc.: 64.14%, KL Divergence: 0.199771] [G loss: 0.836780, KL Divergence: 0.836668, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2746 [D loss: 0.813418, acc.: 61.37%, KL Divergence: 0.199767] [G loss: 0.981963, KL Divergence: 0.981844, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2747 [D loss: 0.834182, acc.: 63.45%, KL Divergence: 0.199717] [G loss: 0.895160, KL Divergence: 0.895048, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2748 [D loss: 0.841550, acc.: 64.18%, KL Divergence: 0.199763] [G loss: 0.975083, KL Divergence: 0.974961, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2749 [D loss: 0.833331, acc.: 63.36%, KL Divergence: 0.199772] [G loss: 0.996199, KL Divergence: 0.996075, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2750 [D loss: 0.837510, acc.: 63.78%, KL Divergence: 0.199698] [G loss: 1.002645, KL Divergence: 1.002523, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2751 [D loss: 0.835811, acc.: 63.61%, KL Divergence: 0.199719] [G loss: 0.960790, KL Divergence: 0.960667, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2752 [D loss: 0.834880, acc.: 63.52%, KL Divergence: 0.199719] [G loss: 0.944683, KL Divergence: 0.944564, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2753 [D loss: 0.840687, acc.: 64.10%, KL Divergence: 0.199722] [G loss: 0.890262, KL Divergence: 0.890144, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2754 [D loss: 0.845511, acc.: 64.58%, KL Divergence: 0.199691] [G loss: 0.967422, KL Divergence: 0.967301, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2755 [D loss: 0.834721, acc.: 63.51%, KL Divergence: 0.199669] [G loss: 0.889866, KL Divergence: 0.889763, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2756 [D loss: 0.821679, acc.: 62.20%, KL Divergence: 0.199699] [G loss: 1.023002, KL Divergence: 1.022882, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2757 [D loss: 0.796119, acc.: 59.65%, KL Divergence: 0.199660] [G loss: 0.976781, KL Divergence: 0.976686, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2758 [D loss: 0.820349, acc.: 62.07%, KL Divergence: 0.199618] [G loss: 0.916704, KL Divergence: 0.916601, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2759 [D loss: 0.796646, acc.: 59.69%, KL Divergence: 0.199759] [G loss: 0.966264, KL Divergence: 0.966147, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2760 [D loss: 0.828705, acc.: 62.90%, KL Divergence: 0.199739] [G loss: 0.915716, KL Divergence: 0.915603, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2761 [D loss: 0.863920, acc.: 66.42%, KL Divergence: 0.199716] [G loss: 0.893151, KL Divergence: 0.893040, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2762 [D loss: 0.839794, acc.: 64.01%, KL Divergence: 0.199715] [G loss: 1.043675, KL Divergence: 1.043556, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2763 [D loss: 0.838120, acc.: 63.85%, KL Divergence: 0.199649] [G loss: 1.006553, KL Divergence: 1.006440, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2764 [D loss: 0.835222, acc.: 63.55%, KL Divergence: 0.199692] [G loss: 1.036506, KL Divergence: 1.036388, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2765 [D loss: 0.829749, acc.: 63.01%, KL Divergence: 0.199662] [G loss: 0.976336, KL Divergence: 0.976222, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2766 [D loss: 0.827032, acc.: 62.73%, KL Divergence: 0.199711] [G loss: 0.956363, KL Divergence: 0.956243, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2767 [D loss: 0.849990, acc.: 65.03%, KL Divergence: 0.199735] [G loss: 0.925279, KL Divergence: 0.925155, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2768 [D loss: 0.864406, acc.: 66.47%, KL Divergence: 0.199666] [G loss: 0.809656, KL Divergence: 0.809549, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2769 [D loss: 0.858133, acc.: 65.85%, KL Divergence: 0.199630] [G loss: 0.855724, KL Divergence: 0.855617, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2770 [D loss: 0.817817, acc.: 61.82%, KL Divergence: 0.199636] [G loss: 0.992258, KL Divergence: 0.992155, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2771 [D loss: 0.819690, acc.: 62.00%, KL Divergence: 0.199676] [G loss: 0.976491, KL Divergence: 0.976382, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2772 [D loss: 0.812344, acc.: 61.27%, KL Divergence: 0.199633] [G loss: 0.977705, KL Divergence: 0.977596, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2773 [D loss: 0.821287, acc.: 62.16%, KL Divergence: 0.199637] [G loss: 0.978544, KL Divergence: 0.978441, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2774 [D loss: 0.822656, acc.: 62.30%, KL Divergence: 0.199613] [G loss: 0.941942, KL Divergence: 0.941844, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2775 [D loss: 0.813697, acc.: 61.41%, KL Divergence: 0.199641] [G loss: 1.023079, KL Divergence: 1.022975, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2776 [D loss: 0.826561, acc.: 62.69%, KL Divergence: 0.199630] [G loss: 0.933121, KL Divergence: 0.933021, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2777 [D loss: 0.836117, acc.: 63.64%, KL Divergence: 0.199674] [G loss: 1.034798, KL Divergence: 1.034687, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2778 [D loss: 0.839316, acc.: 63.96%, KL Divergence: 0.199703] [G loss: 1.004298, KL Divergence: 1.004180, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2779 [D loss: 0.830171, acc.: 63.04%, KL Divergence: 0.199732] [G loss: 1.095724, KL Divergence: 1.095594, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2780 [D loss: 0.830338, acc.: 63.06%, KL Divergence: 0.199752] [G loss: 1.030394, KL Divergence: 1.030271, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2781 [D loss: 0.847754, acc.: 64.80%, KL Divergence: 0.199704] [G loss: 0.989692, KL Divergence: 0.989570, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2782 [D loss: 0.850791, acc.: 65.11%, KL Divergence: 0.199702] [G loss: 0.934096, KL Divergence: 0.933976, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2783 [D loss: 0.855592, acc.: 65.59%, KL Divergence: 0.199654] [G loss: 0.872431, KL Divergence: 0.872322, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2784 [D loss: 0.831262, acc.: 63.16%, KL Divergence: 0.199643] [G loss: 0.960658, KL Divergence: 0.960549, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2785 [D loss: 0.815199, acc.: 61.56%, KL Divergence: 0.199616] [G loss: 0.950657, KL Divergence: 0.950558, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2786 [D loss: 0.806799, acc.: 60.71%, KL Divergence: 0.199699] [G loss: 0.929204, KL Divergence: 0.929096, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2787 [D loss: 0.804779, acc.: 60.51%, KL Divergence: 0.199675] [G loss: 0.954061, KL Divergence: 0.953955, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2788 [D loss: 0.810531, acc.: 61.09%, KL Divergence: 0.199676] [G loss: 0.983949, KL Divergence: 0.983848, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2789 [D loss: 0.811113, acc.: 61.14%, KL Divergence: 0.199689] [G loss: 0.966830, KL Divergence: 0.966720, FID: 84.805842]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2790 [D loss: 0.834659, acc.: 63.49%, KL Divergence: 0.199714] [G loss: 0.998826, KL Divergence: 0.998711, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2791 [D loss: 0.836598, acc.: 63.69%, KL Divergence: 0.199654] [G loss: 1.012997, KL Divergence: 1.012886, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2792 [D loss: 0.819811, acc.: 62.01%, KL Divergence: 0.199662] [G loss: 1.045620, KL Divergence: 1.045506, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2793 [D loss: 0.818005, acc.: 61.83%, KL Divergence: 0.199713] [G loss: 1.033787, KL Divergence: 1.033670, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2794 [D loss: 0.840893, acc.: 64.12%, KL Divergence: 0.199677] [G loss: 1.052623, KL Divergence: 1.052506, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2795 [D loss: 0.851044, acc.: 65.14%, KL Divergence: 0.199690] [G loss: 0.892120, KL Divergence: 0.892006, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2796 [D loss: 0.861959, acc.: 66.22%, KL Divergence: 0.199776] [G loss: 0.948997, KL Divergence: 0.948880, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2797 [D loss: 0.850377, acc.: 65.07%, KL Divergence: 0.199716] [G loss: 0.974853, KL Divergence: 0.974725, FID: 84.805842]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2798 [D loss: 0.794105, acc.: 59.45%, KL Divergence: 0.199613] [G loss: 0.994647, KL Divergence: 0.994552, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2799 [D loss: 0.818769, acc.: 61.91%, KL Divergence: 0.199699] [G loss: 0.926863, KL Divergence: 0.926752, FID: 84.805842]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 74ms/step
4/4 [==============================] - 1s 104ms/step
2800 [D loss: 0.778737, acc.: 57.90%, KL Divergence: 0.199743] [G loss: 0.997487, KL Divergence: 0.997378, FID: 80.050739]
1/1 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 70ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2801 [D loss: 0.808436, acc.: 60.86%, KL Divergence: 0.199808] [G loss: 0.881269, KL Divergence: 0.881159, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2802 [D loss: 0.827801, acc.: 62.80%, KL Divergence: 0.199842] [G loss: 0.935919, KL Divergence: 0.935803, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2803 [D loss: 0.854589, acc.: 65.48%, KL Divergence: 0.199839] [G loss: 0.904108, KL Divergence: 0.903994, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2804 [D loss: 0.836507, acc.: 63.67%, KL Divergence: 0.199810] [G loss: 1.004755, KL Divergence: 1.004633, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2805 [D loss: 0.833006, acc.: 63.33%, KL Divergence: 0.199731] [G loss: 1.084622, KL Divergence: 1.084500, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2806 [D loss: 0.824359, acc.: 62.47%, KL Divergence: 0.199688] [G loss: 1.123233, KL Divergence: 1.123114, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2807 [D loss: 0.818345, acc.: 61.86%, KL Divergence: 0.199744] [G loss: 1.137979, KL Divergence: 1.137853, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2808 [D loss: 0.825882, acc.: 62.61%, KL Divergence: 0.199765] [G loss: 1.025847, KL Divergence: 1.025723, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2809 [D loss: 0.812292, acc.: 61.25%, KL Divergence: 0.199828] [G loss: 1.058603, KL Divergence: 1.058473, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2810 [D loss: 0.836533, acc.: 63.68%, KL Divergence: 0.199744] [G loss: 0.931015, KL Divergence: 0.930895, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2811 [D loss: 0.846462, acc.: 64.67%, KL Divergence: 0.199794] [G loss: 0.917426, KL Divergence: 0.917307, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2812 [D loss: 0.872092, acc.: 67.23%, KL Divergence: 0.199790] [G loss: 0.874675, KL Divergence: 0.874560, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2813 [D loss: 0.845531, acc.: 64.58%, KL Divergence: 0.199751] [G loss: 0.909800, KL Divergence: 0.909695, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2814 [D loss: 0.822471, acc.: 62.27%, KL Divergence: 0.199805] [G loss: 1.007398, KL Divergence: 1.007280, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2815 [D loss: 0.784674, acc.: 58.50%, KL Divergence: 0.199673] [G loss: 1.001621, KL Divergence: 1.001521, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2816 [D loss: 0.805070, acc.: 60.54%, KL Divergence: 0.199657] [G loss: 0.968021, KL Divergence: 0.967918, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2817 [D loss: 0.765899, acc.: 56.62%, KL Divergence: 0.199735] [G loss: 0.997470, KL Divergence: 0.997358, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2818 [D loss: 0.805400, acc.: 60.56%, KL Divergence: 0.199792] [G loss: 0.992208, KL Divergence: 0.992097, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2819 [D loss: 0.830340, acc.: 63.06%, KL Divergence: 0.199691] [G loss: 0.946166, KL Divergence: 0.946060, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2820 [D loss: 0.821559, acc.: 62.18%, KL Divergence: 0.199756] [G loss: 1.067214, KL Divergence: 1.067093, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2821 [D loss: 0.833936, acc.: 63.43%, KL Divergence: 0.199673] [G loss: 0.983960, KL Divergence: 0.983848, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2822 [D loss: 0.832228, acc.: 63.25%, KL Divergence: 0.199694] [G loss: 1.052311, KL Divergence: 1.052192, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2823 [D loss: 0.831264, acc.: 63.15%, KL Divergence: 0.199778] [G loss: 1.019183, KL Divergence: 1.019060, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2824 [D loss: 0.827249, acc.: 62.74%, KL Divergence: 0.199818] [G loss: 1.017674, KL Divergence: 1.017541, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2825 [D loss: 0.834515, acc.: 63.48%, KL Divergence: 0.199689] [G loss: 0.903493, KL Divergence: 0.903378, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2826 [D loss: 0.825604, acc.: 62.58%, KL Divergence: 0.199772] [G loss: 1.067322, KL Divergence: 1.067181, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2827 [D loss: 0.837503, acc.: 63.78%, KL Divergence: 0.199686] [G loss: 0.927023, KL Divergence: 0.926908, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2828 [D loss: 0.842684, acc.: 64.30%, KL Divergence: 0.199651] [G loss: 0.897100, KL Divergence: 0.896987, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2829 [D loss: 0.813283, acc.: 61.36%, KL Divergence: 0.199684] [G loss: 0.939876, KL Divergence: 0.939761, FID: 80.050739]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2830 [D loss: 0.826224, acc.: 62.65%, KL Divergence: 0.199737] [G loss: 0.995348, KL Divergence: 0.995228, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2831 [D loss: 0.836027, acc.: 63.64%, KL Divergence: 0.199655] [G loss: 0.869138, KL Divergence: 0.869034, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2832 [D loss: 0.832097, acc.: 63.24%, KL Divergence: 0.199675] [G loss: 0.882321, KL Divergence: 0.882218, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2833 [D loss: 0.838464, acc.: 63.88%, KL Divergence: 0.199695] [G loss: 0.939235, KL Divergence: 0.939124, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2834 [D loss: 0.831607, acc.: 63.20%, KL Divergence: 0.199605] [G loss: 0.967085, KL Divergence: 0.966980, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2835 [D loss: 0.826173, acc.: 62.65%, KL Divergence: 0.199640] [G loss: 0.969401, KL Divergence: 0.969292, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2836 [D loss: 0.831035, acc.: 63.14%, KL Divergence: 0.199623] [G loss: 0.975776, KL Divergence: 0.975666, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2837 [D loss: 0.823522, acc.: 62.39%, KL Divergence: 0.199640] [G loss: 0.982556, KL Divergence: 0.982445, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2838 [D loss: 0.842283, acc.: 64.27%, KL Divergence: 0.199618] [G loss: 1.017024, KL Divergence: 1.016913, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2839 [D loss: 0.828087, acc.: 62.84%, KL Divergence: 0.199643] [G loss: 0.932967, KL Divergence: 0.932855, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2840 [D loss: 0.832955, acc.: 63.33%, KL Divergence: 0.199689] [G loss: 0.897853, KL Divergence: 0.897746, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2841 [D loss: 0.828084, acc.: 62.84%, KL Divergence: 0.199726] [G loss: 1.008855, KL Divergence: 1.008732, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2842 [D loss: 0.831503, acc.: 63.19%, KL Divergence: 0.199608] [G loss: 0.912851, KL Divergence: 0.912749, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2843 [D loss: 0.855284, acc.: 65.56%, KL Divergence: 0.199704] [G loss: 0.849776, KL Divergence: 0.849665, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2844 [D loss: 0.827519, acc.: 62.79%, KL Divergence: 0.199633] [G loss: 0.965666, KL Divergence: 0.965558, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2845 [D loss: 0.827197, acc.: 62.76%, KL Divergence: 0.199634] [G loss: 0.914628, KL Divergence: 0.914526, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2846 [D loss: 0.808739, acc.: 60.91%, KL Divergence: 0.199660] [G loss: 1.010367, KL Divergence: 1.010255, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2847 [D loss: 0.806313, acc.: 60.66%, KL Divergence: 0.199710] [G loss: 1.017881, KL Divergence: 1.017770, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2848 [D loss: 0.844191, acc.: 64.45%, KL Divergence: 0.199650] [G loss: 0.951535, KL Divergence: 0.951420, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2849 [D loss: 0.823784, acc.: 62.40%, KL Divergence: 0.199740] [G loss: 1.087113, KL Divergence: 1.086987, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 3ms/step
2850 [D loss: 0.828175, acc.: 62.84%, KL Divergence: 0.199822] [G loss: 1.105175, KL Divergence: 1.105049, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2851 [D loss: 0.802094, acc.: 60.24%, KL Divergence: 0.199711] [G loss: 1.100718, KL Divergence: 1.100596, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2852 [D loss: 0.800253, acc.: 60.05%, KL Divergence: 0.199713] [G loss: 1.024194, KL Divergence: 1.024069, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2853 [D loss: 0.824766, acc.: 62.50%, KL Divergence: 0.199787] [G loss: 1.017188, KL Divergence: 1.017062, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2854 [D loss: 0.816167, acc.: 61.64%, KL Divergence: 0.199767] [G loss: 1.047725, KL Divergence: 1.047597, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2855 [D loss: 0.832524, acc.: 63.28%, KL Divergence: 0.199736] [G loss: 0.990143, KL Divergence: 0.990020, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2856 [D loss: 0.844182, acc.: 64.45%, KL Divergence: 0.199657] [G loss: 0.927297, KL Divergence: 0.927190, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2857 [D loss: 0.851317, acc.: 65.16%, KL Divergence: 0.199686] [G loss: 0.955168, KL Divergence: 0.955054, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2858 [D loss: 0.798759, acc.: 59.92%, KL Divergence: 0.199600] [G loss: 0.966507, KL Divergence: 0.966409, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2859 [D loss: 0.828451, acc.: 62.89%, KL Divergence: 0.199594] [G loss: 0.967855, KL Divergence: 0.967756, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2860 [D loss: 0.808207, acc.: 60.86%, KL Divergence: 0.199656] [G loss: 0.922136, KL Divergence: 0.922036, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2861 [D loss: 0.807688, acc.: 60.80%, KL Divergence: 0.199688] [G loss: 0.936569, KL Divergence: 0.936470, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2862 [D loss: 0.801767, acc.: 60.21%, KL Divergence: 0.199660] [G loss: 0.910322, KL Divergence: 0.910221, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2863 [D loss: 0.810679, acc.: 61.10%, KL Divergence: 0.199719] [G loss: 0.920387, KL Divergence: 0.920284, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2864 [D loss: 0.816457, acc.: 61.68%, KL Divergence: 0.199683] [G loss: 1.068832, KL Divergence: 1.068726, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 2ms/step
2865 [D loss: 0.838428, acc.: 63.87%, KL Divergence: 0.199739] [G loss: 1.012307, KL Divergence: 1.012196, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2866 [D loss: 0.849871, acc.: 65.02%, KL Divergence: 0.199720] [G loss: 1.138125, KL Divergence: 1.138011, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2867 [D loss: 0.828871, acc.: 62.92%, KL Divergence: 0.199657] [G loss: 1.140199, KL Divergence: 1.140080, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2868 [D loss: 0.835337, acc.: 63.57%, KL Divergence: 0.199672] [G loss: 1.038872, KL Divergence: 1.038749, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2869 [D loss: 0.827506, acc.: 62.77%, KL Divergence: 0.199836] [G loss: 1.019173, KL Divergence: 1.019038, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2870 [D loss: 0.863942, acc.: 66.41%, KL Divergence: 0.199837] [G loss: 0.900070, KL Divergence: 0.899938, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2871 [D loss: 0.856010, acc.: 65.62%, KL Divergence: 0.199846] [G loss: 0.958570, KL Divergence: 0.958431, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2872 [D loss: 0.850936, acc.: 65.11%, KL Divergence: 0.199788] [G loss: 1.047415, KL Divergence: 1.047276, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2873 [D loss: 0.826908, acc.: 62.72%, KL Divergence: 0.199733] [G loss: 0.980900, KL Divergence: 0.980785, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2874 [D loss: 0.817693, acc.: 61.80%, KL Divergence: 0.199667] [G loss: 0.993077, KL Divergence: 0.992968, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2875 [D loss: 0.783187, acc.: 58.35%, KL Divergence: 0.199654] [G loss: 0.993059, KL Divergence: 0.992955, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2876 [D loss: 0.793404, acc.: 59.38%, KL Divergence: 0.199630] [G loss: 0.942654, KL Divergence: 0.942548, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2877 [D loss: 0.787300, acc.: 58.76%, KL Divergence: 0.199678] [G loss: 0.947851, KL Divergence: 0.947745, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2878 [D loss: 0.836396, acc.: 63.67%, KL Divergence: 0.199658] [G loss: 0.903642, KL Divergence: 0.903535, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2879 [D loss: 0.849625, acc.: 64.99%, KL Divergence: 0.199748] [G loss: 0.988052, KL Divergence: 0.987938, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2880 [D loss: 0.796997, acc.: 59.73%, KL Divergence: 0.199687] [G loss: 1.102346, KL Divergence: 1.102232, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2881 [D loss: 0.797083, acc.: 59.74%, KL Divergence: 0.199652] [G loss: 1.147167, KL Divergence: 1.147054, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2882 [D loss: 0.793079, acc.: 59.34%, KL Divergence: 0.199672] [G loss: 1.132070, KL Divergence: 1.131949, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2883 [D loss: 0.799195, acc.: 59.95%, KL Divergence: 0.199695] [G loss: 1.023801, KL Divergence: 1.023686, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2884 [D loss: 0.811989, acc.: 61.23%, KL Divergence: 0.199674] [G loss: 1.023201, KL Divergence: 1.023084, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2885 [D loss: 0.849078, acc.: 64.94%, KL Divergence: 0.199681] [G loss: 0.878293, KL Divergence: 0.878184, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2886 [D loss: 0.829796, acc.: 63.01%, KL Divergence: 0.199713] [G loss: 0.957003, KL Divergence: 0.956880, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2887 [D loss: 0.845802, acc.: 64.61%, KL Divergence: 0.199695] [G loss: 0.848210, KL Divergence: 0.848101, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2888 [D loss: 0.837234, acc.: 63.76%, KL Divergence: 0.199629] [G loss: 0.907090, KL Divergence: 0.906983, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2889 [D loss: 0.825339, acc.: 62.56%, KL Divergence: 0.199700] [G loss: 1.008148, KL Divergence: 1.008033, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2890 [D loss: 0.815445, acc.: 61.58%, KL Divergence: 0.199630] [G loss: 0.978833, KL Divergence: 0.978730, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2891 [D loss: 0.833352, acc.: 63.37%, KL Divergence: 0.199645] [G loss: 0.919734, KL Divergence: 0.919629, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2892 [D loss: 0.819106, acc.: 61.95%, KL Divergence: 0.199622] [G loss: 1.000541, KL Divergence: 1.000435, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2893 [D loss: 0.789430, acc.: 58.97%, KL Divergence: 0.199699] [G loss: 1.037156, KL Divergence: 1.037046, FID: 80.050739]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2894 [D loss: 0.805313, acc.: 60.56%, KL Divergence: 0.199729] [G loss: 0.986991, KL Divergence: 0.986879, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2895 [D loss: 0.827843, acc.: 62.81%, KL Divergence: 0.199695] [G loss: 0.939407, KL Divergence: 0.939297, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2896 [D loss: 0.830470, acc.: 63.08%, KL Divergence: 0.199653] [G loss: 0.993064, KL Divergence: 0.992956, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2897 [D loss: 0.837021, acc.: 63.74%, KL Divergence: 0.199667] [G loss: 0.985633, KL Divergence: 0.985518, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2898 [D loss: 0.832419, acc.: 63.28%, KL Divergence: 0.199666] [G loss: 0.980354, KL Divergence: 0.980245, FID: 80.050739]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2899 [D loss: 0.831260, acc.: 63.16%, KL Divergence: 0.199673] [G loss: 0.966101, KL Divergence: 0.965984, FID: 80.050739]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 94ms/step
4/4 [==============================] - 1s 108ms/step
2900 [D loss: 0.851302, acc.: 65.16%, KL Divergence: 0.199689] [G loss: 0.964085, KL Divergence: 0.963968, FID: 90.785984]
1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2901 [D loss: 0.844609, acc.: 64.50%, KL Divergence: 0.199597] [G loss: 0.910681, KL Divergence: 0.910578, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2902 [D loss: 0.833896, acc.: 63.43%, KL Divergence: 0.199612] [G loss: 0.992737, KL Divergence: 0.992625, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2903 [D loss: 0.799140, acc.: 59.96%, KL Divergence: 0.199533] [G loss: 0.993723, KL Divergence: 0.993627, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2904 [D loss: 0.816611, acc.: 61.70%, KL Divergence: 0.199605] [G loss: 0.889476, KL Divergence: 0.889379, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2905 [D loss: 0.822312, acc.: 62.27%, KL Divergence: 0.199587] [G loss: 0.913742, KL Divergence: 0.913643, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2906 [D loss: 0.826055, acc.: 62.65%, KL Divergence: 0.199582] [G loss: 0.844005, KL Divergence: 0.843911, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
2907 [D loss: 0.838974, acc.: 63.94%, KL Divergence: 0.199580] [G loss: 0.881158, KL Divergence: 0.881060, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2908 [D loss: 0.847927, acc.: 64.84%, KL Divergence: 0.199551] [G loss: 0.892399, KL Divergence: 0.892305, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2909 [D loss: 0.847368, acc.: 64.77%, KL Divergence: 0.199625] [G loss: 0.944559, KL Divergence: 0.944459, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2910 [D loss: 0.839519, acc.: 63.99%, KL Divergence: 0.199594] [G loss: 1.062263, KL Divergence: 1.062158, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2911 [D loss: 0.847106, acc.: 64.75%, KL Divergence: 0.199582] [G loss: 0.984164, KL Divergence: 0.984060, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2912 [D loss: 0.830979, acc.: 63.14%, KL Divergence: 0.199621] [G loss: 1.027715, KL Divergence: 1.027604, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2913 [D loss: 0.812473, acc.: 61.29%, KL Divergence: 0.199616] [G loss: 1.084067, KL Divergence: 1.083955, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2914 [D loss: 0.837417, acc.: 63.77%, KL Divergence: 0.199668] [G loss: 0.990415, KL Divergence: 0.990299, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2915 [D loss: 0.831396, acc.: 63.18%, KL Divergence: 0.199639] [G loss: 0.970769, KL Divergence: 0.970656, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2916 [D loss: 0.844253, acc.: 64.46%, KL Divergence: 0.199618] [G loss: 0.963445, KL Divergence: 0.963334, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2917 [D loss: 0.831310, acc.: 63.17%, KL Divergence: 0.199628] [G loss: 0.972184, KL Divergence: 0.972073, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2918 [D loss: 0.828004, acc.: 62.84%, KL Divergence: 0.199588] [G loss: 0.878492, KL Divergence: 0.878392, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2919 [D loss: 0.825325, acc.: 62.58%, KL Divergence: 0.199550] [G loss: 0.924059, KL Divergence: 0.923962, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2920 [D loss: 0.791327, acc.: 59.17%, KL Divergence: 0.199622] [G loss: 1.011833, KL Divergence: 1.011735, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2921 [D loss: 0.839532, acc.: 63.99%, KL Divergence: 0.199621] [G loss: 0.866516, KL Divergence: 0.866420, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2922 [D loss: 0.829811, acc.: 63.02%, KL Divergence: 0.199575] [G loss: 0.927871, KL Divergence: 0.927775, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2923 [D loss: 0.822620, acc.: 62.30%, KL Divergence: 0.199587] [G loss: 0.945456, KL Divergence: 0.945363, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2924 [D loss: 0.826741, acc.: 62.72%, KL Divergence: 0.199567] [G loss: 1.028412, KL Divergence: 1.028317, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2925 [D loss: 0.828836, acc.: 62.93%, KL Divergence: 0.199523] [G loss: 1.026413, KL Divergence: 1.026315, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2926 [D loss: 0.830497, acc.: 63.10%, KL Divergence: 0.199536] [G loss: 1.049213, KL Divergence: 1.049114, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2927 [D loss: 0.834075, acc.: 63.45%, KL Divergence: 0.199589] [G loss: 1.078762, KL Divergence: 1.078653, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2928 [D loss: 0.817603, acc.: 61.79%, KL Divergence: 0.199670] [G loss: 1.081616, KL Divergence: 1.081504, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2929 [D loss: 0.816509, acc.: 61.69%, KL Divergence: 0.199643] [G loss: 1.047576, KL Divergence: 1.047462, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2930 [D loss: 0.809575, acc.: 60.99%, KL Divergence: 0.199687] [G loss: 1.080063, KL Divergence: 1.079944, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2931 [D loss: 0.847523, acc.: 64.79%, KL Divergence: 0.199651] [G loss: 0.893841, KL Divergence: 0.893733, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2932 [D loss: 0.842281, acc.: 64.26%, KL Divergence: 0.199700] [G loss: 0.955101, KL Divergence: 0.954981, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2933 [D loss: 0.842133, acc.: 64.25%, KL Divergence: 0.199611] [G loss: 0.908293, KL Divergence: 0.908193, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2934 [D loss: 0.829872, acc.: 63.02%, KL Divergence: 0.199651] [G loss: 1.045832, KL Divergence: 1.045713, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2935 [D loss: 0.769842, acc.: 57.03%, KL Divergence: 0.199547] [G loss: 1.036787, KL Divergence: 1.036700, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2936 [D loss: 0.810579, acc.: 61.09%, KL Divergence: 0.199632] [G loss: 0.909787, KL Divergence: 0.909688, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2937 [D loss: 0.780162, acc.: 58.04%, KL Divergence: 0.199721] [G loss: 0.986775, KL Divergence: 0.986668, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2938 [D loss: 0.820246, acc.: 62.06%, KL Divergence: 0.199602] [G loss: 0.889575, KL Divergence: 0.889480, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2939 [D loss: 0.825147, acc.: 62.56%, KL Divergence: 0.199572] [G loss: 0.945248, KL Divergence: 0.945154, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2940 [D loss: 0.829125, acc.: 62.95%, KL Divergence: 0.199644] [G loss: 0.980006, KL Divergence: 0.979905, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2941 [D loss: 0.845129, acc.: 64.56%, KL Divergence: 0.199570] [G loss: 0.988888, KL Divergence: 0.988782, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2942 [D loss: 0.830868, acc.: 63.13%, KL Divergence: 0.199575] [G loss: 0.986554, KL Divergence: 0.986447, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2943 [D loss: 0.826373, acc.: 62.68%, KL Divergence: 0.199622] [G loss: 1.019126, KL Divergence: 1.019018, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2944 [D loss: 0.828742, acc.: 62.91%, KL Divergence: 0.199636] [G loss: 1.080903, KL Divergence: 1.080785, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2945 [D loss: 0.845574, acc.: 64.60%, KL Divergence: 0.199615] [G loss: 0.953802, KL Divergence: 0.953685, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2946 [D loss: 0.841187, acc.: 64.15%, KL Divergence: 0.199641] [G loss: 0.963231, KL Divergence: 0.963109, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2947 [D loss: 0.837302, acc.: 63.76%, KL Divergence: 0.199684] [G loss: 0.994211, KL Divergence: 0.994088, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2948 [D loss: 0.847544, acc.: 64.80%, KL Divergence: 0.199528] [G loss: 0.869626, KL Divergence: 0.869529, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2949 [D loss: 0.840407, acc.: 64.08%, KL Divergence: 0.199589] [G loss: 0.937612, KL Divergence: 0.937504, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2950 [D loss: 0.811416, acc.: 61.18%, KL Divergence: 0.199606] [G loss: 0.979383, KL Divergence: 0.979283, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2951 [D loss: 0.835504, acc.: 63.58%, KL Divergence: 0.199672] [G loss: 0.903718, KL Divergence: 0.903617, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2952 [D loss: 0.818455, acc.: 61.89%, KL Divergence: 0.199527] [G loss: 0.960218, KL Divergence: 0.960127, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2953 [D loss: 0.813275, acc.: 61.37%, KL Divergence: 0.199525] [G loss: 0.983135, KL Divergence: 0.983040, FID: 90.785984]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2954 [D loss: 0.810294, acc.: 61.07%, KL Divergence: 0.199570] [G loss: 1.032757, KL Divergence: 1.032658, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2955 [D loss: 0.840872, acc.: 64.14%, KL Divergence: 0.199488] [G loss: 0.962148, KL Divergence: 0.962058, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2956 [D loss: 0.829152, acc.: 62.96%, KL Divergence: 0.199512] [G loss: 0.971061, KL Divergence: 0.970968, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2957 [D loss: 0.823550, acc.: 62.40%, KL Divergence: 0.199595] [G loss: 1.026879, KL Divergence: 1.026776, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2958 [D loss: 0.834937, acc.: 63.53%, KL Divergence: 0.199618] [G loss: 0.991334, KL Divergence: 0.991230, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2959 [D loss: 0.833550, acc.: 63.39%, KL Divergence: 0.199665] [G loss: 1.002837, KL Divergence: 1.002724, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2960 [D loss: 0.847949, acc.: 64.82%, KL Divergence: 0.199709] [G loss: 0.966526, KL Divergence: 0.966409, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2961 [D loss: 0.844919, acc.: 64.52%, KL Divergence: 0.199707] [G loss: 0.976973, KL Divergence: 0.976854, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2962 [D loss: 0.840638, acc.: 64.09%, KL Divergence: 0.199700] [G loss: 0.959270, KL Divergence: 0.959151, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2963 [D loss: 0.818680, acc.: 61.91%, KL Divergence: 0.199609] [G loss: 1.007231, KL Divergence: 1.007121, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2964 [D loss: 0.847939, acc.: 64.83%, KL Divergence: 0.199590] [G loss: 0.911443, KL Divergence: 0.911332, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2965 [D loss: 0.809611, acc.: 61.00%, KL Divergence: 0.199601] [G loss: 0.960903, KL Divergence: 0.960797, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2966 [D loss: 0.837968, acc.: 63.84%, KL Divergence: 0.199612] [G loss: 0.893819, KL Divergence: 0.893714, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2967 [D loss: 0.843860, acc.: 64.42%, KL Divergence: 0.199613] [G loss: 0.853634, KL Divergence: 0.853535, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2968 [D loss: 0.848750, acc.: 64.91%, KL Divergence: 0.199613] [G loss: 0.870703, KL Divergence: 0.870601, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2969 [D loss: 0.860910, acc.: 66.13%, KL Divergence: 0.199585] [G loss: 0.934543, KL Divergence: 0.934444, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2970 [D loss: 0.845034, acc.: 64.55%, KL Divergence: 0.199510] [G loss: 0.906727, KL Divergence: 0.906634, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2971 [D loss: 0.847749, acc.: 64.82%, KL Divergence: 0.199554] [G loss: 1.016457, KL Divergence: 1.016357, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2972 [D loss: 0.822721, acc.: 62.31%, KL Divergence: 0.199580] [G loss: 1.069476, KL Divergence: 1.069375, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2973 [D loss: 0.814644, acc.: 61.51%, KL Divergence: 0.199557] [G loss: 1.021730, KL Divergence: 1.021630, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2974 [D loss: 0.821117, acc.: 62.15%, KL Divergence: 0.199615] [G loss: 1.112466, KL Divergence: 1.112363, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2975 [D loss: 0.802096, acc.: 60.25%, KL Divergence: 0.199616] [G loss: 1.085085, KL Divergence: 1.084973, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2976 [D loss: 0.781916, acc.: 58.22%, KL Divergence: 0.199702] [G loss: 1.125460, KL Divergence: 1.125344, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2977 [D loss: 0.813443, acc.: 61.38%, KL Divergence: 0.199655] [G loss: 0.961737, KL Divergence: 0.961628, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2978 [D loss: 0.838531, acc.: 63.89%, KL Divergence: 0.199652] [G loss: 0.863955, KL Divergence: 0.863844, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2979 [D loss: 0.865623, acc.: 66.59%, KL Divergence: 0.199697] [G loss: 0.865305, KL Divergence: 0.865188, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2980 [D loss: 0.840847, acc.: 64.11%, KL Divergence: 0.199714] [G loss: 0.889160, KL Divergence: 0.889047, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2981 [D loss: 0.813839, acc.: 61.41%, KL Divergence: 0.199752] [G loss: 1.051053, KL Divergence: 1.050928, FID: 90.785984]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2982 [D loss: 0.774919, acc.: 57.53%, KL Divergence: 0.199576] [G loss: 0.975505, KL Divergence: 0.975410, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2983 [D loss: 0.812132, acc.: 61.23%, KL Divergence: 0.199827] [G loss: 0.901140, KL Divergence: 0.901022, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
2984 [D loss: 0.805897, acc.: 60.60%, KL Divergence: 0.199946] [G loss: 0.998569, KL Divergence: 0.998438, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2985 [D loss: 0.814146, acc.: 61.44%, KL Divergence: 0.199740] [G loss: 1.009021, KL Divergence: 1.008909, FID: 90.785984]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2986 [D loss: 0.838598, acc.: 63.89%, KL Divergence: 0.199679] [G loss: 1.095311, KL Divergence: 1.095197, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2987 [D loss: 0.809001, acc.: 60.93%, KL Divergence: 0.199720] [G loss: 1.040822, KL Divergence: 1.040703, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2988 [D loss: 0.805080, acc.: 60.53%, KL Divergence: 0.199755] [G loss: 1.172922, KL Divergence: 1.172790, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2989 [D loss: 0.806673, acc.: 60.69%, KL Divergence: 0.199805] [G loss: 1.122303, KL Divergence: 1.122170, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2990 [D loss: 0.816168, acc.: 61.64%, KL Divergence: 0.199780] [G loss: 1.044837, KL Divergence: 1.044701, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2991 [D loss: 0.816494, acc.: 61.68%, KL Divergence: 0.199705] [G loss: 1.002150, KL Divergence: 1.002030, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
2992 [D loss: 0.814655, acc.: 61.49%, KL Divergence: 0.199766] [G loss: 0.970285, KL Divergence: 0.970166, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
2993 [D loss: 0.819491, acc.: 61.99%, KL Divergence: 0.199620] [G loss: 0.934376, KL Divergence: 0.934273, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2994 [D loss: 0.840166, acc.: 64.06%, KL Divergence: 0.199597] [G loss: 0.889323, KL Divergence: 0.889217, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2995 [D loss: 0.792032, acc.: 59.24%, KL Divergence: 0.199600] [G loss: 1.028719, KL Divergence: 1.028622, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2996 [D loss: 0.840086, acc.: 64.05%, KL Divergence: 0.199615] [G loss: 0.904837, KL Divergence: 0.904738, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2997 [D loss: 0.820948, acc.: 62.13%, KL Divergence: 0.199662] [G loss: 0.895739, KL Divergence: 0.895641, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
2998 [D loss: 0.787326, acc.: 58.77%, KL Divergence: 0.199648] [G loss: 0.951744, KL Divergence: 0.951648, FID: 90.785984]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
2999 [D loss: 0.814705, acc.: 61.51%, KL Divergence: 0.199597] [G loss: 0.918727, KL Divergence: 0.918629, FID: 90.785984]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 78ms/step
4/4 [==============================] - 1s 111ms/step
3000 [D loss: 0.829133, acc.: 62.94%, KL Divergence: 0.199707] [G loss: 0.948997, KL Divergence: 0.948890, FID: 107.326152]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 63ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3001 [D loss: 0.797436, acc.: 59.78%, KL Divergence: 0.199657] [G loss: 1.033420, KL Divergence: 1.033316, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3002 [D loss: 0.810545, acc.: 61.09%, KL Divergence: 0.199655] [G loss: 1.103997, KL Divergence: 1.103888, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3003 [D loss: 0.814390, acc.: 61.47%, KL Divergence: 0.199669] [G loss: 1.051047, KL Divergence: 1.050936, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3004 [D loss: 0.822178, acc.: 62.25%, KL Divergence: 0.199701] [G loss: 1.039101, KL Divergence: 1.038987, FID: 107.326152]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3005 [D loss: 0.819045, acc.: 61.94%, KL Divergence: 0.199682] [G loss: 1.017172, KL Divergence: 1.017056, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3006 [D loss: 0.815265, acc.: 61.55%, KL Divergence: 0.199737] [G loss: 1.099336, KL Divergence: 1.099216, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3007 [D loss: 0.823054, acc.: 62.34%, KL Divergence: 0.199692] [G loss: 0.966699, KL Divergence: 0.966592, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3008 [D loss: 0.822287, acc.: 62.26%, KL Divergence: 0.199662] [G loss: 0.935522, KL Divergence: 0.935414, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3009 [D loss: 0.828741, acc.: 62.91%, KL Divergence: 0.199644] [G loss: 0.909194, KL Divergence: 0.909087, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3010 [D loss: 0.817344, acc.: 61.76%, KL Divergence: 0.199719] [G loss: 0.975089, KL Divergence: 0.974979, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3011 [D loss: 0.866360, acc.: 66.66%, KL Divergence: 0.199750] [G loss: 0.877016, KL Divergence: 0.876893, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3012 [D loss: 0.860281, acc.: 66.06%, KL Divergence: 0.199687] [G loss: 0.971203, KL Divergence: 0.971085, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3013 [D loss: 0.847883, acc.: 64.82%, KL Divergence: 0.199710] [G loss: 1.054406, KL Divergence: 1.054290, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3014 [D loss: 0.815064, acc.: 61.54%, KL Divergence: 0.199638] [G loss: 1.075036, KL Divergence: 1.074927, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3015 [D loss: 0.814094, acc.: 61.44%, KL Divergence: 0.199658] [G loss: 1.005563, KL Divergence: 1.005457, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3016 [D loss: 0.819117, acc.: 61.95%, KL Divergence: 0.199616] [G loss: 1.011456, KL Divergence: 1.011349, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3017 [D loss: 0.834072, acc.: 63.44%, KL Divergence: 0.199644] [G loss: 0.987438, KL Divergence: 0.987330, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3018 [D loss: 0.830638, acc.: 63.10%, KL Divergence: 0.199616] [G loss: 0.937254, KL Divergence: 0.937146, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3019 [D loss: 0.830782, acc.: 63.11%, KL Divergence: 0.199641] [G loss: 0.977964, KL Divergence: 0.977854, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3020 [D loss: 0.836255, acc.: 63.66%, KL Divergence: 0.199630] [G loss: 0.932239, KL Divergence: 0.932130, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3021 [D loss: 0.825346, acc.: 62.57%, KL Divergence: 0.199643] [G loss: 0.955165, KL Divergence: 0.955058, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3022 [D loss: 0.812463, acc.: 61.28%, KL Divergence: 0.199618] [G loss: 0.981982, KL Divergence: 0.981883, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3023 [D loss: 0.815587, acc.: 61.60%, KL Divergence: 0.199616] [G loss: 1.057517, KL Divergence: 1.057408, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3024 [D loss: 0.794023, acc.: 59.46%, KL Divergence: 0.199465] [G loss: 1.054399, KL Divergence: 1.054313, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3025 [D loss: 0.806640, acc.: 60.71%, KL Divergence: 0.199526] [G loss: 0.929313, KL Divergence: 0.929222, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3026 [D loss: 0.779634, acc.: 58.00%, KL Divergence: 0.199593] [G loss: 0.977710, KL Divergence: 0.977610, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3027 [D loss: 0.807684, acc.: 60.82%, KL Divergence: 0.199512] [G loss: 0.920719, KL Divergence: 0.920628, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3028 [D loss: 0.823201, acc.: 62.36%, KL Divergence: 0.199597] [G loss: 0.918636, KL Divergence: 0.918539, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3029 [D loss: 0.833722, acc.: 63.41%, KL Divergence: 0.199634] [G loss: 0.989007, KL Divergence: 0.988906, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3030 [D loss: 0.839668, acc.: 64.01%, KL Divergence: 0.199539] [G loss: 1.000281, KL Divergence: 1.000179, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3031 [D loss: 0.830988, acc.: 63.14%, KL Divergence: 0.199559] [G loss: 1.042540, KL Divergence: 1.042439, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3032 [D loss: 0.820601, acc.: 62.10%, KL Divergence: 0.199571] [G loss: 1.019275, KL Divergence: 1.019174, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3033 [D loss: 0.799496, acc.: 59.99%, KL Divergence: 0.199626] [G loss: 1.059051, KL Divergence: 1.058946, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3034 [D loss: 0.828534, acc.: 62.89%, KL Divergence: 0.199613] [G loss: 0.956158, KL Divergence: 0.956051, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3035 [D loss: 0.846568, acc.: 64.70%, KL Divergence: 0.199575] [G loss: 0.875896, KL Divergence: 0.875794, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3036 [D loss: 0.860620, acc.: 66.10%, KL Divergence: 0.199612] [G loss: 0.959879, KL Divergence: 0.959769, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3037 [D loss: 0.830085, acc.: 63.05%, KL Divergence: 0.199567] [G loss: 0.895744, KL Divergence: 0.895648, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3038 [D loss: 0.839196, acc.: 63.97%, KL Divergence: 0.199541] [G loss: 0.983102, KL Divergence: 0.983001, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3039 [D loss: 0.824496, acc.: 62.50%, KL Divergence: 0.199527] [G loss: 0.982778, KL Divergence: 0.982682, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3040 [D loss: 0.818126, acc.: 61.86%, KL Divergence: 0.199516] [G loss: 0.894048, KL Divergence: 0.893956, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3041 [D loss: 0.806861, acc.: 60.73%, KL Divergence: 0.199574] [G loss: 1.000062, KL Divergence: 0.999964, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3042 [D loss: 0.818353, acc.: 61.88%, KL Divergence: 0.199524] [G loss: 0.898384, KL Divergence: 0.898291, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3043 [D loss: 0.845467, acc.: 64.59%, KL Divergence: 0.199587] [G loss: 0.878245, KL Divergence: 0.878146, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3044 [D loss: 0.840393, acc.: 64.08%, KL Divergence: 0.199633] [G loss: 0.987881, KL Divergence: 0.987776, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3045 [D loss: 0.860028, acc.: 66.05%, KL Divergence: 0.199573] [G loss: 1.044174, KL Divergence: 1.044071, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3046 [D loss: 0.836799, acc.: 63.72%, KL Divergence: 0.199591] [G loss: 1.076350, KL Divergence: 1.076244, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3047 [D loss: 0.812447, acc.: 61.29%, KL Divergence: 0.199548] [G loss: 1.144758, KL Divergence: 1.144652, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3048 [D loss: 0.822014, acc.: 62.25%, KL Divergence: 0.199522] [G loss: 1.042865, KL Divergence: 1.042762, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3049 [D loss: 0.815714, acc.: 61.61%, KL Divergence: 0.199567] [G loss: 1.039361, KL Divergence: 1.039255, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3050 [D loss: 0.822957, acc.: 62.34%, KL Divergence: 0.199571] [G loss: 0.925041, KL Divergence: 0.924944, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3051 [D loss: 0.835445, acc.: 63.58%, KL Divergence: 0.199603] [G loss: 0.926685, KL Divergence: 0.926587, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3052 [D loss: 0.822617, acc.: 62.31%, KL Divergence: 0.199559] [G loss: 0.966830, KL Divergence: 0.966734, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3053 [D loss: 0.847925, acc.: 64.84%, KL Divergence: 0.199526] [G loss: 0.949064, KL Divergence: 0.948966, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3054 [D loss: 0.804874, acc.: 60.54%, KL Divergence: 0.199439] [G loss: 0.944390, KL Divergence: 0.944308, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3055 [D loss: 0.829626, acc.: 63.01%, KL Divergence: 0.199517] [G loss: 0.936170, KL Divergence: 0.936080, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3056 [D loss: 0.808914, acc.: 60.94%, KL Divergence: 0.199477] [G loss: 0.982462, KL Divergence: 0.982373, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3057 [D loss: 0.813709, acc.: 61.42%, KL Divergence: 0.199472] [G loss: 1.059223, KL Divergence: 1.059133, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3058 [D loss: 0.822403, acc.: 62.29%, KL Divergence: 0.199520] [G loss: 1.006102, KL Divergence: 1.006011, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3059 [D loss: 0.848305, acc.: 64.88%, KL Divergence: 0.199496] [G loss: 1.032588, KL Divergence: 1.032494, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3060 [D loss: 0.811784, acc.: 61.23%, KL Divergence: 0.199533] [G loss: 1.177574, KL Divergence: 1.177472, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3061 [D loss: 0.786462, acc.: 58.69%, KL Divergence: 0.199567] [G loss: 1.289688, KL Divergence: 1.289575, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3062 [D loss: 0.799388, acc.: 59.98%, KL Divergence: 0.199586] [G loss: 1.157875, KL Divergence: 1.157763, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3063 [D loss: 0.805628, acc.: 60.60%, KL Divergence: 0.199619] [G loss: 1.066079, KL Divergence: 1.065966, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3064 [D loss: 0.837174, acc.: 63.76%, KL Divergence: 0.199570] [G loss: 0.914309, KL Divergence: 0.914209, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3065 [D loss: 0.850346, acc.: 65.08%, KL Divergence: 0.199547] [G loss: 0.915693, KL Divergence: 0.915592, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3066 [D loss: 0.853075, acc.: 65.36%, KL Divergence: 0.199476] [G loss: 0.887986, KL Divergence: 0.887895, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3067 [D loss: 0.826875, acc.: 62.74%, KL Divergence: 0.199514] [G loss: 1.002423, KL Divergence: 1.002329, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3068 [D loss: 0.774539, acc.: 57.51%, KL Divergence: 0.199424] [G loss: 1.003741, KL Divergence: 1.003663, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3069 [D loss: 0.782308, acc.: 58.28%, KL Divergence: 0.199491] [G loss: 1.007399, KL Divergence: 1.007315, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3070 [D loss: 0.801772, acc.: 60.23%, KL Divergence: 0.199514] [G loss: 0.920580, KL Divergence: 0.920492, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3071 [D loss: 0.805663, acc.: 60.61%, KL Divergence: 0.199531] [G loss: 0.950211, KL Divergence: 0.950119, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3072 [D loss: 0.838056, acc.: 63.85%, KL Divergence: 0.199563] [G loss: 0.886921, KL Divergence: 0.886832, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3073 [D loss: 0.829173, acc.: 62.96%, KL Divergence: 0.199583] [G loss: 1.000851, KL Divergence: 1.000754, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3074 [D loss: 0.808384, acc.: 60.88%, KL Divergence: 0.199546] [G loss: 1.122132, KL Divergence: 1.122031, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3075 [D loss: 0.827664, acc.: 62.81%, KL Divergence: 0.199549] [G loss: 1.107577, KL Divergence: 1.107473, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3076 [D loss: 0.806770, acc.: 60.72%, KL Divergence: 0.199612] [G loss: 1.143861, KL Divergence: 1.143750, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 2ms/step
4/4 [==============================] - 0s 4ms/step
3077 [D loss: 0.798986, acc.: 59.94%, KL Divergence: 0.199627] [G loss: 1.037565, KL Divergence: 1.037457, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3078 [D loss: 0.830162, acc.: 63.05%, KL Divergence: 0.199615] [G loss: 0.941796, KL Divergence: 0.941686, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3079 [D loss: 0.847414, acc.: 64.78%, KL Divergence: 0.199582] [G loss: 0.961667, KL Divergence: 0.961561, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3080 [D loss: 0.848454, acc.: 64.89%, KL Divergence: 0.199550] [G loss: 0.855583, KL Divergence: 0.855483, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3081 [D loss: 0.829132, acc.: 62.96%, KL Divergence: 0.199551] [G loss: 1.002216, KL Divergence: 1.002117, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3082 [D loss: 0.806253, acc.: 60.68%, KL Divergence: 0.199434] [G loss: 0.983829, KL Divergence: 0.983747, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3083 [D loss: 0.824781, acc.: 62.53%, KL Divergence: 0.199504] [G loss: 0.919570, KL Divergence: 0.919481, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3084 [D loss: 0.791811, acc.: 59.23%, KL Divergence: 0.199498] [G loss: 0.962753, KL Divergence: 0.962667, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3085 [D loss: 0.800403, acc.: 60.09%, KL Divergence: 0.199519] [G loss: 0.859224, KL Divergence: 0.859138, FID: 107.326152]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3086 [D loss: 0.839429, acc.: 63.99%, KL Divergence: 0.199551] [G loss: 0.865328, KL Divergence: 0.865239, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3087 [D loss: 0.847572, acc.: 64.80%, KL Divergence: 0.199536] [G loss: 0.921382, KL Divergence: 0.921291, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3088 [D loss: 0.865025, acc.: 66.55%, KL Divergence: 0.199492] [G loss: 0.987635, KL Divergence: 0.987540, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3089 [D loss: 0.852614, acc.: 65.31%, KL Divergence: 0.199527] [G loss: 1.048428, KL Divergence: 1.048332, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3090 [D loss: 0.815241, acc.: 61.57%, KL Divergence: 0.199507] [G loss: 1.151972, KL Divergence: 1.151877, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3091 [D loss: 0.810192, acc.: 61.06%, KL Divergence: 0.199598] [G loss: 1.130818, KL Divergence: 1.130710, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3092 [D loss: 0.816388, acc.: 61.68%, KL Divergence: 0.199559] [G loss: 1.123894, KL Divergence: 1.123789, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3093 [D loss: 0.811915, acc.: 61.23%, KL Divergence: 0.199604] [G loss: 1.053730, KL Divergence: 1.053619, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3094 [D loss: 0.833768, acc.: 63.41%, KL Divergence: 0.199631] [G loss: 1.023342, KL Divergence: 1.023229, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3095 [D loss: 0.841002, acc.: 64.14%, KL Divergence: 0.199638] [G loss: 0.973328, KL Divergence: 0.973213, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3096 [D loss: 0.861182, acc.: 66.16%, KL Divergence: 0.199563] [G loss: 0.915284, KL Divergence: 0.915180, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3097 [D loss: 0.849143, acc.: 64.96%, KL Divergence: 0.199562] [G loss: 0.886209, KL Divergence: 0.886111, FID: 107.326152]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3098 [D loss: 0.816752, acc.: 61.73%, KL Divergence: 0.199490] [G loss: 0.976924, KL Divergence: 0.976839, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3099 [D loss: 0.823446, acc.: 62.39%, KL Divergence: 0.199531] [G loss: 0.965135, KL Divergence: 0.964910, FID: 107.326152]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 106ms/step
4/4 [==============================] - 2s 117ms/step
3100 [D loss: 0.788567, acc.: 58.84%, KL Divergence: 0.200142] [G loss: 0.955145, KL Divergence: 0.954820, FID: 61.330326]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3101 [D loss: 0.813517, acc.: 61.30%, KL Divergence: 0.200553] [G loss: 0.898490, KL Divergence: 0.898075, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3102 [D loss: 0.801994, acc.: 60.18%, KL Divergence: 0.200197] [G loss: 0.930156, KL Divergence: 0.929874, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3103 [D loss: 0.836673, acc.: 63.67%, KL Divergence: 0.200021] [G loss: 0.896266, KL Divergence: 0.896047, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3104 [D loss: 0.855803, acc.: 65.54%, KL Divergence: 0.200431] [G loss: 0.975021, KL Divergence: 0.974577, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3105 [D loss: 0.877801, acc.: 67.79%, KL Divergence: 0.199905] [G loss: 0.962801, KL Divergence: 0.962600, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3106 [D loss: 0.846371, acc.: 64.63%, KL Divergence: 0.200053] [G loss: 1.073011, KL Divergence: 1.072768, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3107 [D loss: 0.828242, acc.: 62.76%, KL Divergence: 0.200613] [G loss: 1.260990, KL Divergence: 1.260512, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3108 [D loss: 0.815145, acc.: 61.50%, KL Divergence: 0.200122] [G loss: 1.133558, KL Divergence: 1.133261, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3109 [D loss: 0.809698, acc.: 60.95%, KL Divergence: 0.200227] [G loss: 1.059490, KL Divergence: 1.059137, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3110 [D loss: 0.826038, acc.: 62.57%, KL Divergence: 0.200295] [G loss: 1.005418, KL Divergence: 1.004998, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3111 [D loss: 0.874068, acc.: 67.42%, KL Divergence: 0.199874] [G loss: 0.846944, KL Divergence: 0.846715, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3112 [D loss: 0.852455, acc.: 65.27%, KL Divergence: 0.199774] [G loss: 0.841376, KL Divergence: 0.841182, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3113 [D loss: 0.869516, acc.: 66.96%, KL Divergence: 0.199874] [G loss: 0.916618, KL Divergence: 0.916368, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3114 [D loss: 0.822231, acc.: 62.26%, KL Divergence: 0.199659] [G loss: 0.939408, KL Divergence: 0.939281, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3115 [D loss: 0.822207, acc.: 62.22%, KL Divergence: 0.200015] [G loss: 1.008113, KL Divergence: 1.007801, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3116 [D loss: 0.761074, acc.: 56.11%, KL Divergence: 0.199972] [G loss: 1.091065, KL Divergence: 1.090804, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3117 [D loss: 0.782428, acc.: 58.26%, KL Divergence: 0.199864] [G loss: 0.984100, KL Divergence: 0.983907, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3118 [D loss: 0.820881, acc.: 62.11%, KL Divergence: 0.199769] [G loss: 0.904539, KL Divergence: 0.904398, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3119 [D loss: 0.812989, acc.: 61.32%, KL Divergence: 0.199782] [G loss: 0.939494, KL Divergence: 0.939317, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3120 [D loss: 0.833673, acc.: 63.39%, KL Divergence: 0.199798] [G loss: 0.956584, KL Divergence: 0.956417, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3121 [D loss: 0.841132, acc.: 64.14%, KL Divergence: 0.199729] [G loss: 0.953616, KL Divergence: 0.953490, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3122 [D loss: 0.842473, acc.: 64.27%, KL Divergence: 0.199735] [G loss: 1.021677, KL Divergence: 1.021514, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3123 [D loss: 0.844030, acc.: 64.41%, KL Divergence: 0.199913] [G loss: 1.063578, KL Divergence: 1.063358, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3124 [D loss: 0.822329, acc.: 62.23%, KL Divergence: 0.199986] [G loss: 1.095901, KL Divergence: 1.095623, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3125 [D loss: 0.842638, acc.: 64.28%, KL Divergence: 0.199801] [G loss: 0.980526, KL Divergence: 0.980347, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3126 [D loss: 0.834160, acc.: 63.42%, KL Divergence: 0.199972] [G loss: 1.021915, KL Divergence: 1.021632, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3127 [D loss: 0.825468, acc.: 62.57%, KL Divergence: 0.199744] [G loss: 0.948180, KL Divergence: 0.948010, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3128 [D loss: 0.799319, acc.: 59.95%, KL Divergence: 0.199822] [G loss: 0.983919, KL Divergence: 0.983693, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3129 [D loss: 0.832024, acc.: 63.24%, KL Divergence: 0.199672] [G loss: 0.898423, KL Divergence: 0.898257, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3130 [D loss: 0.805728, acc.: 60.61%, KL Divergence: 0.199668] [G loss: 0.931036, KL Divergence: 0.930871, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3131 [D loss: 0.838640, acc.: 63.90%, KL Divergence: 0.199637] [G loss: 0.862840, KL Divergence: 0.862701, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3132 [D loss: 0.814776, acc.: 61.50%, KL Divergence: 0.199734] [G loss: 0.903245, KL Divergence: 0.903083, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3133 [D loss: 0.834593, acc.: 63.48%, KL Divergence: 0.199756] [G loss: 0.893632, KL Divergence: 0.893483, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3134 [D loss: 0.845526, acc.: 64.56%, KL Divergence: 0.199926] [G loss: 0.977399, KL Divergence: 0.977212, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3135 [D loss: 0.864189, acc.: 66.44%, KL Divergence: 0.199839] [G loss: 0.958986, KL Divergence: 0.958836, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3136 [D loss: 0.821665, acc.: 62.19%, KL Divergence: 0.199761] [G loss: 1.051094, KL Divergence: 1.050956, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3137 [D loss: 0.827906, acc.: 62.82%, KL Divergence: 0.199701] [G loss: 1.070374, KL Divergence: 1.070227, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3138 [D loss: 0.804703, acc.: 60.49%, KL Divergence: 0.199833] [G loss: 1.126317, KL Divergence: 1.126118, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3139 [D loss: 0.818915, acc.: 61.92%, KL Divergence: 0.199755] [G loss: 1.030227, KL Divergence: 1.030061, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3140 [D loss: 0.830585, acc.: 63.09%, KL Divergence: 0.199707] [G loss: 0.935727, KL Divergence: 0.935580, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3141 [D loss: 0.835580, acc.: 63.57%, KL Divergence: 0.199896] [G loss: 0.988846, KL Divergence: 0.988620, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3142 [D loss: 0.855050, acc.: 65.53%, KL Divergence: 0.199713] [G loss: 0.881481, KL Divergence: 0.881335, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3143 [D loss: 0.861439, acc.: 66.16%, KL Divergence: 0.199803] [G loss: 0.975682, KL Divergence: 0.975467, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3144 [D loss: 0.836464, acc.: 63.66%, KL Divergence: 0.199832] [G loss: 1.054495, KL Divergence: 1.054256, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3145 [D loss: 0.845313, acc.: 64.56%, KL Divergence: 0.199678] [G loss: 0.930020, KL Divergence: 0.929877, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3146 [D loss: 0.803681, acc.: 60.41%, KL Divergence: 0.199585] [G loss: 0.978002, KL Divergence: 0.977872, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3147 [D loss: 0.803557, acc.: 60.39%, KL Divergence: 0.199694] [G loss: 0.975205, KL Divergence: 0.975039, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3148 [D loss: 0.813939, acc.: 61.44%, KL Divergence: 0.199577] [G loss: 0.905670, KL Divergence: 0.905549, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3149 [D loss: 0.800210, acc.: 60.06%, KL Divergence: 0.199612] [G loss: 0.890946, KL Divergence: 0.890824, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3150 [D loss: 0.848918, acc.: 64.93%, KL Divergence: 0.199660] [G loss: 0.873110, KL Divergence: 0.872978, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3151 [D loss: 0.857272, acc.: 65.76%, KL Divergence: 0.199645] [G loss: 0.921769, KL Divergence: 0.921627, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3152 [D loss: 0.858209, acc.: 65.85%, KL Divergence: 0.199667] [G loss: 0.970231, KL Divergence: 0.970084, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3153 [D loss: 0.858051, acc.: 65.84%, KL Divergence: 0.199673] [G loss: 0.969953, KL Divergence: 0.969828, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3154 [D loss: 0.844281, acc.: 64.47%, KL Divergence: 0.199573] [G loss: 1.001766, KL Divergence: 1.001656, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3155 [D loss: 0.820258, acc.: 62.07%, KL Divergence: 0.199557] [G loss: 1.035912, KL Divergence: 1.035797, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3156 [D loss: 0.814757, acc.: 61.51%, KL Divergence: 0.199670] [G loss: 1.084703, KL Divergence: 1.084549, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3157 [D loss: 0.803074, acc.: 60.34%, KL Divergence: 0.199649] [G loss: 1.000775, KL Divergence: 1.000637, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3158 [D loss: 0.824174, acc.: 62.45%, KL Divergence: 0.199688] [G loss: 0.938614, KL Divergence: 0.938473, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3159 [D loss: 0.833484, acc.: 63.38%, KL Divergence: 0.199675] [G loss: 0.958842, KL Divergence: 0.958695, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3160 [D loss: 0.848243, acc.: 64.86%, KL Divergence: 0.199630] [G loss: 0.884140, KL Divergence: 0.884012, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3161 [D loss: 0.839791, acc.: 64.01%, KL Divergence: 0.199641] [G loss: 0.916922, KL Divergence: 0.916786, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3162 [D loss: 0.829765, acc.: 63.00%, KL Divergence: 0.199795] [G loss: 1.047001, KL Divergence: 1.046763, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3163 [D loss: 0.844256, acc.: 64.47%, KL Divergence: 0.199522] [G loss: 0.914278, KL Divergence: 0.914158, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3164 [D loss: 0.813325, acc.: 61.36%, KL Divergence: 0.199748] [G loss: 0.996423, KL Divergence: 0.996254, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3165 [D loss: 0.799069, acc.: 59.94%, KL Divergence: 0.199660] [G loss: 1.002186, KL Divergence: 1.002038, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3166 [D loss: 0.814666, acc.: 61.50%, KL Divergence: 0.199644] [G loss: 0.939923, KL Divergence: 0.939787, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3167 [D loss: 0.831160, acc.: 63.15%, KL Divergence: 0.199617] [G loss: 0.953797, KL Divergence: 0.953665, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3168 [D loss: 0.843716, acc.: 64.41%, KL Divergence: 0.199571] [G loss: 0.932515, KL Divergence: 0.932392, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3169 [D loss: 0.861798, acc.: 66.22%, KL Divergence: 0.199566] [G loss: 0.896916, KL Divergence: 0.896799, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3170 [D loss: 0.834159, acc.: 63.46%, KL Divergence: 0.199596] [G loss: 0.979554, KL Divergence: 0.979432, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3171 [D loss: 0.832649, acc.: 63.31%, KL Divergence: 0.199570] [G loss: 1.023728, KL Divergence: 1.023602, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3172 [D loss: 0.839161, acc.: 63.96%, KL Divergence: 0.199554] [G loss: 0.988705, KL Divergence: 0.988587, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3173 [D loss: 0.811556, acc.: 61.19%, KL Divergence: 0.199653] [G loss: 1.005204, KL Divergence: 1.005067, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3174 [D loss: 0.829940, acc.: 63.03%, KL Divergence: 0.199680] [G loss: 1.007094, KL Divergence: 1.006937, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3175 [D loss: 0.841506, acc.: 64.19%, KL Divergence: 0.199635] [G loss: 0.979184, KL Divergence: 0.979024, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3176 [D loss: 0.849122, acc.: 64.96%, KL Divergence: 0.199535] [G loss: 0.858827, KL Divergence: 0.858723, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3177 [D loss: 0.845640, acc.: 64.60%, KL Divergence: 0.199602] [G loss: 0.907496, KL Divergence: 0.907368, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3178 [D loss: 0.827079, acc.: 62.75%, KL Divergence: 0.199532] [G loss: 0.960219, KL Divergence: 0.960088, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3179 [D loss: 0.828646, acc.: 62.91%, KL Divergence: 0.199594] [G loss: 0.942618, KL Divergence: 0.942466, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3180 [D loss: 0.816062, acc.: 61.65%, KL Divergence: 0.199598] [G loss: 0.943207, KL Divergence: 0.943068, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3181 [D loss: 0.790939, acc.: 59.14%, KL Divergence: 0.199544] [G loss: 0.915560, KL Divergence: 0.915456, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3182 [D loss: 0.820261, acc.: 62.07%, KL Divergence: 0.199569] [G loss: 0.963967, KL Divergence: 0.963833, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3183 [D loss: 0.809074, acc.: 60.94%, KL Divergence: 0.199630] [G loss: 1.027461, KL Divergence: 1.027314, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3184 [D loss: 0.837112, acc.: 63.75%, KL Divergence: 0.199575] [G loss: 0.897422, KL Divergence: 0.897316, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3185 [D loss: 0.848292, acc.: 64.88%, KL Divergence: 0.199527] [G loss: 0.942024, KL Divergence: 0.941913, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3186 [D loss: 0.837634, acc.: 63.81%, KL Divergence: 0.199561] [G loss: 1.008431, KL Divergence: 1.008314, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3187 [D loss: 0.833605, acc.: 63.40%, KL Divergence: 0.199568] [G loss: 1.100550, KL Divergence: 1.100410, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3188 [D loss: 0.826402, acc.: 62.68%, KL Divergence: 0.199627] [G loss: 1.062518, KL Divergence: 1.062379, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3189 [D loss: 0.835222, acc.: 63.56%, KL Divergence: 0.199651] [G loss: 1.075364, KL Divergence: 1.075226, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3190 [D loss: 0.839821, acc.: 64.02%, KL Divergence: 0.199638] [G loss: 1.055597, KL Divergence: 1.055435, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3191 [D loss: 0.835736, acc.: 63.61%, KL Divergence: 0.199682] [G loss: 1.020468, KL Divergence: 1.020309, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3192 [D loss: 0.833268, acc.: 63.36%, KL Divergence: 0.199671] [G loss: 0.981568, KL Divergence: 0.981403, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3193 [D loss: 0.860058, acc.: 66.05%, KL Divergence: 0.199566] [G loss: 0.865034, KL Divergence: 0.864920, FID: 61.330326]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3194 [D loss: 0.833632, acc.: 63.40%, KL Divergence: 0.199630] [G loss: 0.980960, KL Divergence: 0.980808, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3195 [D loss: 0.843431, acc.: 64.39%, KL Divergence: 0.199555] [G loss: 0.909726, KL Divergence: 0.909594, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3196 [D loss: 0.805974, acc.: 60.63%, KL Divergence: 0.199645] [G loss: 0.984647, KL Divergence: 0.984492, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3197 [D loss: 0.826957, acc.: 62.74%, KL Divergence: 0.199523] [G loss: 0.926255, KL Divergence: 0.926123, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3198 [D loss: 0.805154, acc.: 60.55%, KL Divergence: 0.199674] [G loss: 1.060779, KL Divergence: 1.060604, FID: 61.330326]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3199 [D loss: 0.821323, acc.: 62.18%, KL Divergence: 0.199539] [G loss: 0.934222, KL Divergence: 0.934116, FID: 61.330326]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 116ms/step
4/4 [==============================] - 1s 91ms/step
3200 [D loss: 0.822799, acc.: 62.32%, KL Divergence: 0.199565] [G loss: 0.980648, KL Divergence: 0.980531, FID: 78.701284]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 56ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3201 [D loss: 0.843485, acc.: 64.39%, KL Divergence: 0.199551] [G loss: 1.064834, KL Divergence: 1.064704, FID: 78.701284]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3202 [D loss: 0.822358, acc.: 62.29%, KL Divergence: 0.199501] [G loss: 1.044389, KL Divergence: 1.044284, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3203 [D loss: 0.825626, acc.: 62.61%, KL Divergence: 0.199570] [G loss: 1.114459, KL Divergence: 1.114326, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3204 [D loss: 0.801386, acc.: 60.18%, KL Divergence: 0.199608] [G loss: 1.058402, KL Divergence: 1.058279, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3205 [D loss: 0.824721, acc.: 62.50%, KL Divergence: 0.199680] [G loss: 1.154059, KL Divergence: 1.153892, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3206 [D loss: 0.847618, acc.: 64.80%, KL Divergence: 0.199653] [G loss: 0.981321, KL Divergence: 0.981176, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3207 [D loss: 0.825850, acc.: 62.61%, KL Divergence: 0.199750] [G loss: 1.042181, KL Divergence: 1.042022, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3208 [D loss: 0.850660, acc.: 65.09%, KL Divergence: 0.199713] [G loss: 0.971476, KL Divergence: 0.971328, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3209 [D loss: 0.863590, acc.: 66.39%, KL Divergence: 0.199645] [G loss: 0.990904, KL Divergence: 0.990762, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3210 [D loss: 0.841729, acc.: 64.22%, KL Divergence: 0.199521] [G loss: 0.935094, KL Divergence: 0.934980, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3211 [D loss: 0.817222, acc.: 61.77%, KL Divergence: 0.199520] [G loss: 1.024541, KL Divergence: 1.024407, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3212 [D loss: 0.763999, acc.: 56.46%, KL Divergence: 0.199395] [G loss: 0.992319, KL Divergence: 0.992239, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3213 [D loss: 0.769278, acc.: 56.97%, KL Divergence: 0.199529] [G loss: 0.974254, KL Divergence: 0.974127, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3214 [D loss: 0.761258, acc.: 56.17%, KL Divergence: 0.199570] [G loss: 0.937670, KL Divergence: 0.937575, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3215 [D loss: 0.828489, acc.: 62.90%, KL Divergence: 0.199518] [G loss: 0.846309, KL Divergence: 0.846209, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3216 [D loss: 0.823134, acc.: 62.36%, KL Divergence: 0.199581] [G loss: 0.964703, KL Divergence: 0.964583, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3217 [D loss: 0.844810, acc.: 64.52%, KL Divergence: 0.199587] [G loss: 0.974629, KL Divergence: 0.974517, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3218 [D loss: 0.814770, acc.: 61.52%, KL Divergence: 0.199560] [G loss: 1.132626, KL Divergence: 1.132497, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3219 [D loss: 0.830061, acc.: 63.05%, KL Divergence: 0.199574] [G loss: 1.117147, KL Divergence: 1.117021, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3220 [D loss: 0.811321, acc.: 61.18%, KL Divergence: 0.199533] [G loss: 1.049709, KL Divergence: 1.049598, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3221 [D loss: 0.813363, acc.: 61.38%, KL Divergence: 0.199573] [G loss: 1.090545, KL Divergence: 1.090415, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3222 [D loss: 0.804340, acc.: 60.47%, KL Divergence: 0.199592] [G loss: 1.029921, KL Divergence: 1.029797, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3223 [D loss: 0.834636, acc.: 63.50%, KL Divergence: 0.199648] [G loss: 1.037563, KL Divergence: 1.037413, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3224 [D loss: 0.850927, acc.: 65.13%, KL Divergence: 0.199660] [G loss: 0.959608, KL Divergence: 0.959455, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3225 [D loss: 0.854039, acc.: 65.44%, KL Divergence: 0.199683] [G loss: 1.021717, KL Divergence: 1.021541, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3226 [D loss: 0.853088, acc.: 65.35%, KL Divergence: 0.199623] [G loss: 0.928811, KL Divergence: 0.928683, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3227 [D loss: 0.824222, acc.: 62.47%, KL Divergence: 0.199559] [G loss: 0.949786, KL Divergence: 0.949677, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3228 [D loss: 0.809464, acc.: 60.99%, KL Divergence: 0.199574] [G loss: 1.037950, KL Divergence: 1.037812, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3229 [D loss: 0.781508, acc.: 58.20%, KL Divergence: 0.199520] [G loss: 1.008867, KL Divergence: 1.008761, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3230 [D loss: 0.829222, acc.: 62.97%, KL Divergence: 0.199520] [G loss: 0.880983, KL Divergence: 0.880880, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3231 [D loss: 0.791170, acc.: 59.16%, KL Divergence: 0.199579] [G loss: 1.001809, KL Divergence: 1.001699, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3232 [D loss: 0.811945, acc.: 61.24%, KL Divergence: 0.199538] [G loss: 0.926121, KL Divergence: 0.926024, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3233 [D loss: 0.821032, acc.: 62.15%, KL Divergence: 0.199524] [G loss: 1.023072, KL Divergence: 1.022956, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3234 [D loss: 0.834100, acc.: 63.45%, KL Divergence: 0.199589] [G loss: 1.031413, KL Divergence: 1.031294, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3235 [D loss: 0.819124, acc.: 61.96%, KL Divergence: 0.199574] [G loss: 1.027049, KL Divergence: 1.026931, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3236 [D loss: 0.841168, acc.: 64.17%, KL Divergence: 0.199512] [G loss: 1.000420, KL Divergence: 1.000313, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3237 [D loss: 0.825899, acc.: 62.63%, KL Divergence: 0.199569] [G loss: 1.066598, KL Divergence: 1.066478, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3238 [D loss: 0.842326, acc.: 64.28%, KL Divergence: 0.199521] [G loss: 0.997927, KL Divergence: 0.997813, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
3239 [D loss: 0.844719, acc.: 64.51%, KL Divergence: 0.199593] [G loss: 1.102057, KL Divergence: 1.101908, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3240 [D loss: 0.845126, acc.: 64.56%, KL Divergence: 0.199543] [G loss: 1.030036, KL Divergence: 1.029903, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3241 [D loss: 0.825462, acc.: 62.59%, KL Divergence: 0.199541] [G loss: 0.944293, KL Divergence: 0.944181, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3242 [D loss: 0.838723, acc.: 63.92%, KL Divergence: 0.199505] [G loss: 0.932507, KL Divergence: 0.932392, FID: 78.701284]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3243 [D loss: 0.823664, acc.: 62.41%, KL Divergence: 0.199518] [G loss: 0.930757, KL Divergence: 0.930647, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 11ms/step
3244 [D loss: 0.817912, acc.: 61.84%, KL Divergence: 0.199531] [G loss: 0.940208, KL Divergence: 0.940096, FID: 78.701284]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
3245 [D loss: 0.831973, acc.: 63.25%, KL Divergence: 0.199475] [G loss: 0.948141, KL Divergence: 0.948033, FID: 78.701284]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 9ms/step
3246 [D loss: 0.849465, acc.: 64.99%, KL Divergence: 0.199582] [G loss: 0.986001, KL Divergence: 0.985882, FID: 78.701284]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
3247 [D loss: 0.810941, acc.: 61.14%, KL Divergence: 0.199506] [G loss: 1.055962, KL Divergence: 1.055856, FID: 78.701284]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 12ms/step
3248 [D loss: 0.825929, acc.: 62.65%, KL Divergence: 0.199475] [G loss: 1.010818, KL Divergence: 1.010720, FID: 78.701284]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
3249 [D loss: 0.808963, acc.: 60.95%, KL Divergence: 0.199505] [G loss: 1.026083, KL Divergence: 1.025985, FID: 78.701284]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
3250 [D loss: 0.815959, acc.: 61.64%, KL Divergence: 0.199512] [G loss: 0.996152, KL Divergence: 0.996045, FID: 78.701284]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
3251 [D loss: 0.850199, acc.: 65.07%, KL Divergence: 0.199505] [G loss: 0.952999, KL Divergence: 0.952890, FID: 78.701284]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 10ms/step
3252 [D loss: 0.839588, acc.: 64.00%, KL Divergence: 0.199545] [G loss: 0.978108, KL Divergence: 0.978000, FID: 78.701284]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 10ms/step
3253 [D loss: 0.819496, acc.: 62.00%, KL Divergence: 0.199540] [G loss: 1.019178, KL Divergence: 1.019064, FID: 78.701284]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 9ms/step
3254 [D loss: 0.826926, acc.: 62.74%, KL Divergence: 0.199483] [G loss: 0.965348, KL Divergence: 0.965246, FID: 78.701284]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
3255 [D loss: 0.812091, acc.: 61.26%, KL Divergence: 0.199516] [G loss: 0.990081, KL Divergence: 0.989961, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3256 [D loss: 0.828370, acc.: 62.88%, KL Divergence: 0.199534] [G loss: 0.988050, KL Divergence: 0.987927, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3257 [D loss: 0.823236, acc.: 62.38%, KL Divergence: 0.199457] [G loss: 0.922170, KL Divergence: 0.922067, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3258 [D loss: 0.832981, acc.: 63.34%, KL Divergence: 0.199571] [G loss: 0.966135, KL Divergence: 0.966013, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3259 [D loss: 0.807981, acc.: 60.85%, KL Divergence: 0.199439] [G loss: 0.951105, KL Divergence: 0.951010, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3260 [D loss: 0.831169, acc.: 63.16%, KL Divergence: 0.199537] [G loss: 0.970353, KL Divergence: 0.970241, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3261 [D loss: 0.822760, acc.: 62.33%, KL Divergence: 0.199482] [G loss: 0.919189, KL Divergence: 0.919087, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3262 [D loss: 0.825212, acc.: 62.57%, KL Divergence: 0.199466] [G loss: 0.936968, KL Divergence: 0.936874, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3263 [D loss: 0.818544, acc.: 61.90%, KL Divergence: 0.199530] [G loss: 0.965958, KL Divergence: 0.965853, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3264 [D loss: 0.823906, acc.: 62.44%, KL Divergence: 0.199510] [G loss: 0.956211, KL Divergence: 0.956107, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3265 [D loss: 0.836571, acc.: 63.71%, KL Divergence: 0.199481] [G loss: 0.946864, KL Divergence: 0.946763, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3266 [D loss: 0.828400, acc.: 62.89%, KL Divergence: 0.199542] [G loss: 1.015016, KL Divergence: 1.014902, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3267 [D loss: 0.829539, acc.: 63.00%, KL Divergence: 0.199513] [G loss: 1.005824, KL Divergence: 1.005714, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3268 [D loss: 0.820259, acc.: 62.07%, KL Divergence: 0.199602] [G loss: 1.114008, KL Divergence: 1.113867, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3269 [D loss: 0.840515, acc.: 64.10%, KL Divergence: 0.199497] [G loss: 0.915813, KL Divergence: 0.915715, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3270 [D loss: 0.824730, acc.: 62.51%, KL Divergence: 0.199598] [G loss: 1.031258, KL Divergence: 1.031132, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3271 [D loss: 0.836726, acc.: 63.72%, KL Divergence: 0.199482] [G loss: 0.904838, KL Divergence: 0.904736, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3272 [D loss: 0.827401, acc.: 62.80%, KL Divergence: 0.199426] [G loss: 0.944777, KL Divergence: 0.944679, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3273 [D loss: 0.819192, acc.: 61.97%, KL Divergence: 0.199527] [G loss: 0.973834, KL Divergence: 0.973720, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3274 [D loss: 0.816678, acc.: 61.73%, KL Divergence: 0.199411] [G loss: 0.933496, KL Divergence: 0.933403, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3275 [D loss: 0.831717, acc.: 63.22%, KL Divergence: 0.199515] [G loss: 0.966834, KL Divergence: 0.966725, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3276 [D loss: 0.824898, acc.: 62.54%, KL Divergence: 0.199490] [G loss: 0.912629, KL Divergence: 0.912538, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3277 [D loss: 0.820570, acc.: 62.11%, KL Divergence: 0.199475] [G loss: 0.914894, KL Divergence: 0.914805, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3278 [D loss: 0.815738, acc.: 61.63%, KL Divergence: 0.199447] [G loss: 1.042113, KL Divergence: 1.042015, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3279 [D loss: 0.837901, acc.: 63.85%, KL Divergence: 0.199450] [G loss: 0.985168, KL Divergence: 0.985074, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3280 [D loss: 0.834274, acc.: 63.48%, KL Divergence: 0.199448] [G loss: 0.951656, KL Divergence: 0.951564, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3281 [D loss: 0.836390, acc.: 63.69%, KL Divergence: 0.199463] [G loss: 0.946634, KL Divergence: 0.946545, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3282 [D loss: 0.827516, acc.: 62.81%, KL Divergence: 0.199447] [G loss: 1.016526, KL Divergence: 1.016427, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3283 [D loss: 0.823963, acc.: 62.44%, KL Divergence: 0.199536] [G loss: 1.033122, KL Divergence: 1.033015, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3284 [D loss: 0.844366, acc.: 64.49%, KL Divergence: 0.199506] [G loss: 0.991935, KL Divergence: 0.991826, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3285 [D loss: 0.832469, acc.: 63.29%, KL Divergence: 0.199524] [G loss: 0.971890, KL Divergence: 0.971778, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3286 [D loss: 0.839738, acc.: 64.02%, KL Divergence: 0.199565] [G loss: 1.047074, KL Divergence: 1.046952, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3287 [D loss: 0.851530, acc.: 65.20%, KL Divergence: 0.199481] [G loss: 0.928166, KL Divergence: 0.928060, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3288 [D loss: 0.840358, acc.: 64.09%, KL Divergence: 0.199477] [G loss: 0.971403, KL Divergence: 0.971300, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3289 [D loss: 0.805373, acc.: 60.59%, KL Divergence: 0.199468] [G loss: 1.042294, KL Divergence: 1.042194, FID: 78.701284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3290 [D loss: 0.823659, acc.: 62.42%, KL Divergence: 0.199437] [G loss: 0.916695, KL Divergence: 0.916609, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3291 [D loss: 0.804152, acc.: 60.47%, KL Divergence: 0.199468] [G loss: 0.989916, KL Divergence: 0.989825, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3292 [D loss: 0.795807, acc.: 59.64%, KL Divergence: 0.199415] [G loss: 0.960431, KL Divergence: 0.960349, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3293 [D loss: 0.838661, acc.: 63.92%, KL Divergence: 0.199438] [G loss: 0.897027, KL Divergence: 0.896942, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3294 [D loss: 0.844215, acc.: 64.48%, KL Divergence: 0.199449] [G loss: 0.945548, KL Divergence: 0.945464, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3295 [D loss: 0.862907, acc.: 66.35%, KL Divergence: 0.199451] [G loss: 0.943408, KL Divergence: 0.943315, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3296 [D loss: 0.861152, acc.: 66.17%, KL Divergence: 0.199450] [G loss: 1.056513, KL Divergence: 1.056413, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3297 [D loss: 0.824414, acc.: 62.50%, KL Divergence: 0.199455] [G loss: 1.131204, KL Divergence: 1.131105, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3298 [D loss: 0.813972, acc.: 61.45%, KL Divergence: 0.199506] [G loss: 1.100576, KL Divergence: 1.100473, FID: 78.701284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3299 [D loss: 0.811087, acc.: 61.16%, KL Divergence: 0.199502] [G loss: 1.029967, KL Divergence: 1.029871, FID: 78.701284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 71ms/step
4/4 [==============================] - 1s 81ms/step
3300 [D loss: 0.843323, acc.: 64.38%, KL Divergence: 0.199515] [G loss: 0.894577, KL Divergence: 0.894479, FID: 74.210351]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3301 [D loss: 0.856287, acc.: 65.67%, KL Divergence: 0.199577] [G loss: 1.033401, KL Divergence: 1.033279, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3302 [D loss: 0.873021, acc.: 67.36%, KL Divergence: 0.199465] [G loss: 0.922326, KL Divergence: 0.922225, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3303 [D loss: 0.853879, acc.: 65.44%, KL Divergence: 0.199448] [G loss: 0.936728, KL Divergence: 0.936636, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3304 [D loss: 0.806851, acc.: 60.74%, KL Divergence: 0.199409] [G loss: 1.049115, KL Divergence: 1.049019, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3305 [D loss: 0.797016, acc.: 59.76%, KL Divergence: 0.199398] [G loss: 0.990416, KL Divergence: 0.990326, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3306 [D loss: 0.777087, acc.: 57.77%, KL Divergence: 0.199367] [G loss: 0.962838, KL Divergence: 0.962761, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3307 [D loss: 0.789225, acc.: 58.97%, KL Divergence: 0.199512] [G loss: 0.948752, KL Divergence: 0.948665, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3308 [D loss: 0.815022, acc.: 61.56%, KL Divergence: 0.199436] [G loss: 0.903355, KL Divergence: 0.903269, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3309 [D loss: 0.827955, acc.: 62.85%, KL Divergence: 0.199443] [G loss: 0.923634, KL Divergence: 0.923544, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3310 [D loss: 0.861236, acc.: 66.18%, KL Divergence: 0.199443] [G loss: 0.952474, KL Divergence: 0.952383, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3311 [D loss: 0.857784, acc.: 65.83%, KL Divergence: 0.199454] [G loss: 1.041967, KL Divergence: 1.041870, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3312 [D loss: 0.832778, acc.: 63.33%, KL Divergence: 0.199518] [G loss: 1.179468, KL Divergence: 1.179361, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3313 [D loss: 0.834451, acc.: 63.49%, KL Divergence: 0.199512] [G loss: 1.117439, KL Divergence: 1.117328, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3314 [D loss: 0.809972, acc.: 61.05%, KL Divergence: 0.199477] [G loss: 1.144740, KL Divergence: 1.144634, FID: 74.210351]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3315 [D loss: 0.812091, acc.: 61.26%, KL Divergence: 0.199514] [G loss: 1.031665, KL Divergence: 1.031559, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3316 [D loss: 0.822041, acc.: 62.26%, KL Divergence: 0.199474] [G loss: 0.997716, KL Divergence: 0.997619, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3317 [D loss: 0.850740, acc.: 65.14%, KL Divergence: 0.199383] [G loss: 0.842970, KL Divergence: 0.842884, FID: 74.210351]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3318 [D loss: 0.852540, acc.: 65.31%, KL Divergence: 0.199411] [G loss: 0.852760, KL Divergence: 0.852675, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3319 [D loss: 0.808869, acc.: 60.95%, KL Divergence: 0.199383] [G loss: 0.937106, KL Divergence: 0.937020, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3320 [D loss: 0.838379, acc.: 63.89%, KL Divergence: 0.199460] [G loss: 0.956576, KL Divergence: 0.956484, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3321 [D loss: 0.793405, acc.: 59.40%, KL Divergence: 0.199437] [G loss: 1.030431, KL Divergence: 1.030341, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3322 [D loss: 0.781429, acc.: 58.20%, KL Divergence: 0.199446] [G loss: 1.103961, KL Divergence: 1.103868, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3323 [D loss: 0.792765, acc.: 59.34%, KL Divergence: 0.199401] [G loss: 1.038436, KL Divergence: 1.038351, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3324 [D loss: 0.813179, acc.: 61.38%, KL Divergence: 0.199414] [G loss: 1.012658, KL Divergence: 1.012574, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3325 [D loss: 0.830417, acc.: 63.10%, KL Divergence: 0.199444] [G loss: 1.040361, KL Divergence: 1.040272, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3326 [D loss: 0.821277, acc.: 62.18%, KL Divergence: 0.199453] [G loss: 1.076314, KL Divergence: 1.076221, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3327 [D loss: 0.842853, acc.: 64.33%, KL Divergence: 0.199534] [G loss: 1.060379, KL Divergence: 1.060274, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3328 [D loss: 0.818688, acc.: 61.90%, KL Divergence: 0.199713] [G loss: 1.198395, KL Divergence: 1.198276, FID: 74.210351]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3329 [D loss: 0.814660, acc.: 61.50%, KL Divergence: 0.199688] [G loss: 1.064752, KL Divergence: 1.064641, FID: 74.210351]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3330 [D loss: 0.839331, acc.: 63.97%, KL Divergence: 0.199680] [G loss: 0.993606, KL Divergence: 0.993490, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3331 [D loss: 0.855145, acc.: 65.56%, KL Divergence: 0.199542] [G loss: 0.882183, KL Divergence: 0.882083, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3332 [D loss: 0.844317, acc.: 64.48%, KL Divergence: 0.199558] [G loss: 0.978577, KL Divergence: 0.978471, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3333 [D loss: 0.825211, acc.: 62.57%, KL Divergence: 0.199474] [G loss: 1.027773, KL Divergence: 1.027680, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3334 [D loss: 0.805328, acc.: 60.59%, KL Divergence: 0.199432] [G loss: 1.043546, KL Divergence: 1.043458, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3335 [D loss: 0.742040, acc.: 54.27%, KL Divergence: 0.199372] [G loss: 1.063127, KL Divergence: 1.063048, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3336 [D loss: 0.763133, acc.: 56.37%, KL Divergence: 0.199409] [G loss: 0.984828, KL Divergence: 0.984747, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3337 [D loss: 0.826029, acc.: 62.66%, KL Divergence: 0.199470] [G loss: 0.836863, KL Divergence: 0.836777, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3338 [D loss: 0.811498, acc.: 61.20%, KL Divergence: 0.199451] [G loss: 0.966116, KL Divergence: 0.966028, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3339 [D loss: 0.821794, acc.: 62.24%, KL Divergence: 0.199440] [G loss: 0.956106, KL Divergence: 0.956022, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3340 [D loss: 0.827790, acc.: 62.84%, KL Divergence: 0.199400] [G loss: 0.966746, KL Divergence: 0.966663, FID: 74.210351]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3341 [D loss: 0.816711, acc.: 61.72%, KL Divergence: 0.199480] [G loss: 1.015085, KL Divergence: 1.014992, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3342 [D loss: 0.807560, acc.: 60.81%, KL Divergence: 0.199427] [G loss: 1.037027, KL Divergence: 1.036940, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3343 [D loss: 0.814500, acc.: 61.50%, KL Divergence: 0.199538] [G loss: 1.063035, KL Divergence: 1.062933, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3344 [D loss: 0.822862, acc.: 62.34%, KL Divergence: 0.199490] [G loss: 1.063267, KL Divergence: 1.063160, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3345 [D loss: 0.819818, acc.: 62.03%, KL Divergence: 0.199479] [G loss: 0.997993, KL Divergence: 0.997896, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3346 [D loss: 0.858150, acc.: 65.86%, KL Divergence: 0.199536] [G loss: 0.891944, KL Divergence: 0.891840, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3347 [D loss: 0.847990, acc.: 64.84%, KL Divergence: 0.199570] [G loss: 1.030781, KL Divergence: 1.030665, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3348 [D loss: 0.856775, acc.: 65.73%, KL Divergence: 0.199471] [G loss: 0.930850, KL Divergence: 0.930753, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3349 [D loss: 0.861090, acc.: 66.16%, KL Divergence: 0.199497] [G loss: 0.927382, KL Divergence: 0.927287, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
3350 [D loss: 0.827213, acc.: 62.78%, KL Divergence: 0.199439] [G loss: 0.969231, KL Divergence: 0.969144, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3351 [D loss: 0.806011, acc.: 60.66%, KL Divergence: 0.199452] [G loss: 1.018551, KL Divergence: 1.018459, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3352 [D loss: 0.781979, acc.: 58.26%, KL Divergence: 0.199420] [G loss: 1.018794, KL Divergence: 1.018712, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3353 [D loss: 0.813112, acc.: 61.37%, KL Divergence: 0.199402] [G loss: 0.958796, KL Divergence: 0.958709, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3354 [D loss: 0.799802, acc.: 60.03%, KL Divergence: 0.199479] [G loss: 0.985785, KL Divergence: 0.985692, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3355 [D loss: 0.848354, acc.: 64.89%, KL Divergence: 0.199428] [G loss: 0.915004, KL Divergence: 0.914918, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3356 [D loss: 0.841809, acc.: 64.23%, KL Divergence: 0.199461] [G loss: 0.987230, KL Divergence: 0.987135, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
3357 [D loss: 0.826111, acc.: 62.66%, KL Divergence: 0.199513] [G loss: 1.070991, KL Divergence: 1.070891, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3358 [D loss: 0.845551, acc.: 64.61%, KL Divergence: 0.199430] [G loss: 1.020883, KL Divergence: 1.020790, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3359 [D loss: 0.797320, acc.: 59.78%, KL Divergence: 0.199507] [G loss: 1.139154, KL Divergence: 1.139051, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3360 [D loss: 0.825310, acc.: 62.58%, KL Divergence: 0.199515] [G loss: 1.166472, KL Divergence: 1.166367, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3361 [D loss: 0.830709, acc.: 63.13%, KL Divergence: 0.199416] [G loss: 1.007095, KL Divergence: 1.007001, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3362 [D loss: 0.834719, acc.: 63.53%, KL Divergence: 0.199414] [G loss: 0.956076, KL Divergence: 0.955985, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3363 [D loss: 0.866700, acc.: 66.73%, KL Divergence: 0.199435] [G loss: 0.833999, KL Divergence: 0.833915, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3364 [D loss: 0.844450, acc.: 64.50%, KL Divergence: 0.199411] [G loss: 0.981213, KL Divergence: 0.981123, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3365 [D loss: 0.851364, acc.: 65.20%, KL Divergence: 0.199409] [G loss: 0.893452, KL Divergence: 0.893371, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3366 [D loss: 0.796981, acc.: 59.75%, KL Divergence: 0.199453] [G loss: 1.005932, KL Divergence: 1.005849, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3367 [D loss: 0.818955, acc.: 61.96%, KL Divergence: 0.199382] [G loss: 0.966783, KL Divergence: 0.966701, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3368 [D loss: 0.793359, acc.: 59.39%, KL Divergence: 0.199420] [G loss: 1.004671, KL Divergence: 1.004587, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3369 [D loss: 0.820517, acc.: 62.11%, KL Divergence: 0.199410] [G loss: 0.968719, KL Divergence: 0.968640, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3370 [D loss: 0.844610, acc.: 64.52%, KL Divergence: 0.199446] [G loss: 0.957221, KL Divergence: 0.957132, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3371 [D loss: 0.869063, acc.: 66.95%, KL Divergence: 0.199524] [G loss: 1.015321, KL Divergence: 1.015226, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3372 [D loss: 0.806300, acc.: 60.68%, KL Divergence: 0.199504] [G loss: 1.250746, KL Divergence: 1.250641, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3373 [D loss: 0.808171, acc.: 60.88%, KL Divergence: 0.199417] [G loss: 1.102015, KL Divergence: 1.101922, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3374 [D loss: 0.798122, acc.: 59.86%, KL Divergence: 0.199498] [G loss: 1.056528, KL Divergence: 1.056432, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3375 [D loss: 0.824546, acc.: 62.51%, KL Divergence: 0.199459] [G loss: 0.965510, KL Divergence: 0.965417, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3376 [D loss: 0.831319, acc.: 63.19%, KL Divergence: 0.199458] [G loss: 0.886951, KL Divergence: 0.886862, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3377 [D loss: 0.856181, acc.: 65.67%, KL Divergence: 0.199436] [G loss: 0.921743, KL Divergence: 0.921648, FID: 74.210351]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3378 [D loss: 0.814364, acc.: 61.49%, KL Divergence: 0.199424] [G loss: 1.019558, KL Divergence: 1.019472, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3379 [D loss: 0.834173, acc.: 63.47%, KL Divergence: 0.199429] [G loss: 0.912290, KL Divergence: 0.912205, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3380 [D loss: 0.817468, acc.: 61.81%, KL Divergence: 0.199374] [G loss: 0.978135, KL Divergence: 0.978054, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3381 [D loss: 0.793014, acc.: 59.36%, KL Divergence: 0.199386] [G loss: 1.015397, KL Divergence: 1.015316, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3382 [D loss: 0.788838, acc.: 58.94%, KL Divergence: 0.199434] [G loss: 1.035002, KL Divergence: 1.034918, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3383 [D loss: 0.810725, acc.: 61.12%, KL Divergence: 0.199475] [G loss: 0.892591, KL Divergence: 0.892508, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3384 [D loss: 0.831069, acc.: 63.16%, KL Divergence: 0.199445] [G loss: 0.867841, KL Divergence: 0.867761, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3385 [D loss: 0.833283, acc.: 63.39%, KL Divergence: 0.199421] [G loss: 0.937991, KL Divergence: 0.937908, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3386 [D loss: 0.848617, acc.: 64.92%, KL Divergence: 0.199426] [G loss: 0.934150, KL Divergence: 0.934062, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3387 [D loss: 0.842787, acc.: 64.33%, KL Divergence: 0.199481] [G loss: 1.072755, KL Divergence: 1.072660, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3388 [D loss: 0.829582, acc.: 63.01%, KL Divergence: 0.199442] [G loss: 1.041780, KL Divergence: 1.041689, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3389 [D loss: 0.826419, acc.: 62.69%, KL Divergence: 0.199499] [G loss: 1.064689, KL Divergence: 1.064592, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3390 [D loss: 0.813401, acc.: 61.40%, KL Divergence: 0.199425] [G loss: 1.021467, KL Divergence: 1.021373, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3391 [D loss: 0.830217, acc.: 63.07%, KL Divergence: 0.199467] [G loss: 1.015834, KL Divergence: 1.015735, FID: 74.210351]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3392 [D loss: 0.826928, acc.: 62.75%, KL Divergence: 0.199467] [G loss: 0.957160, KL Divergence: 0.957067, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3393 [D loss: 0.844394, acc.: 64.49%, KL Divergence: 0.199458] [G loss: 0.949101, KL Divergence: 0.949010, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3394 [D loss: 0.830535, acc.: 63.11%, KL Divergence: 0.199421] [G loss: 0.931260, KL Divergence: 0.931176, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3395 [D loss: 0.853331, acc.: 65.39%, KL Divergence: 0.199415] [G loss: 0.915533, KL Divergence: 0.915448, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3396 [D loss: 0.816743, acc.: 61.74%, KL Divergence: 0.199358] [G loss: 0.894090, KL Divergence: 0.894017, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3397 [D loss: 0.828591, acc.: 62.92%, KL Divergence: 0.199386] [G loss: 0.892688, KL Divergence: 0.892610, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3398 [D loss: 0.829855, acc.: 63.05%, KL Divergence: 0.199362] [G loss: 0.916427, KL Divergence: 0.916348, FID: 74.210351]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3399 [D loss: 0.813568, acc.: 61.42%, KL Divergence: 0.199412] [G loss: 0.975358, KL Divergence: 0.975275, FID: 74.210351]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 65ms/step
4/4 [==============================] - 1s 91ms/step
3400 [D loss: 0.833757, acc.: 63.44%, KL Divergence: 0.199396] [G loss: 0.939529, KL Divergence: 0.939449, FID: 77.534523]
1/1 [==============================] - 0s 37ms/step
4/4 [==============================] - 0s 71ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3401 [D loss: 0.857950, acc.: 65.85%, KL Divergence: 0.199406] [G loss: 0.946321, KL Divergence: 0.946236, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3402 [D loss: 0.838196, acc.: 63.88%, KL Divergence: 0.199429] [G loss: 1.064575, KL Divergence: 1.064482, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3403 [D loss: 0.829495, acc.: 63.00%, KL Divergence: 0.199471] [G loss: 1.102128, KL Divergence: 1.102027, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3404 [D loss: 0.808110, acc.: 60.86%, KL Divergence: 0.199462] [G loss: 1.146022, KL Divergence: 1.145931, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3405 [D loss: 0.837184, acc.: 63.77%, KL Divergence: 0.199468] [G loss: 0.963220, KL Divergence: 0.963125, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3406 [D loss: 0.829554, acc.: 63.01%, KL Divergence: 0.199454] [G loss: 1.039051, KL Divergence: 1.038961, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3407 [D loss: 0.841736, acc.: 64.22%, KL Divergence: 0.199487] [G loss: 0.913747, KL Divergence: 0.913661, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3408 [D loss: 0.854129, acc.: 65.47%, KL Divergence: 0.199430] [G loss: 0.913752, KL Divergence: 0.913665, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3409 [D loss: 0.823795, acc.: 62.44%, KL Divergence: 0.199390] [G loss: 0.980785, KL Divergence: 0.980704, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3410 [D loss: 0.842195, acc.: 64.27%, KL Divergence: 0.199462] [G loss: 1.029096, KL Divergence: 1.029004, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3411 [D loss: 0.790598, acc.: 59.12%, KL Divergence: 0.199398] [G loss: 1.010232, KL Divergence: 1.010150, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3412 [D loss: 0.802243, acc.: 60.28%, KL Divergence: 0.199410] [G loss: 1.001388, KL Divergence: 1.001308, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3413 [D loss: 0.817942, acc.: 61.85%, KL Divergence: 0.199419] [G loss: 0.973419, KL Divergence: 0.973336, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3414 [D loss: 0.820691, acc.: 62.13%, KL Divergence: 0.199440] [G loss: 0.975654, KL Divergence: 0.975570, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3415 [D loss: 0.829411, acc.: 63.00%, KL Divergence: 0.199391] [G loss: 1.018986, KL Divergence: 1.018903, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3416 [D loss: 0.811443, acc.: 61.20%, KL Divergence: 0.199458] [G loss: 1.145767, KL Divergence: 1.145676, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3417 [D loss: 0.820531, acc.: 62.11%, KL Divergence: 0.199448] [G loss: 1.093070, KL Divergence: 1.092974, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3418 [D loss: 0.810481, acc.: 61.10%, KL Divergence: 0.199452] [G loss: 1.132087, KL Divergence: 1.131987, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3419 [D loss: 0.847362, acc.: 64.79%, KL Divergence: 0.199456] [G loss: 0.928870, KL Divergence: 0.928774, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3420 [D loss: 0.831518, acc.: 63.21%, KL Divergence: 0.199461] [G loss: 0.960591, KL Divergence: 0.960495, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3421 [D loss: 0.844981, acc.: 64.55%, KL Divergence: 0.199508] [G loss: 1.019184, KL Divergence: 1.019087, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3422 [D loss: 0.879910, acc.: 68.06%, KL Divergence: 0.199346] [G loss: 0.848864, KL Divergence: 0.848785, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3423 [D loss: 0.844750, acc.: 64.54%, KL Divergence: 0.199367] [G loss: 0.946732, KL Divergence: 0.946650, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3424 [D loss: 0.793456, acc.: 59.41%, KL Divergence: 0.199318] [G loss: 1.006022, KL Divergence: 1.005951, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3425 [D loss: 0.802399, acc.: 60.30%, KL Divergence: 0.199368] [G loss: 0.947417, KL Divergence: 0.947338, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3426 [D loss: 0.795625, acc.: 59.62%, KL Divergence: 0.199391] [G loss: 0.971575, KL Divergence: 0.971492, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3427 [D loss: 0.779510, acc.: 58.01%, KL Divergence: 0.199391] [G loss: 0.970553, KL Divergence: 0.970477, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3428 [D loss: 0.813786, acc.: 61.44%, KL Divergence: 0.199400] [G loss: 0.907672, KL Divergence: 0.907596, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3429 [D loss: 0.835931, acc.: 63.65%, KL Divergence: 0.199409] [G loss: 0.908898, KL Divergence: 0.908819, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3430 [D loss: 0.830901, acc.: 63.14%, KL Divergence: 0.199460] [G loss: 1.039739, KL Divergence: 1.039650, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3431 [D loss: 0.847105, acc.: 64.77%, KL Divergence: 0.199408] [G loss: 1.010708, KL Divergence: 1.010624, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3432 [D loss: 0.848526, acc.: 64.91%, KL Divergence: 0.199453] [G loss: 1.014029, KL Divergence: 1.013933, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3433 [D loss: 0.831106, acc.: 63.17%, KL Divergence: 0.199446] [G loss: 1.077813, KL Divergence: 1.077723, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 10ms/step
3434 [D loss: 0.834835, acc.: 63.53%, KL Divergence: 0.199530] [G loss: 1.057616, KL Divergence: 1.057517, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3435 [D loss: 0.839384, acc.: 63.99%, KL Divergence: 0.199435] [G loss: 1.047779, KL Divergence: 1.047683, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3436 [D loss: 0.827184, acc.: 62.77%, KL Divergence: 0.199491] [G loss: 1.015666, KL Divergence: 1.015568, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3437 [D loss: 0.838489, acc.: 63.91%, KL Divergence: 0.199427] [G loss: 0.983886, KL Divergence: 0.983796, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3438 [D loss: 0.855013, acc.: 65.56%, KL Divergence: 0.199370] [G loss: 0.922620, KL Divergence: 0.922538, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3439 [D loss: 0.846660, acc.: 64.73%, KL Divergence: 0.199372] [G loss: 0.867845, KL Divergence: 0.867765, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3440 [D loss: 0.852747, acc.: 65.34%, KL Divergence: 0.199347] [G loss: 0.872445, KL Divergence: 0.872367, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3441 [D loss: 0.811240, acc.: 61.19%, KL Divergence: 0.199331] [G loss: 0.952006, KL Divergence: 0.951935, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3442 [D loss: 0.820512, acc.: 62.12%, KL Divergence: 0.199298] [G loss: 0.901297, KL Divergence: 0.901226, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3443 [D loss: 0.774629, acc.: 57.52%, KL Divergence: 0.199397] [G loss: 1.089981, KL Divergence: 1.089899, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3444 [D loss: 0.798333, acc.: 59.90%, KL Divergence: 0.199321] [G loss: 0.987507, KL Divergence: 0.987435, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3445 [D loss: 0.821889, acc.: 62.26%, KL Divergence: 0.199316] [G loss: 0.986172, KL Divergence: 0.986102, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3446 [D loss: 0.825565, acc.: 62.62%, KL Divergence: 0.199349] [G loss: 1.040191, KL Divergence: 1.040114, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3447 [D loss: 0.811839, acc.: 61.25%, KL Divergence: 0.199372] [G loss: 1.107415, KL Divergence: 1.107335, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3448 [D loss: 0.784891, acc.: 58.55%, KL Divergence: 0.199440] [G loss: 1.238382, KL Divergence: 1.238285, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3449 [D loss: 0.788458, acc.: 58.89%, KL Divergence: 0.199522] [G loss: 1.312426, KL Divergence: 1.312318, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3450 [D loss: 0.793703, acc.: 59.42%, KL Divergence: 0.199483] [G loss: 1.026621, KL Divergence: 1.026520, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3451 [D loss: 0.821139, acc.: 62.16%, KL Divergence: 0.199510] [G loss: 1.030559, KL Divergence: 1.030461, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3452 [D loss: 0.854399, acc.: 65.50%, KL Divergence: 0.199442] [G loss: 0.974043, KL Divergence: 0.973950, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3453 [D loss: 0.853523, acc.: 65.41%, KL Divergence: 0.199414] [G loss: 0.888405, KL Divergence: 0.888320, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3454 [D loss: 0.868210, acc.: 66.89%, KL Divergence: 0.199314] [G loss: 0.864072, KL Divergence: 0.863998, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3455 [D loss: 0.815426, acc.: 61.60%, KL Divergence: 0.199391] [G loss: 1.019506, KL Divergence: 1.019422, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3456 [D loss: 0.770559, acc.: 57.13%, KL Divergence: 0.199301] [G loss: 1.027457, KL Divergence: 1.027390, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3457 [D loss: 0.769310, acc.: 57.00%, KL Divergence: 0.199334] [G loss: 0.943560, KL Divergence: 0.943488, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3458 [D loss: 0.783587, acc.: 58.42%, KL Divergence: 0.199414] [G loss: 0.995244, KL Divergence: 0.995160, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3459 [D loss: 0.817903, acc.: 61.86%, KL Divergence: 0.199340] [G loss: 0.943929, KL Divergence: 0.943853, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3460 [D loss: 0.844001, acc.: 64.46%, KL Divergence: 0.199359] [G loss: 0.964108, KL Divergence: 0.964031, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3461 [D loss: 0.844801, acc.: 64.54%, KL Divergence: 0.199377] [G loss: 1.017697, KL Divergence: 1.017612, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3462 [D loss: 0.837975, acc.: 63.86%, KL Divergence: 0.199385] [G loss: 1.042116, KL Divergence: 1.042030, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3463 [D loss: 0.817920, acc.: 61.85%, KL Divergence: 0.199452] [G loss: 1.078409, KL Divergence: 1.078318, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3464 [D loss: 0.823298, acc.: 62.39%, KL Divergence: 0.199377] [G loss: 1.060585, KL Divergence: 1.060499, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3465 [D loss: 0.823793, acc.: 62.44%, KL Divergence: 0.199438] [G loss: 1.017659, KL Divergence: 1.017565, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3466 [D loss: 0.835415, acc.: 63.60%, KL Divergence: 0.199420] [G loss: 0.948548, KL Divergence: 0.948463, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3467 [D loss: 0.854832, acc.: 65.54%, KL Divergence: 0.199425] [G loss: 0.937018, KL Divergence: 0.936926, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3468 [D loss: 0.838344, acc.: 63.89%, KL Divergence: 0.199422] [G loss: 0.992676, KL Divergence: 0.992590, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3469 [D loss: 0.839765, acc.: 64.04%, KL Divergence: 0.199405] [G loss: 0.984228, KL Divergence: 0.984147, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3470 [D loss: 0.854025, acc.: 65.47%, KL Divergence: 0.199324] [G loss: 0.939783, KL Divergence: 0.939709, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3471 [D loss: 0.810615, acc.: 61.13%, KL Divergence: 0.199319] [G loss: 0.970307, KL Divergence: 0.970236, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3472 [D loss: 0.803311, acc.: 60.40%, KL Divergence: 0.199338] [G loss: 0.997073, KL Divergence: 0.996999, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3473 [D loss: 0.807440, acc.: 60.81%, KL Divergence: 0.199298] [G loss: 0.899988, KL Divergence: 0.899917, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3474 [D loss: 0.792863, acc.: 59.35%, KL Divergence: 0.199341] [G loss: 0.953537, KL Divergence: 0.953467, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3475 [D loss: 0.834612, acc.: 63.52%, KL Divergence: 0.199454] [G loss: 0.948168, KL Divergence: 0.948089, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3476 [D loss: 0.848159, acc.: 64.87%, KL Divergence: 0.199437] [G loss: 0.943885, KL Divergence: 0.943804, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3477 [D loss: 0.841432, acc.: 64.20%, KL Divergence: 0.199426] [G loss: 1.018189, KL Divergence: 1.018108, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3478 [D loss: 0.834486, acc.: 63.50%, KL Divergence: 0.199452] [G loss: 1.033817, KL Divergence: 1.033735, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3479 [D loss: 0.816648, acc.: 61.73%, KL Divergence: 0.199369] [G loss: 1.087850, KL Divergence: 1.087768, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3480 [D loss: 0.828749, acc.: 62.94%, KL Divergence: 0.199386] [G loss: 1.062286, KL Divergence: 1.062201, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3481 [D loss: 0.837077, acc.: 63.77%, KL Divergence: 0.199388] [G loss: 0.976632, KL Divergence: 0.976549, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3482 [D loss: 0.846654, acc.: 64.72%, KL Divergence: 0.199425] [G loss: 0.974464, KL Divergence: 0.974372, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3483 [D loss: 0.857095, acc.: 65.77%, KL Divergence: 0.199435] [G loss: 0.957878, KL Divergence: 0.957790, FID: 77.534523]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3484 [D loss: 0.873655, acc.: 67.42%, KL Divergence: 0.199430] [G loss: 0.950858, KL Divergence: 0.950768, FID: 77.534523]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3485 [D loss: 0.832259, acc.: 63.29%, KL Divergence: 0.199339] [G loss: 1.100339, KL Divergence: 1.100255, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3486 [D loss: 0.815890, acc.: 61.65%, KL Divergence: 0.199372] [G loss: 1.104326, KL Divergence: 1.104241, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3487 [D loss: 0.805360, acc.: 60.61%, KL Divergence: 0.199309] [G loss: 0.995492, KL Divergence: 0.995419, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3488 [D loss: 0.800072, acc.: 60.07%, KL Divergence: 0.199324] [G loss: 0.953910, KL Divergence: 0.953836, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3489 [D loss: 0.813154, acc.: 61.39%, KL Divergence: 0.199287] [G loss: 0.877572, KL Divergence: 0.877504, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3490 [D loss: 0.841842, acc.: 64.25%, KL Divergence: 0.199349] [G loss: 0.839879, KL Divergence: 0.839803, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3491 [D loss: 0.846661, acc.: 64.73%, KL Divergence: 0.199350] [G loss: 0.913144, KL Divergence: 0.913067, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3492 [D loss: 0.868426, acc.: 66.90%, KL Divergence: 0.199378] [G loss: 0.962897, KL Divergence: 0.962818, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3493 [D loss: 0.843961, acc.: 64.47%, KL Divergence: 0.199269] [G loss: 1.056676, KL Divergence: 1.056606, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3494 [D loss: 0.847279, acc.: 64.80%, KL Divergence: 0.199249] [G loss: 0.975213, KL Divergence: 0.975145, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3495 [D loss: 0.807572, acc.: 60.83%, KL Divergence: 0.199299] [G loss: 1.144324, KL Divergence: 1.144252, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3496 [D loss: 0.803104, acc.: 60.38%, KL Divergence: 0.199286] [G loss: 1.071761, KL Divergence: 1.071689, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3497 [D loss: 0.794994, acc.: 59.56%, KL Divergence: 0.199362] [G loss: 1.071936, KL Divergence: 1.071858, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3498 [D loss: 0.787119, acc.: 58.77%, KL Divergence: 0.199409] [G loss: 1.123638, KL Divergence: 1.123548, FID: 77.534523]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3499 [D loss: 0.796212, acc.: 59.68%, KL Divergence: 0.199394] [G loss: 1.062405, KL Divergence: 1.062318, FID: 77.534523]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 75ms/step
4/4 [==============================] - 1s 75ms/step
3500 [D loss: 0.835120, acc.: 63.57%, KL Divergence: 0.199468] [G loss: 1.002272, KL Divergence: 1.002181, FID: 79.683882]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3501 [D loss: 0.837147, acc.: 63.77%, KL Divergence: 0.199443] [G loss: 1.036724, KL Divergence: 1.036630, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3502 [D loss: 0.861478, acc.: 66.21%, KL Divergence: 0.199383] [G loss: 0.814366, KL Divergence: 0.814282, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3503 [D loss: 0.855377, acc.: 65.60%, KL Divergence: 0.199343] [G loss: 0.881948, KL Divergence: 0.881868, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3504 [D loss: 0.835592, acc.: 63.62%, KL Divergence: 0.199393] [G loss: 0.936699, KL Divergence: 0.936615, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3505 [D loss: 0.791816, acc.: 59.25%, KL Divergence: 0.199321] [G loss: 1.003564, KL Divergence: 1.003491, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3506 [D loss: 0.830750, acc.: 63.14%, KL Divergence: 0.199393] [G loss: 0.946918, KL Divergence: 0.946841, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3507 [D loss: 0.779856, acc.: 58.04%, KL Divergence: 0.199425] [G loss: 1.053434, KL Divergence: 1.053345, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3508 [D loss: 0.844868, acc.: 64.55%, KL Divergence: 0.199359] [G loss: 0.897689, KL Divergence: 0.897615, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3509 [D loss: 0.841473, acc.: 64.21%, KL Divergence: 0.199335] [G loss: 0.964267, KL Divergence: 0.964190, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3510 [D loss: 0.833001, acc.: 63.36%, KL Divergence: 0.199359] [G loss: 1.047608, KL Divergence: 1.047528, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3511 [D loss: 0.831679, acc.: 63.23%, KL Divergence: 0.199349] [G loss: 1.109192, KL Divergence: 1.109103, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3512 [D loss: 0.817216, acc.: 61.79%, KL Divergence: 0.199349] [G loss: 1.009284, KL Divergence: 1.009202, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3513 [D loss: 0.824960, acc.: 62.56%, KL Divergence: 0.199382] [G loss: 1.071720, KL Divergence: 1.071630, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3514 [D loss: 0.814047, acc.: 61.46%, KL Divergence: 0.199402] [G loss: 1.045954, KL Divergence: 1.045866, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3515 [D loss: 0.844336, acc.: 64.50%, KL Divergence: 0.199366] [G loss: 0.951406, KL Divergence: 0.951321, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3516 [D loss: 0.828928, acc.: 62.96%, KL Divergence: 0.199363] [G loss: 0.998130, KL Divergence: 0.998047, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3517 [D loss: 0.859945, acc.: 66.06%, KL Divergence: 0.199357] [G loss: 0.886933, KL Divergence: 0.886852, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3518 [D loss: 0.824884, acc.: 62.56%, KL Divergence: 0.199281] [G loss: 0.928898, KL Divergence: 0.928827, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3519 [D loss: 0.835848, acc.: 63.65%, KL Divergence: 0.199309] [G loss: 0.898679, KL Divergence: 0.898603, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3520 [D loss: 0.815254, acc.: 61.59%, KL Divergence: 0.199328] [G loss: 0.937740, KL Divergence: 0.937666, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3521 [D loss: 0.825113, acc.: 62.58%, KL Divergence: 0.199327] [G loss: 0.904770, KL Divergence: 0.904700, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3522 [D loss: 0.809616, acc.: 61.03%, KL Divergence: 0.199325] [G loss: 0.939765, KL Divergence: 0.939693, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3523 [D loss: 0.829864, acc.: 63.05%, KL Divergence: 0.199323] [G loss: 0.919606, KL Divergence: 0.919533, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3524 [D loss: 0.804253, acc.: 60.49%, KL Divergence: 0.199306] [G loss: 1.015512, KL Divergence: 1.015441, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3525 [D loss: 0.816399, acc.: 61.70%, KL Divergence: 0.199361] [G loss: 1.021384, KL Divergence: 1.021307, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3526 [D loss: 0.820696, acc.: 62.13%, KL Divergence: 0.199352] [G loss: 1.019588, KL Divergence: 1.019508, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3527 [D loss: 0.848240, acc.: 64.89%, KL Divergence: 0.199318] [G loss: 1.015436, KL Divergence: 1.015362, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3528 [D loss: 0.820312, acc.: 62.09%, KL Divergence: 0.199364] [G loss: 1.081152, KL Divergence: 1.081066, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3529 [D loss: 0.825956, acc.: 62.66%, KL Divergence: 0.199360] [G loss: 1.074615, KL Divergence: 1.074531, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3530 [D loss: 0.857378, acc.: 65.80%, KL Divergence: 0.199425] [G loss: 1.089086, KL Divergence: 1.088989, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3531 [D loss: 0.826209, acc.: 62.68%, KL Divergence: 0.199417] [G loss: 1.097881, KL Divergence: 1.097791, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3532 [D loss: 0.819293, acc.: 61.99%, KL Divergence: 0.199386] [G loss: 1.109827, KL Divergence: 1.109739, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3533 [D loss: 0.851311, acc.: 65.19%, KL Divergence: 0.199367] [G loss: 0.998156, KL Divergence: 0.998070, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3534 [D loss: 0.834906, acc.: 63.55%, KL Divergence: 0.199392] [G loss: 1.053026, KL Divergence: 1.052941, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3535 [D loss: 0.855995, acc.: 65.67%, KL Divergence: 0.199321] [G loss: 0.934289, KL Divergence: 0.934214, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3536 [D loss: 0.841541, acc.: 64.22%, KL Divergence: 0.199340] [G loss: 0.981656, KL Divergence: 0.981578, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3537 [D loss: 0.804487, acc.: 60.52%, KL Divergence: 0.199290] [G loss: 1.027188, KL Divergence: 1.027115, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3538 [D loss: 0.812279, acc.: 61.30%, KL Divergence: 0.199298] [G loss: 0.962254, KL Divergence: 0.962181, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3539 [D loss: 0.787465, acc.: 58.82%, KL Divergence: 0.199314] [G loss: 1.025606, KL Divergence: 1.025529, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3540 [D loss: 0.801776, acc.: 60.25%, KL Divergence: 0.199280] [G loss: 0.926850, KL Divergence: 0.926781, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3541 [D loss: 0.804360, acc.: 60.51%, KL Divergence: 0.199277] [G loss: 0.946195, KL Divergence: 0.946128, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3542 [D loss: 0.821457, acc.: 62.21%, KL Divergence: 0.199367] [G loss: 1.005351, KL Divergence: 1.005276, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3543 [D loss: 0.818511, acc.: 61.92%, KL Divergence: 0.199315] [G loss: 1.029512, KL Divergence: 1.029438, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3544 [D loss: 0.818926, acc.: 61.96%, KL Divergence: 0.199306] [G loss: 0.969385, KL Divergence: 0.969312, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3545 [D loss: 0.827075, acc.: 62.77%, KL Divergence: 0.199339] [G loss: 1.036811, KL Divergence: 1.036732, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3546 [D loss: 0.819106, acc.: 61.98%, KL Divergence: 0.199336] [G loss: 1.062846, KL Divergence: 1.062763, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3547 [D loss: 0.829637, acc.: 63.03%, KL Divergence: 0.199331] [G loss: 1.029823, KL Divergence: 1.029742, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3548 [D loss: 0.825210, acc.: 62.59%, KL Divergence: 0.199343] [G loss: 0.971660, KL Divergence: 0.971578, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3549 [D loss: 0.825730, acc.: 62.65%, KL Divergence: 0.199279] [G loss: 0.960454, KL Divergence: 0.960382, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3550 [D loss: 0.829512, acc.: 63.02%, KL Divergence: 0.199350] [G loss: 1.026483, KL Divergence: 1.026402, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3551 [D loss: 0.825483, acc.: 62.61%, KL Divergence: 0.199338] [G loss: 0.979892, KL Divergence: 0.979817, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3552 [D loss: 0.856616, acc.: 65.73%, KL Divergence: 0.199362] [G loss: 0.927114, KL Divergence: 0.927034, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3553 [D loss: 0.843262, acc.: 64.40%, KL Divergence: 0.199309] [G loss: 0.994136, KL Divergence: 0.994062, FID: 79.683882]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3554 [D loss: 0.794923, acc.: 59.56%, KL Divergence: 0.199290] [G loss: 1.094905, KL Divergence: 1.094830, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3555 [D loss: 0.801644, acc.: 60.24%, KL Divergence: 0.199273] [G loss: 1.039937, KL Divergence: 1.039869, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3556 [D loss: 0.812756, acc.: 61.35%, KL Divergence: 0.199247] [G loss: 0.967436, KL Divergence: 0.967367, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3557 [D loss: 0.843984, acc.: 64.47%, KL Divergence: 0.199292] [G loss: 0.858901, KL Divergence: 0.858833, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3558 [D loss: 0.816099, acc.: 61.68%, KL Divergence: 0.199313] [G loss: 0.971367, KL Divergence: 0.971294, FID: 79.683882]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3559 [D loss: 0.835440, acc.: 63.61%, KL Divergence: 0.199319] [G loss: 0.999257, KL Divergence: 0.999180, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3560 [D loss: 0.844647, acc.: 64.53%, KL Divergence: 0.199307] [G loss: 0.955265, KL Divergence: 0.955191, FID: 79.683882]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3561 [D loss: 0.856266, acc.: 65.70%, KL Divergence: 0.199312] [G loss: 0.997345, KL Divergence: 0.997264, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3562 [D loss: 0.834111, acc.: 63.48%, KL Divergence: 0.199266] [G loss: 1.005670, KL Divergence: 1.005596, FID: 79.683882]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3563 [D loss: 0.824066, acc.: 62.48%, KL Divergence: 0.199290] [G loss: 1.011220, KL Divergence: 1.011143, FID: 79.683882]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3564 [D loss: 0.804275, acc.: 60.50%, KL Divergence: 0.199263] [G loss: 1.000716, KL Divergence: 1.000646, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3565 [D loss: 0.827257, acc.: 62.80%, KL Divergence: 0.199271] [G loss: 0.943433, KL Divergence: 0.943362, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3566 [D loss: 0.809616, acc.: 61.03%, KL Divergence: 0.199290] [G loss: 0.966505, KL Divergence: 0.966434, FID: 79.683882]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3567 [D loss: 0.844552, acc.: 64.53%, KL Divergence: 0.199295] [G loss: 0.926186, KL Divergence: 0.926113, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3568 [D loss: 0.858809, acc.: 65.95%, KL Divergence: 0.199326] [G loss: 0.843307, KL Divergence: 0.843234, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3569 [D loss: 0.844607, acc.: 64.53%, KL Divergence: 0.199344] [G loss: 0.992581, KL Divergence: 0.992503, FID: 79.683882]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3570 [D loss: 0.836688, acc.: 63.74%, KL Divergence: 0.199330] [G loss: 1.013161, KL Divergence: 1.013086, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3571 [D loss: 0.818574, acc.: 61.93%, KL Divergence: 0.199288] [G loss: 1.051352, KL Divergence: 1.051282, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3572 [D loss: 0.807448, acc.: 60.81%, KL Divergence: 0.199310] [G loss: 1.066110, KL Divergence: 1.066032, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3573 [D loss: 0.831185, acc.: 63.19%, KL Divergence: 0.199289] [G loss: 0.979487, KL Divergence: 0.979415, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3574 [D loss: 0.839294, acc.: 64.00%, KL Divergence: 0.199301] [G loss: 0.933265, KL Divergence: 0.933190, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3575 [D loss: 0.830262, acc.: 63.09%, KL Divergence: 0.199342] [G loss: 1.029674, KL Divergence: 1.029589, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
3576 [D loss: 0.827334, acc.: 62.80%, KL Divergence: 0.199367] [G loss: 1.010442, KL Divergence: 1.010363, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3577 [D loss: 0.819622, acc.: 62.03%, KL Divergence: 0.199356] [G loss: 0.960261, KL Divergence: 0.960182, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3578 [D loss: 0.828116, acc.: 62.88%, KL Divergence: 0.199296] [G loss: 0.975308, KL Divergence: 0.975234, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3579 [D loss: 0.830385, acc.: 63.10%, KL Divergence: 0.199336] [G loss: 0.962618, KL Divergence: 0.962542, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3580 [D loss: 0.835236, acc.: 63.59%, KL Divergence: 0.199291] [G loss: 1.001039, KL Divergence: 1.000969, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3581 [D loss: 0.840396, acc.: 64.11%, KL Divergence: 0.199276] [G loss: 0.971519, KL Divergence: 0.971444, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3582 [D loss: 0.824177, acc.: 62.49%, KL Divergence: 0.199249] [G loss: 0.900664, KL Divergence: 0.900599, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3583 [D loss: 0.838698, acc.: 63.94%, KL Divergence: 0.199271] [G loss: 0.865409, KL Divergence: 0.865340, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3584 [D loss: 0.815732, acc.: 61.65%, KL Divergence: 0.199253] [G loss: 0.921487, KL Divergence: 0.921424, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3585 [D loss: 0.794499, acc.: 59.52%, KL Divergence: 0.199268] [G loss: 1.043287, KL Divergence: 1.043220, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3586 [D loss: 0.813775, acc.: 61.45%, KL Divergence: 0.199266] [G loss: 0.945119, KL Divergence: 0.945055, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3587 [D loss: 0.836667, acc.: 63.74%, KL Divergence: 0.199254] [G loss: 0.962609, KL Divergence: 0.962545, FID: 79.683882]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3588 [D loss: 0.822524, acc.: 62.32%, KL Divergence: 0.199280] [G loss: 1.078457, KL Divergence: 1.078387, FID: 79.683882]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3589 [D loss: 0.804293, acc.: 60.50%, KL Divergence: 0.199309] [G loss: 1.120651, KL Divergence: 1.120580, FID: 79.683882]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3590 [D loss: 0.787187, acc.: 58.78%, KL Divergence: 0.199361] [G loss: 1.085674, KL Divergence: 1.085593, FID: 79.683882]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3591 [D loss: 0.823102, acc.: 62.38%, KL Divergence: 0.199322] [G loss: 0.922800, KL Divergence: 0.922719, FID: 79.683882]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3592 [D loss: 0.858106, acc.: 65.87%, KL Divergence: 0.199364] [G loss: 0.939199, KL Divergence: 0.939111, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3593 [D loss: 0.832369, acc.: 63.30%, KL Divergence: 0.199367] [G loss: 0.991146, KL Divergence: 0.991064, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3594 [D loss: 0.849328, acc.: 65.00%, KL Divergence: 0.199339] [G loss: 0.919927, KL Divergence: 0.919845, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3595 [D loss: 0.845377, acc.: 64.61%, KL Divergence: 0.199314] [G loss: 0.908784, KL Divergence: 0.908709, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3596 [D loss: 0.828003, acc.: 62.87%, KL Divergence: 0.199299] [G loss: 1.020988, KL Divergence: 1.020915, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3597 [D loss: 0.807521, acc.: 60.83%, KL Divergence: 0.199257] [G loss: 0.970957, KL Divergence: 0.970890, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3598 [D loss: 0.807361, acc.: 60.80%, KL Divergence: 0.199322] [G loss: 0.967152, KL Divergence: 0.967081, FID: 79.683882]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3599 [D loss: 0.802453, acc.: 60.32%, KL Divergence: 0.199260] [G loss: 0.951555, KL Divergence: 0.951488, FID: 79.683882]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 74ms/step
4/4 [==============================] - 1s 117ms/step
3600 [D loss: 0.808143, acc.: 60.89%, KL Divergence: 0.199274] [G loss: 0.956098, KL Divergence: 0.956033, FID: 77.905059]
1/1 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3601 [D loss: 0.829586, acc.: 63.03%, KL Divergence: 0.199257] [G loss: 0.944783, KL Divergence: 0.944715, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3602 [D loss: 0.833983, acc.: 63.47%, KL Divergence: 0.199298] [G loss: 1.027941, KL Divergence: 1.027867, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3603 [D loss: 0.843717, acc.: 64.44%, KL Divergence: 0.199272] [G loss: 0.972147, KL Divergence: 0.972073, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3604 [D loss: 0.833058, acc.: 63.38%, KL Divergence: 0.199299] [G loss: 1.113338, KL Divergence: 1.113259, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3605 [D loss: 0.827476, acc.: 62.82%, KL Divergence: 0.199273] [G loss: 1.029993, KL Divergence: 1.029922, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3606 [D loss: 0.803901, acc.: 60.46%, KL Divergence: 0.199332] [G loss: 1.123274, KL Divergence: 1.123191, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3607 [D loss: 0.823927, acc.: 62.47%, KL Divergence: 0.199274] [G loss: 1.010385, KL Divergence: 1.010308, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3608 [D loss: 0.868807, acc.: 66.95%, KL Divergence: 0.199287] [G loss: 0.912840, KL Divergence: 0.912761, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3609 [D loss: 0.842612, acc.: 64.33%, KL Divergence: 0.199308] [G loss: 0.888378, KL Divergence: 0.888301, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3610 [D loss: 0.848615, acc.: 64.93%, KL Divergence: 0.199274] [G loss: 0.938828, KL Divergence: 0.938756, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3611 [D loss: 0.848708, acc.: 64.94%, KL Divergence: 0.199292] [G loss: 0.935676, KL Divergence: 0.935602, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
3612 [D loss: 0.796794, acc.: 59.75%, KL Divergence: 0.199276] [G loss: 1.048032, KL Divergence: 1.047964, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3613 [D loss: 0.830403, acc.: 63.12%, KL Divergence: 0.199223] [G loss: 0.928560, KL Divergence: 0.928492, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3614 [D loss: 0.779642, acc.: 58.03%, KL Divergence: 0.199315] [G loss: 1.048341, KL Divergence: 1.048267, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3615 [D loss: 0.803247, acc.: 60.40%, KL Divergence: 0.199237] [G loss: 0.895635, KL Divergence: 0.895573, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3616 [D loss: 0.806735, acc.: 60.74%, KL Divergence: 0.199307] [G loss: 0.981172, KL Divergence: 0.981106, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3617 [D loss: 0.819776, acc.: 62.05%, KL Divergence: 0.199289] [G loss: 1.019825, KL Divergence: 1.019756, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3618 [D loss: 0.817068, acc.: 61.78%, KL Divergence: 0.199268] [G loss: 1.047898, KL Divergence: 1.047827, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3619 [D loss: 0.817693, acc.: 61.84%, KL Divergence: 0.199277] [G loss: 1.032163, KL Divergence: 1.032091, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3620 [D loss: 0.838357, acc.: 63.90%, KL Divergence: 0.199308] [G loss: 0.961757, KL Divergence: 0.961678, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3621 [D loss: 0.860325, acc.: 66.10%, KL Divergence: 0.199331] [G loss: 1.041338, KL Divergence: 1.041253, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3622 [D loss: 0.857145, acc.: 65.77%, KL Divergence: 0.199404] [G loss: 1.047140, KL Divergence: 1.047052, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3623 [D loss: 0.837398, acc.: 63.81%, KL Divergence: 0.199327] [G loss: 1.082482, KL Divergence: 1.082396, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3624 [D loss: 0.822971, acc.: 62.37%, KL Divergence: 0.199295] [G loss: 1.088647, KL Divergence: 1.088569, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3625 [D loss: 0.829198, acc.: 62.99%, KL Divergence: 0.199286] [G loss: 0.998090, KL Divergence: 0.998016, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3626 [D loss: 0.831888, acc.: 63.26%, KL Divergence: 0.199287] [G loss: 0.916809, KL Divergence: 0.916739, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3627 [D loss: 0.840857, acc.: 64.16%, KL Divergence: 0.199281] [G loss: 0.944645, KL Divergence: 0.944576, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3628 [D loss: 0.784927, acc.: 58.57%, KL Divergence: 0.199229] [G loss: 0.999902, KL Divergence: 0.999842, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3629 [D loss: 0.786029, acc.: 58.68%, KL Divergence: 0.199248] [G loss: 1.075607, KL Divergence: 1.075541, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3630 [D loss: 0.763775, acc.: 56.45%, KL Divergence: 0.199259] [G loss: 1.010639, KL Divergence: 1.010573, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3631 [D loss: 0.806131, acc.: 60.69%, KL Divergence: 0.199263] [G loss: 0.918380, KL Divergence: 0.918318, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3632 [D loss: 0.854375, acc.: 65.51%, KL Divergence: 0.199258] [G loss: 0.983712, KL Divergence: 0.983648, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3633 [D loss: 0.817511, acc.: 61.82%, KL Divergence: 0.199278] [G loss: 1.184364, KL Divergence: 1.184297, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3634 [D loss: 0.804597, acc.: 60.54%, KL Divergence: 0.199242] [G loss: 1.162781, KL Divergence: 1.162712, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3635 [D loss: 0.757373, acc.: 55.80%, KL Divergence: 0.199324] [G loss: 1.300279, KL Divergence: 1.300199, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3636 [D loss: 0.779306, acc.: 58.00%, KL Divergence: 0.199334] [G loss: 1.174852, KL Divergence: 1.174771, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3637 [D loss: 0.812472, acc.: 61.31%, KL Divergence: 0.199412] [G loss: 1.034188, KL Divergence: 1.034099, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3638 [D loss: 0.845470, acc.: 64.61%, KL Divergence: 0.199418] [G loss: 1.055702, KL Divergence: 1.055603, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3639 [D loss: 0.845045, acc.: 64.56%, KL Divergence: 0.199482] [G loss: 1.056662, KL Divergence: 1.056560, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3640 [D loss: 0.836390, acc.: 63.70%, KL Divergence: 0.199387] [G loss: 1.024825, KL Divergence: 1.024736, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3641 [D loss: 0.839981, acc.: 64.07%, KL Divergence: 0.199279] [G loss: 0.952795, KL Divergence: 0.952722, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3642 [D loss: 0.824769, acc.: 62.55%, KL Divergence: 0.199277] [G loss: 1.052303, KL Divergence: 1.052231, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3643 [D loss: 0.810976, acc.: 61.17%, KL Divergence: 0.199274] [G loss: 0.957513, KL Divergence: 0.957443, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3644 [D loss: 0.784108, acc.: 58.49%, KL Divergence: 0.199237] [G loss: 0.965962, KL Divergence: 0.965899, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3645 [D loss: 0.824878, acc.: 62.57%, KL Divergence: 0.199215] [G loss: 0.891593, KL Divergence: 0.891531, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3646 [D loss: 0.797260, acc.: 59.79%, KL Divergence: 0.199350] [G loss: 1.007817, KL Divergence: 1.007743, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3647 [D loss: 0.823386, acc.: 62.41%, KL Divergence: 0.199254] [G loss: 0.924350, KL Divergence: 0.924286, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3648 [D loss: 0.812792, acc.: 61.35%, KL Divergence: 0.199248] [G loss: 1.022282, KL Divergence: 1.022214, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3649 [D loss: 0.821827, acc.: 62.25%, KL Divergence: 0.199336] [G loss: 1.045921, KL Divergence: 1.045846, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3650 [D loss: 0.830240, acc.: 63.10%, KL Divergence: 0.199259] [G loss: 1.053412, KL Divergence: 1.053339, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3651 [D loss: 0.823117, acc.: 62.38%, KL Divergence: 0.199304] [G loss: 1.013034, KL Divergence: 1.012959, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3652 [D loss: 0.831522, acc.: 63.23%, KL Divergence: 0.199266] [G loss: 1.000841, KL Divergence: 1.000765, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3653 [D loss: 0.820346, acc.: 62.10%, KL Divergence: 0.199318] [G loss: 1.077151, KL Divergence: 1.077072, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3654 [D loss: 0.829216, acc.: 62.99%, KL Divergence: 0.199312] [G loss: 0.920449, KL Divergence: 0.920369, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3655 [D loss: 0.837605, acc.: 63.84%, KL Divergence: 0.199253] [G loss: 0.950945, KL Divergence: 0.950875, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3656 [D loss: 0.838189, acc.: 63.89%, KL Divergence: 0.199304] [G loss: 0.993353, KL Divergence: 0.993275, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3657 [D loss: 0.814841, acc.: 61.56%, KL Divergence: 0.199265] [G loss: 0.972949, KL Divergence: 0.972879, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3658 [D loss: 0.836339, acc.: 63.71%, KL Divergence: 0.199276] [G loss: 0.912069, KL Divergence: 0.911997, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3659 [D loss: 0.816467, acc.: 61.72%, KL Divergence: 0.199247] [G loss: 0.987289, KL Divergence: 0.987220, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3660 [D loss: 0.839492, acc.: 64.02%, KL Divergence: 0.199270] [G loss: 0.917829, KL Divergence: 0.917754, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3661 [D loss: 0.834100, acc.: 63.48%, KL Divergence: 0.199274] [G loss: 0.925532, KL Divergence: 0.925463, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3662 [D loss: 0.832914, acc.: 63.36%, KL Divergence: 0.199297] [G loss: 0.928509, KL Divergence: 0.928438, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3663 [D loss: 0.814440, acc.: 61.52%, KL Divergence: 0.199250] [G loss: 1.001888, KL Divergence: 1.001818, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3664 [D loss: 0.817037, acc.: 61.78%, KL Divergence: 0.199235] [G loss: 0.954483, KL Divergence: 0.954414, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3665 [D loss: 0.834958, acc.: 63.57%, KL Divergence: 0.199299] [G loss: 0.951090, KL Divergence: 0.951015, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3666 [D loss: 0.844380, acc.: 64.51%, KL Divergence: 0.199289] [G loss: 1.001563, KL Divergence: 1.001492, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3667 [D loss: 0.853160, acc.: 65.39%, KL Divergence: 0.199288] [G loss: 1.069579, KL Divergence: 1.069502, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3668 [D loss: 0.851349, acc.: 65.21%, KL Divergence: 0.199257] [G loss: 1.071709, KL Divergence: 1.071634, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3669 [D loss: 0.847570, acc.: 64.83%, KL Divergence: 0.199264] [G loss: 0.993326, KL Divergence: 0.993257, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3670 [D loss: 0.831431, acc.: 63.21%, KL Divergence: 0.199293] [G loss: 0.939417, KL Divergence: 0.939345, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3671 [D loss: 0.809753, acc.: 61.05%, KL Divergence: 0.199288] [G loss: 1.031756, KL Divergence: 1.031691, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3672 [D loss: 0.825890, acc.: 62.66%, KL Divergence: 0.199275] [G loss: 0.926270, KL Divergence: 0.926202, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3673 [D loss: 0.813630, acc.: 61.43%, KL Divergence: 0.199321] [G loss: 1.007959, KL Divergence: 1.007885, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3674 [D loss: 0.829703, acc.: 63.05%, KL Divergence: 0.199252] [G loss: 0.905321, KL Divergence: 0.905256, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3675 [D loss: 0.865959, acc.: 66.67%, KL Divergence: 0.199296] [G loss: 0.835849, KL Divergence: 0.835778, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3676 [D loss: 0.848889, acc.: 64.96%, KL Divergence: 0.199284] [G loss: 0.920162, KL Divergence: 0.920092, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3677 [D loss: 0.852832, acc.: 65.35%, KL Divergence: 0.199288] [G loss: 1.025574, KL Divergence: 1.025504, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3678 [D loss: 0.804798, acc.: 60.56%, KL Divergence: 0.199215] [G loss: 1.099932, KL Divergence: 1.099866, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3679 [D loss: 0.812299, acc.: 61.30%, KL Divergence: 0.199256] [G loss: 1.023949, KL Divergence: 1.023880, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3680 [D loss: 0.822914, acc.: 62.36%, KL Divergence: 0.199274] [G loss: 1.056919, KL Divergence: 1.056849, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3681 [D loss: 0.844909, acc.: 64.57%, KL Divergence: 0.199255] [G loss: 0.959806, KL Divergence: 0.959737, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3682 [D loss: 0.848957, acc.: 64.97%, KL Divergence: 0.199238] [G loss: 0.995816, KL Divergence: 0.995745, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3683 [D loss: 0.818909, acc.: 61.96%, KL Divergence: 0.199262] [G loss: 1.022049, KL Divergence: 1.021979, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3684 [D loss: 0.832069, acc.: 63.28%, KL Divergence: 0.199250] [G loss: 1.000550, KL Divergence: 1.000481, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3685 [D loss: 0.837967, acc.: 63.87%, KL Divergence: 0.199294] [G loss: 0.961159, KL Divergence: 0.961089, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3686 [D loss: 0.835300, acc.: 63.60%, KL Divergence: 0.199256] [G loss: 0.955160, KL Divergence: 0.955090, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3687 [D loss: 0.862969, acc.: 66.37%, KL Divergence: 0.199253] [G loss: 0.930735, KL Divergence: 0.930663, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3688 [D loss: 0.841545, acc.: 64.23%, KL Divergence: 0.199230] [G loss: 0.933782, KL Divergence: 0.933714, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3689 [D loss: 0.845927, acc.: 64.67%, KL Divergence: 0.199250] [G loss: 0.907219, KL Divergence: 0.907151, FID: 77.905059]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3690 [D loss: 0.849339, acc.: 65.01%, KL Divergence: 0.199228] [G loss: 0.937837, KL Divergence: 0.937770, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3691 [D loss: 0.810890, acc.: 61.17%, KL Divergence: 0.199210] [G loss: 1.048015, KL Divergence: 1.047950, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3692 [D loss: 0.833533, acc.: 63.43%, KL Divergence: 0.199240] [G loss: 0.920254, KL Divergence: 0.920190, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3693 [D loss: 0.839458, acc.: 64.02%, KL Divergence: 0.199214] [G loss: 0.849807, KL Divergence: 0.849746, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3694 [D loss: 0.818343, acc.: 61.91%, KL Divergence: 0.199227] [G loss: 0.952815, KL Divergence: 0.952750, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3695 [D loss: 0.794917, acc.: 59.57%, KL Divergence: 0.199251] [G loss: 0.998456, KL Divergence: 0.998393, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3696 [D loss: 0.834637, acc.: 63.54%, KL Divergence: 0.199254] [G loss: 0.879135, KL Divergence: 0.879068, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3697 [D loss: 0.812686, acc.: 61.34%, KL Divergence: 0.199291] [G loss: 0.966364, KL Divergence: 0.966292, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3698 [D loss: 0.851574, acc.: 65.23%, KL Divergence: 0.199232] [G loss: 1.011923, KL Divergence: 1.011855, FID: 77.905059]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3699 [D loss: 0.835639, acc.: 63.64%, KL Divergence: 0.199250] [G loss: 0.997014, KL Divergence: 0.996944, FID: 77.905059]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 1s 107ms/step
4/4 [==============================] - 2s 117ms/step
3700 [D loss: 0.816852, acc.: 61.76%, KL Divergence: 0.199263] [G loss: 1.085549, KL Divergence: 1.085473, FID: 80.481643]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3701 [D loss: 0.811263, acc.: 61.20%, KL Divergence: 0.199243] [G loss: 1.071209, KL Divergence: 1.071140, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
3702 [D loss: 0.818265, acc.: 61.90%, KL Divergence: 0.199281] [G loss: 1.010069, KL Divergence: 1.009998, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
3703 [D loss: 0.832426, acc.: 63.32%, KL Divergence: 0.199242] [G loss: 0.937918, KL Divergence: 0.937849, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
3704 [D loss: 0.857346, acc.: 65.81%, KL Divergence: 0.199270] [G loss: 0.955213, KL Divergence: 0.955140, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3705 [D loss: 0.829601, acc.: 63.03%, KL Divergence: 0.199283] [G loss: 1.126362, KL Divergence: 1.126285, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3706 [D loss: 0.817266, acc.: 61.80%, KL Divergence: 0.199294] [G loss: 0.999649, KL Divergence: 0.999572, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3707 [D loss: 0.833597, acc.: 63.44%, KL Divergence: 0.199243] [G loss: 0.918485, KL Divergence: 0.918414, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3708 [D loss: 0.824026, acc.: 62.47%, KL Divergence: 0.199287] [G loss: 1.012885, KL Divergence: 1.012811, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3709 [D loss: 0.829952, acc.: 63.08%, KL Divergence: 0.199199] [G loss: 0.935801, KL Divergence: 0.935737, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3710 [D loss: 0.846569, acc.: 64.74%, KL Divergence: 0.199213] [G loss: 0.874968, KL Divergence: 0.874904, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3711 [D loss: 0.844551, acc.: 64.53%, KL Divergence: 0.199219] [G loss: 0.893888, KL Divergence: 0.893822, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3712 [D loss: 0.839622, acc.: 64.04%, KL Divergence: 0.199238] [G loss: 0.926877, KL Divergence: 0.926811, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3713 [D loss: 0.833821, acc.: 63.46%, KL Divergence: 0.199204] [G loss: 0.969796, KL Divergence: 0.969733, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3714 [D loss: 0.836089, acc.: 63.69%, KL Divergence: 0.199215] [G loss: 0.946709, KL Divergence: 0.946646, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3715 [D loss: 0.831323, acc.: 63.21%, KL Divergence: 0.199199] [G loss: 0.965399, KL Divergence: 0.965336, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3716 [D loss: 0.819918, acc.: 62.07%, KL Divergence: 0.199182] [G loss: 1.011862, KL Divergence: 1.011799, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3717 [D loss: 0.815607, acc.: 61.64%, KL Divergence: 0.199211] [G loss: 0.981525, KL Divergence: 0.981460, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3718 [D loss: 0.795937, acc.: 59.66%, KL Divergence: 0.199288] [G loss: 1.031376, KL Divergence: 1.031306, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3719 [D loss: 0.812414, acc.: 61.32%, KL Divergence: 0.199213] [G loss: 0.996699, KL Divergence: 0.996634, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3720 [D loss: 0.839389, acc.: 64.01%, KL Divergence: 0.199281] [G loss: 0.954196, KL Divergence: 0.954123, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3721 [D loss: 0.860239, acc.: 66.10%, KL Divergence: 0.199281] [G loss: 0.957425, KL Divergence: 0.957352, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3722 [D loss: 0.847688, acc.: 64.84%, KL Divergence: 0.199282] [G loss: 1.049170, KL Divergence: 1.049094, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3723 [D loss: 0.846769, acc.: 64.75%, KL Divergence: 0.199282] [G loss: 0.992914, KL Divergence: 0.992839, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3724 [D loss: 0.816577, acc.: 61.73%, KL Divergence: 0.199278] [G loss: 1.049051, KL Divergence: 1.048978, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3725 [D loss: 0.826480, acc.: 62.72%, KL Divergence: 0.199288] [G loss: 1.031650, KL Divergence: 1.031575, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3726 [D loss: 0.829308, acc.: 63.01%, KL Divergence: 0.199187] [G loss: 0.939867, KL Divergence: 0.939804, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3727 [D loss: 0.820847, acc.: 62.16%, KL Divergence: 0.199214] [G loss: 0.916506, KL Divergence: 0.916440, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3728 [D loss: 0.808050, acc.: 60.88%, KL Divergence: 0.199207] [G loss: 0.925717, KL Divergence: 0.925653, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3729 [D loss: 0.830672, acc.: 63.15%, KL Divergence: 0.199205] [G loss: 0.867562, KL Divergence: 0.867498, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3730 [D loss: 0.846795, acc.: 64.76%, KL Divergence: 0.199220] [G loss: 0.860897, KL Divergence: 0.860834, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3731 [D loss: 0.852799, acc.: 65.36%, KL Divergence: 0.199210] [G loss: 0.909807, KL Divergence: 0.909743, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3732 [D loss: 0.830431, acc.: 63.12%, KL Divergence: 0.199219] [G loss: 0.968565, KL Divergence: 0.968500, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3733 [D loss: 0.824751, acc.: 62.55%, KL Divergence: 0.199218] [G loss: 1.052237, KL Divergence: 1.052168, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3734 [D loss: 0.858351, acc.: 65.91%, KL Divergence: 0.199209] [G loss: 0.944741, KL Divergence: 0.944678, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3735 [D loss: 0.822820, acc.: 62.36%, KL Divergence: 0.199228] [G loss: 1.036107, KL Divergence: 1.036042, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3736 [D loss: 0.806769, acc.: 60.75%, KL Divergence: 0.199256] [G loss: 1.072773, KL Divergence: 1.072704, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3737 [D loss: 0.816214, acc.: 61.70%, KL Divergence: 0.199247] [G loss: 0.980285, KL Divergence: 0.980218, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3738 [D loss: 0.816339, acc.: 61.70%, KL Divergence: 0.199298] [G loss: 1.013301, KL Divergence: 1.013227, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3739 [D loss: 0.833006, acc.: 63.38%, KL Divergence: 0.199235] [G loss: 0.982354, KL Divergence: 0.982283, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3740 [D loss: 0.842691, acc.: 64.34%, KL Divergence: 0.199337] [G loss: 0.949311, KL Divergence: 0.949229, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3741 [D loss: 0.846462, acc.: 64.72%, KL Divergence: 0.199277] [G loss: 0.994596, KL Divergence: 0.994526, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3742 [D loss: 0.847989, acc.: 64.87%, KL Divergence: 0.199303] [G loss: 1.012784, KL Divergence: 1.012708, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3743 [D loss: 0.837430, acc.: 63.82%, KL Divergence: 0.199213] [G loss: 0.971643, KL Divergence: 0.971577, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3744 [D loss: 0.844598, acc.: 64.53%, KL Divergence: 0.199251] [G loss: 0.917429, KL Divergence: 0.917360, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3745 [D loss: 0.799000, acc.: 59.98%, KL Divergence: 0.199222] [G loss: 0.970995, KL Divergence: 0.970930, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3746 [D loss: 0.809845, acc.: 61.06%, KL Divergence: 0.199259] [G loss: 1.000292, KL Divergence: 1.000219, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3747 [D loss: 0.845191, acc.: 64.60%, KL Divergence: 0.199227] [G loss: 0.871267, KL Divergence: 0.871201, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3748 [D loss: 0.830292, acc.: 63.10%, KL Divergence: 0.199253] [G loss: 0.949216, KL Divergence: 0.949150, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3749 [D loss: 0.844280, acc.: 64.50%, KL Divergence: 0.199234] [G loss: 0.983529, KL Divergence: 0.983461, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3750 [D loss: 0.837459, acc.: 63.82%, KL Divergence: 0.199243] [G loss: 1.012255, KL Divergence: 1.012183, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3751 [D loss: 0.824445, acc.: 62.52%, KL Divergence: 0.199245] [G loss: 1.090007, KL Divergence: 1.089935, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3752 [D loss: 0.829120, acc.: 62.99%, KL Divergence: 0.199228] [G loss: 1.031942, KL Divergence: 1.031870, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3753 [D loss: 0.836569, acc.: 63.73%, KL Divergence: 0.199248] [G loss: 1.031469, KL Divergence: 1.031391, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3754 [D loss: 0.842585, acc.: 64.33%, KL Divergence: 0.199275] [G loss: 0.940406, KL Divergence: 0.940335, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3755 [D loss: 0.835824, acc.: 63.65%, KL Divergence: 0.199289] [G loss: 1.010113, KL Divergence: 1.010036, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3756 [D loss: 0.856988, acc.: 65.77%, KL Divergence: 0.199278] [G loss: 0.916850, KL Divergence: 0.916779, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3757 [D loss: 0.847634, acc.: 64.84%, KL Divergence: 0.199230] [G loss: 0.924437, KL Divergence: 0.924370, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3758 [D loss: 0.820511, acc.: 62.13%, KL Divergence: 0.199233] [G loss: 0.992535, KL Divergence: 0.992468, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3759 [D loss: 0.827161, acc.: 62.80%, KL Divergence: 0.199198] [G loss: 0.903355, KL Divergence: 0.903295, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3760 [D loss: 0.829098, acc.: 62.99%, KL Divergence: 0.199219] [G loss: 0.895097, KL Divergence: 0.895030, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3761 [D loss: 0.816550, acc.: 61.74%, KL Divergence: 0.199197] [G loss: 0.937053, KL Divergence: 0.936992, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3762 [D loss: 0.846606, acc.: 64.74%, KL Divergence: 0.199234] [G loss: 0.943870, KL Divergence: 0.943802, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3763 [D loss: 0.831820, acc.: 63.26%, KL Divergence: 0.199258] [G loss: 1.026173, KL Divergence: 1.026103, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3764 [D loss: 0.845946, acc.: 64.67%, KL Divergence: 0.199225] [G loss: 1.012447, KL Divergence: 1.012382, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3765 [D loss: 0.819382, acc.: 62.01%, KL Divergence: 0.199232] [G loss: 1.068086, KL Divergence: 1.068024, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3766 [D loss: 0.821688, acc.: 62.24%, KL Divergence: 0.199245] [G loss: 1.023764, KL Divergence: 1.023697, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3767 [D loss: 0.839289, acc.: 64.00%, KL Divergence: 0.199286] [G loss: 1.026943, KL Divergence: 1.026870, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3768 [D loss: 0.838760, acc.: 63.95%, KL Divergence: 0.199276] [G loss: 1.075901, KL Divergence: 1.075826, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3769 [D loss: 0.799756, acc.: 60.05%, KL Divergence: 0.199261] [G loss: 1.078110, KL Divergence: 1.078039, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3770 [D loss: 0.821746, acc.: 62.25%, KL Divergence: 0.199252] [G loss: 1.056900, KL Divergence: 1.056827, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
3771 [D loss: 0.828187, acc.: 62.89%, KL Divergence: 0.199269] [G loss: 0.945236, KL Divergence: 0.945162, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3772 [D loss: 0.837751, acc.: 63.85%, KL Divergence: 0.199276] [G loss: 0.979159, KL Divergence: 0.979087, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3773 [D loss: 0.843738, acc.: 64.45%, KL Divergence: 0.199226] [G loss: 0.952231, KL Divergence: 0.952161, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3774 [D loss: 0.828563, acc.: 62.93%, KL Divergence: 0.199245] [G loss: 1.043750, KL Divergence: 1.043681, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3775 [D loss: 0.832057, acc.: 63.29%, KL Divergence: 0.199196] [G loss: 0.987149, KL Divergence: 0.987085, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3776 [D loss: 0.811493, acc.: 61.23%, KL Divergence: 0.199214] [G loss: 1.012409, KL Divergence: 1.012342, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3777 [D loss: 0.805921, acc.: 60.67%, KL Divergence: 0.199185] [G loss: 0.958511, KL Divergence: 0.958452, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3778 [D loss: 0.832254, acc.: 63.31%, KL Divergence: 0.199204] [G loss: 0.880129, KL Divergence: 0.880068, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3779 [D loss: 0.820066, acc.: 62.08%, KL Divergence: 0.199217] [G loss: 0.908866, KL Divergence: 0.908803, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3780 [D loss: 0.823114, acc.: 62.39%, KL Divergence: 0.199192] [G loss: 0.930859, KL Divergence: 0.930798, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3781 [D loss: 0.839213, acc.: 64.00%, KL Divergence: 0.199211] [G loss: 0.949518, KL Divergence: 0.949455, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3782 [D loss: 0.825535, acc.: 62.63%, KL Divergence: 0.199186] [G loss: 1.015823, KL Divergence: 1.015758, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3783 [D loss: 0.824785, acc.: 62.56%, KL Divergence: 0.199190] [G loss: 0.966328, KL Divergence: 0.966265, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3784 [D loss: 0.814819, acc.: 61.56%, KL Divergence: 0.199217] [G loss: 1.021629, KL Divergence: 1.021562, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3785 [D loss: 0.811983, acc.: 61.28%, KL Divergence: 0.199203] [G loss: 1.046003, KL Divergence: 1.045935, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3786 [D loss: 0.810014, acc.: 61.07%, KL Divergence: 0.199274] [G loss: 1.011403, KL Divergence: 1.011334, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3787 [D loss: 0.840930, acc.: 64.17%, KL Divergence: 0.199231] [G loss: 0.880323, KL Divergence: 0.880253, FID: 80.481643]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3788 [D loss: 0.849846, acc.: 65.06%, KL Divergence: 0.199219] [G loss: 0.894663, KL Divergence: 0.894596, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3789 [D loss: 0.845427, acc.: 64.62%, KL Divergence: 0.199255] [G loss: 0.940442, KL Divergence: 0.940371, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3790 [D loss: 0.835798, acc.: 63.66%, KL Divergence: 0.199228] [G loss: 0.997795, KL Divergence: 0.997730, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3791 [D loss: 0.849382, acc.: 65.01%, KL Divergence: 0.199263] [G loss: 0.955074, KL Divergence: 0.955002, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3792 [D loss: 0.805678, acc.: 60.65%, KL Divergence: 0.199198] [G loss: 0.979950, KL Divergence: 0.979887, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3793 [D loss: 0.821123, acc.: 62.19%, KL Divergence: 0.199192] [G loss: 0.938848, KL Divergence: 0.938786, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3794 [D loss: 0.814250, acc.: 61.50%, KL Divergence: 0.199205] [G loss: 0.955641, KL Divergence: 0.955576, FID: 80.481643]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3795 [D loss: 0.818229, acc.: 61.90%, KL Divergence: 0.199216] [G loss: 0.936915, KL Divergence: 0.936852, FID: 80.481643]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3796 [D loss: 0.837951, acc.: 63.88%, KL Divergence: 0.199186] [G loss: 0.937934, KL Divergence: 0.937871, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3797 [D loss: 0.842402, acc.: 64.32%, KL Divergence: 0.199225] [G loss: 0.895158, KL Divergence: 0.895090, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3798 [D loss: 0.866423, acc.: 66.72%, KL Divergence: 0.199195] [G loss: 0.913384, KL Divergence: 0.913318, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3799 [D loss: 0.855746, acc.: 65.65%, KL Divergence: 0.199247] [G loss: 0.982782, KL Divergence: 0.982715, FID: 80.481643]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 60ms/step
4/4 [==============================] - 1s 74ms/step
3800 [D loss: 0.832831, acc.: 63.36%, KL Divergence: 0.199221] [G loss: 1.055575, KL Divergence: 1.055506, FID: 64.148381]
1/1 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3801 [D loss: 0.822238, acc.: 62.30%, KL Divergence: 0.199202] [G loss: 0.982926, KL Divergence: 0.982862, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3802 [D loss: 0.832571, acc.: 63.34%, KL Divergence: 0.199207] [G loss: 0.986835, KL Divergence: 0.986766, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3803 [D loss: 0.813055, acc.: 61.38%, KL Divergence: 0.199214] [G loss: 1.032073, KL Divergence: 1.032004, FID: 64.148381]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3804 [D loss: 0.848513, acc.: 64.93%, KL Divergence: 0.199223] [G loss: 0.980673, KL Divergence: 0.980605, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3805 [D loss: 0.838278, acc.: 63.91%, KL Divergence: 0.199207] [G loss: 0.938033, KL Divergence: 0.937968, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3806 [D loss: 0.849848, acc.: 65.06%, KL Divergence: 0.199199] [G loss: 0.891942, KL Divergence: 0.891877, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3807 [D loss: 0.833745, acc.: 63.45%, KL Divergence: 0.199246] [G loss: 0.993463, KL Divergence: 0.993394, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3808 [D loss: 0.836115, acc.: 63.69%, KL Divergence: 0.199254] [G loss: 1.017445, KL Divergence: 1.017375, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3809 [D loss: 0.812644, acc.: 61.34%, KL Divergence: 0.199226] [G loss: 0.974617, KL Divergence: 0.974551, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
3810 [D loss: 0.830971, acc.: 63.17%, KL Divergence: 0.199258] [G loss: 0.973222, KL Divergence: 0.973148, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3811 [D loss: 0.818069, acc.: 61.88%, KL Divergence: 0.199228] [G loss: 1.019629, KL Divergence: 1.019562, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3812 [D loss: 0.858188, acc.: 65.90%, KL Divergence: 0.199229] [G loss: 0.887065, KL Divergence: 0.886996, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3813 [D loss: 0.844199, acc.: 64.50%, KL Divergence: 0.199245] [G loss: 0.962420, KL Divergence: 0.962349, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3814 [D loss: 0.820674, acc.: 62.15%, KL Divergence: 0.199213] [G loss: 0.994764, KL Divergence: 0.994699, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3815 [D loss: 0.792801, acc.: 59.36%, KL Divergence: 0.199185] [G loss: 1.021700, KL Divergence: 1.021638, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3816 [D loss: 0.798612, acc.: 59.94%, KL Divergence: 0.199183] [G loss: 1.013930, KL Divergence: 1.013866, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3817 [D loss: 0.835453, acc.: 63.62%, KL Divergence: 0.199222] [G loss: 0.946575, KL Divergence: 0.946511, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3818 [D loss: 0.827669, acc.: 62.84%, KL Divergence: 0.199229] [G loss: 0.954472, KL Divergence: 0.954405, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3819 [D loss: 0.859682, acc.: 66.04%, KL Divergence: 0.199243] [G loss: 1.000012, KL Divergence: 0.999944, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3820 [D loss: 0.823597, acc.: 62.44%, KL Divergence: 0.199230] [G loss: 1.009447, KL Divergence: 1.009376, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3821 [D loss: 0.827121, acc.: 62.79%, KL Divergence: 0.199224] [G loss: 1.058601, KL Divergence: 1.058531, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3822 [D loss: 0.841960, acc.: 64.27%, KL Divergence: 0.199235] [G loss: 1.032867, KL Divergence: 1.032794, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3823 [D loss: 0.836788, acc.: 63.75%, KL Divergence: 0.199257] [G loss: 0.987138, KL Divergence: 0.987065, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3824 [D loss: 0.827123, acc.: 62.79%, KL Divergence: 0.199252] [G loss: 1.039456, KL Divergence: 1.039384, FID: 64.148381]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3825 [D loss: 0.845710, acc.: 64.65%, KL Divergence: 0.199240] [G loss: 0.947516, KL Divergence: 0.947448, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3826 [D loss: 0.842752, acc.: 64.35%, KL Divergence: 0.199206] [G loss: 0.944328, KL Divergence: 0.944260, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3827 [D loss: 0.803310, acc.: 60.41%, KL Divergence: 0.199192] [G loss: 1.022227, KL Divergence: 1.022167, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3828 [D loss: 0.816541, acc.: 61.73%, KL Divergence: 0.199222] [G loss: 0.972420, KL Divergence: 0.972355, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3829 [D loss: 0.782489, acc.: 58.32%, KL Divergence: 0.199261] [G loss: 1.020550, KL Divergence: 1.020481, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3830 [D loss: 0.805051, acc.: 60.58%, KL Divergence: 0.199222] [G loss: 1.008858, KL Divergence: 1.008798, FID: 64.148381]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3831 [D loss: 0.801493, acc.: 60.23%, KL Divergence: 0.199182] [G loss: 0.963273, KL Divergence: 0.963217, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3832 [D loss: 0.800500, acc.: 60.13%, KL Divergence: 0.199174] [G loss: 1.015424, KL Divergence: 1.015368, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3833 [D loss: 0.811492, acc.: 61.23%, KL Divergence: 0.199191] [G loss: 1.080979, KL Divergence: 1.080918, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3834 [D loss: 0.807826, acc.: 60.86%, KL Divergence: 0.199209] [G loss: 1.116575, KL Divergence: 1.116509, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3835 [D loss: 0.799027, acc.: 59.98%, KL Divergence: 0.199262] [G loss: 1.144742, KL Divergence: 1.144665, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3836 [D loss: 0.811185, acc.: 61.19%, KL Divergence: 0.199285] [G loss: 1.036746, KL Divergence: 1.036663, FID: 64.148381]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3837 [D loss: 0.820707, acc.: 62.14%, KL Divergence: 0.199355] [G loss: 1.113353, KL Divergence: 1.113263, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3838 [D loss: 0.838198, acc.: 63.89%, KL Divergence: 0.199315] [G loss: 1.037925, KL Divergence: 1.037841, FID: 64.148381]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3839 [D loss: 0.843365, acc.: 64.41%, KL Divergence: 0.199246] [G loss: 0.975096, KL Divergence: 0.975025, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3840 [D loss: 0.840825, acc.: 64.16%, KL Divergence: 0.199251] [G loss: 1.008454, KL Divergence: 1.008384, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3841 [D loss: 0.846779, acc.: 64.76%, KL Divergence: 0.199210] [G loss: 0.905231, KL Divergence: 0.905169, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3842 [D loss: 0.812510, acc.: 61.33%, KL Divergence: 0.199166] [G loss: 1.011083, KL Divergence: 1.011023, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3843 [D loss: 0.801966, acc.: 60.28%, KL Divergence: 0.199198] [G loss: 0.989417, KL Divergence: 0.989353, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3844 [D loss: 0.798410, acc.: 59.93%, KL Divergence: 0.199158] [G loss: 0.937990, KL Divergence: 0.937933, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3845 [D loss: 0.827417, acc.: 62.82%, KL Divergence: 0.199194] [G loss: 0.907892, KL Divergence: 0.907832, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3846 [D loss: 0.845792, acc.: 64.66%, KL Divergence: 0.199237] [G loss: 0.910880, KL Divergence: 0.910815, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3847 [D loss: 0.844965, acc.: 64.58%, KL Divergence: 0.199174] [G loss: 0.942540, KL Divergence: 0.942479, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3848 [D loss: 0.827433, acc.: 62.82%, KL Divergence: 0.199183] [G loss: 1.009513, KL Divergence: 1.009449, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3849 [D loss: 0.825230, acc.: 62.60%, KL Divergence: 0.199237] [G loss: 1.126101, KL Divergence: 1.126030, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3850 [D loss: 0.823237, acc.: 62.40%, KL Divergence: 0.199234] [G loss: 0.992229, KL Divergence: 0.992163, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3851 [D loss: 0.827484, acc.: 62.82%, KL Divergence: 0.199263] [G loss: 0.984469, KL Divergence: 0.984396, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3852 [D loss: 0.849072, acc.: 64.98%, KL Divergence: 0.199226] [G loss: 0.977908, KL Divergence: 0.977839, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3853 [D loss: 0.827215, acc.: 62.80%, KL Divergence: 0.199223] [G loss: 1.031858, KL Divergence: 1.031787, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3854 [D loss: 0.821460, acc.: 62.22%, KL Divergence: 0.199217] [G loss: 0.962348, KL Divergence: 0.962279, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3855 [D loss: 0.812987, acc.: 61.38%, KL Divergence: 0.199231] [G loss: 0.977481, KL Divergence: 0.977415, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3856 [D loss: 0.828306, acc.: 62.91%, KL Divergence: 0.199239] [G loss: 0.975348, KL Divergence: 0.975280, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3857 [D loss: 0.834643, acc.: 63.55%, KL Divergence: 0.199186] [G loss: 0.997755, KL Divergence: 0.997689, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3858 [D loss: 0.860566, acc.: 66.13%, KL Divergence: 0.199222] [G loss: 0.878197, KL Divergence: 0.878130, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3859 [D loss: 0.842194, acc.: 64.30%, KL Divergence: 0.199213] [G loss: 0.932963, KL Divergence: 0.932898, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3860 [D loss: 0.809743, acc.: 61.06%, KL Divergence: 0.199178] [G loss: 1.007894, KL Divergence: 1.007832, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3861 [D loss: 0.823692, acc.: 62.45%, KL Divergence: 0.199162] [G loss: 0.920989, KL Divergence: 0.920930, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3862 [D loss: 0.819652, acc.: 62.05%, KL Divergence: 0.199182] [G loss: 0.955111, KL Divergence: 0.955048, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3863 [D loss: 0.829445, acc.: 63.03%, KL Divergence: 0.199188] [G loss: 0.961656, KL Divergence: 0.961594, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3864 [D loss: 0.834155, acc.: 63.49%, KL Divergence: 0.199208] [G loss: 1.028150, KL Divergence: 1.028083, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3865 [D loss: 0.803592, acc.: 60.44%, KL Divergence: 0.199239] [G loss: 1.156063, KL Divergence: 1.155989, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3866 [D loss: 0.838685, acc.: 63.95%, KL Divergence: 0.199166] [G loss: 0.942825, KL Divergence: 0.942761, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3867 [D loss: 0.831505, acc.: 63.23%, KL Divergence: 0.199236] [G loss: 0.967543, KL Divergence: 0.967474, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3868 [D loss: 0.833127, acc.: 63.39%, KL Divergence: 0.199227] [G loss: 0.994162, KL Divergence: 0.994090, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3869 [D loss: 0.853727, acc.: 65.45%, KL Divergence: 0.199249] [G loss: 0.919212, KL Divergence: 0.919142, FID: 64.148381]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3870 [D loss: 0.815845, acc.: 61.66%, KL Divergence: 0.199214] [G loss: 0.988036, KL Divergence: 0.987973, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3871 [D loss: 0.835419, acc.: 63.62%, KL Divergence: 0.199205] [G loss: 0.984670, KL Divergence: 0.984602, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3872 [D loss: 0.838731, acc.: 63.96%, KL Divergence: 0.199166] [G loss: 0.934897, KL Divergence: 0.934834, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3873 [D loss: 0.828540, acc.: 62.94%, KL Divergence: 0.199166] [G loss: 1.028897, KL Divergence: 1.028834, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3874 [D loss: 0.817914, acc.: 61.88%, KL Divergence: 0.199161] [G loss: 0.984354, KL Divergence: 0.984292, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3875 [D loss: 0.822505, acc.: 62.33%, KL Divergence: 0.199179] [G loss: 0.880759, KL Divergence: 0.880698, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3876 [D loss: 0.825912, acc.: 62.67%, KL Divergence: 0.199188] [G loss: 0.952939, KL Divergence: 0.952876, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3877 [D loss: 0.836080, acc.: 63.69%, KL Divergence: 0.199178] [G loss: 0.990415, KL Divergence: 0.990351, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3878 [D loss: 0.819532, acc.: 62.03%, KL Divergence: 0.199193] [G loss: 1.007587, KL Divergence: 1.007524, FID: 64.148381]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3879 [D loss: 0.819020, acc.: 61.98%, KL Divergence: 0.199225] [G loss: 1.095145, KL Divergence: 1.095075, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3880 [D loss: 0.829740, acc.: 63.05%, KL Divergence: 0.199201] [G loss: 1.016688, KL Divergence: 1.016622, FID: 64.148381]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3881 [D loss: 0.847560, acc.: 64.83%, KL Divergence: 0.199212] [G loss: 0.983948, KL Divergence: 0.983879, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3882 [D loss: 0.833437, acc.: 63.42%, KL Divergence: 0.199208] [G loss: 0.934611, KL Divergence: 0.934545, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3883 [D loss: 0.841333, acc.: 64.22%, KL Divergence: 0.199182] [G loss: 0.985424, KL Divergence: 0.985358, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3884 [D loss: 0.833018, acc.: 63.38%, KL Divergence: 0.199185] [G loss: 0.938256, KL Divergence: 0.938193, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3885 [D loss: 0.846507, acc.: 64.73%, KL Divergence: 0.199163] [G loss: 0.951537, KL Divergence: 0.951477, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3886 [D loss: 0.826059, acc.: 62.69%, KL Divergence: 0.199190] [G loss: 1.019889, KL Divergence: 1.019826, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3887 [D loss: 0.830050, acc.: 63.09%, KL Divergence: 0.199147] [G loss: 0.978113, KL Divergence: 0.978055, FID: 64.148381]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3888 [D loss: 0.822738, acc.: 62.36%, KL Divergence: 0.199168] [G loss: 0.929279, KL Divergence: 0.929220, FID: 64.148381]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3889 [D loss: 0.802942, acc.: 60.37%, KL Divergence: 0.199194] [G loss: 1.032707, KL Divergence: 1.032645, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3890 [D loss: 0.805663, acc.: 60.65%, KL Divergence: 0.199188] [G loss: 0.981973, KL Divergence: 0.981913, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3891 [D loss: 0.826177, acc.: 62.70%, KL Divergence: 0.199203] [G loss: 1.015015, KL Divergence: 1.014950, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3892 [D loss: 0.847509, acc.: 64.83%, KL Divergence: 0.199199] [G loss: 0.919061, KL Divergence: 0.918996, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3893 [D loss: 0.868279, acc.: 66.91%, KL Divergence: 0.199182] [G loss: 0.880804, KL Divergence: 0.880742, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3894 [D loss: 0.845024, acc.: 64.58%, KL Divergence: 0.199184] [G loss: 0.979875, KL Divergence: 0.979810, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3895 [D loss: 0.826883, acc.: 62.77%, KL Divergence: 0.199172] [G loss: 1.018991, KL Divergence: 1.018927, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3896 [D loss: 0.809733, acc.: 61.06%, KL Divergence: 0.199165] [G loss: 1.021667, KL Divergence: 1.021605, FID: 64.148381]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3897 [D loss: 0.814577, acc.: 61.54%, KL Divergence: 0.199190] [G loss: 0.999372, KL Divergence: 0.999306, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3898 [D loss: 0.816578, acc.: 61.74%, KL Divergence: 0.199162] [G loss: 0.975214, KL Divergence: 0.975152, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3899 [D loss: 0.825663, acc.: 62.65%, KL Divergence: 0.199174] [G loss: 0.926711, KL Divergence: 0.926649, FID: 64.148381]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 69ms/step
4/4 [==============================] - 1s 82ms/step
3900 [D loss: 0.810535, acc.: 61.14%, KL Divergence: 0.199176] [G loss: 0.964860, KL Divergence: 0.964799, FID: 62.184711]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3901 [D loss: 0.823744, acc.: 62.45%, KL Divergence: 0.199228] [G loss: 1.020508, KL Divergence: 1.020439, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3902 [D loss: 0.827370, acc.: 62.82%, KL Divergence: 0.199151] [G loss: 0.943003, KL Divergence: 0.942944, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3903 [D loss: 0.842162, acc.: 64.30%, KL Divergence: 0.199172] [G loss: 0.942479, KL Divergence: 0.942415, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3904 [D loss: 0.829642, acc.: 63.05%, KL Divergence: 0.199181] [G loss: 0.989567, KL Divergence: 0.989500, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3905 [D loss: 0.836790, acc.: 63.76%, KL Divergence: 0.199168] [G loss: 0.962430, KL Divergence: 0.962369, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3906 [D loss: 0.825395, acc.: 62.62%, KL Divergence: 0.199180] [G loss: 0.933877, KL Divergence: 0.933816, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3907 [D loss: 0.835783, acc.: 63.66%, KL Divergence: 0.199166] [G loss: 0.995241, KL Divergence: 0.995180, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3908 [D loss: 0.823579, acc.: 62.44%, KL Divergence: 0.199160] [G loss: 0.934927, KL Divergence: 0.934871, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3909 [D loss: 0.819934, acc.: 62.08%, KL Divergence: 0.199159] [G loss: 0.954839, KL Divergence: 0.954779, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3910 [D loss: 0.830764, acc.: 63.16%, KL Divergence: 0.199136] [G loss: 0.927720, KL Divergence: 0.927664, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3911 [D loss: 0.822886, acc.: 62.37%, KL Divergence: 0.199151] [G loss: 0.953655, KL Divergence: 0.953596, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
3912 [D loss: 0.816951, acc.: 61.78%, KL Divergence: 0.199143] [G loss: 1.028952, KL Divergence: 1.028890, FID: 62.184711]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3913 [D loss: 0.814733, acc.: 61.56%, KL Divergence: 0.199162] [G loss: 0.937421, KL Divergence: 0.937359, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
3914 [D loss: 0.826190, acc.: 62.70%, KL Divergence: 0.199198] [G loss: 1.036669, KL Divergence: 1.036606, FID: 62.184711]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3915 [D loss: 0.840302, acc.: 64.11%, KL Divergence: 0.199169] [G loss: 0.901528, KL Divergence: 0.901464, FID: 62.184711]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3916 [D loss: 0.841417, acc.: 64.22%, KL Divergence: 0.199220] [G loss: 0.940306, KL Divergence: 0.940242, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3917 [D loss: 0.850493, acc.: 65.13%, KL Divergence: 0.199198] [G loss: 0.947456, KL Divergence: 0.947390, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3918 [D loss: 0.838107, acc.: 63.89%, KL Divergence: 0.199214] [G loss: 0.989230, KL Divergence: 0.989163, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3919 [D loss: 0.843230, acc.: 64.40%, KL Divergence: 0.199180] [G loss: 1.037558, KL Divergence: 1.037490, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3920 [D loss: 0.815051, acc.: 61.59%, KL Divergence: 0.199166] [G loss: 1.033836, KL Divergence: 1.033774, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3921 [D loss: 0.831245, acc.: 63.21%, KL Divergence: 0.199152] [G loss: 0.908337, KL Divergence: 0.908276, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
3922 [D loss: 0.825415, acc.: 62.63%, KL Divergence: 0.199153] [G loss: 0.946539, KL Divergence: 0.946478, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3923 [D loss: 0.824743, acc.: 62.56%, KL Divergence: 0.199172] [G loss: 0.959940, KL Divergence: 0.959878, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3924 [D loss: 0.811174, acc.: 61.20%, KL Divergence: 0.199158] [G loss: 0.954310, KL Divergence: 0.954251, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3925 [D loss: 0.846807, acc.: 64.77%, KL Divergence: 0.199143] [G loss: 0.877857, KL Divergence: 0.877799, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3926 [D loss: 0.826728, acc.: 62.75%, KL Divergence: 0.199182] [G loss: 1.032092, KL Divergence: 1.032031, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3927 [D loss: 0.829703, acc.: 63.06%, KL Divergence: 0.199135] [G loss: 1.002347, KL Divergence: 1.002288, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3928 [D loss: 0.824013, acc.: 62.49%, KL Divergence: 0.199144] [G loss: 0.984058, KL Divergence: 0.984001, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3929 [D loss: 0.827468, acc.: 62.83%, KL Divergence: 0.199151] [G loss: 0.924177, KL Divergence: 0.924118, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3930 [D loss: 0.828522, acc.: 62.94%, KL Divergence: 0.199120] [G loss: 0.970152, KL Divergence: 0.970093, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3931 [D loss: 0.810256, acc.: 61.11%, KL Divergence: 0.199177] [G loss: 0.964065, KL Divergence: 0.964001, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3932 [D loss: 0.827134, acc.: 62.79%, KL Divergence: 0.199194] [G loss: 0.968402, KL Divergence: 0.968338, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3933 [D loss: 0.826457, acc.: 62.73%, KL Divergence: 0.199179] [G loss: 1.023484, KL Divergence: 1.023419, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3934 [D loss: 0.837969, acc.: 63.87%, KL Divergence: 0.199219] [G loss: 0.944861, KL Divergence: 0.944794, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3935 [D loss: 0.840428, acc.: 64.12%, KL Divergence: 0.199182] [G loss: 0.932948, KL Divergence: 0.932885, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3936 [D loss: 0.840236, acc.: 64.11%, KL Divergence: 0.199181] [G loss: 0.944058, KL Divergence: 0.943992, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3937 [D loss: 0.842812, acc.: 64.37%, KL Divergence: 0.199144] [G loss: 0.920649, KL Divergence: 0.920588, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3938 [D loss: 0.829484, acc.: 63.03%, KL Divergence: 0.199138] [G loss: 0.943683, KL Divergence: 0.943624, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3939 [D loss: 0.819860, acc.: 62.07%, KL Divergence: 0.199184] [G loss: 0.978027, KL Divergence: 0.977964, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3940 [D loss: 0.825429, acc.: 62.63%, KL Divergence: 0.199143] [G loss: 0.945442, KL Divergence: 0.945385, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3941 [D loss: 0.832116, acc.: 63.30%, KL Divergence: 0.199162] [G loss: 0.953822, KL Divergence: 0.953761, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
3942 [D loss: 0.817802, acc.: 61.86%, KL Divergence: 0.199156] [G loss: 0.998985, KL Divergence: 0.998926, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3943 [D loss: 0.831681, acc.: 63.25%, KL Divergence: 0.199134] [G loss: 0.925861, KL Divergence: 0.925805, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3944 [D loss: 0.829506, acc.: 63.04%, KL Divergence: 0.199145] [G loss: 0.976094, KL Divergence: 0.976036, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3945 [D loss: 0.815551, acc.: 61.64%, KL Divergence: 0.199136] [G loss: 1.016909, KL Divergence: 1.016849, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3946 [D loss: 0.849951, acc.: 65.08%, KL Divergence: 0.199165] [G loss: 0.999410, KL Divergence: 0.999349, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3947 [D loss: 0.832127, acc.: 63.29%, KL Divergence: 0.199180] [G loss: 0.999278, KL Divergence: 0.999214, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3948 [D loss: 0.826281, acc.: 62.71%, KL Divergence: 0.199206] [G loss: 1.032391, KL Divergence: 1.032322, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3949 [D loss: 0.841599, acc.: 64.24%, KL Divergence: 0.199216] [G loss: 1.142769, KL Divergence: 1.142696, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3950 [D loss: 0.837067, acc.: 63.79%, KL Divergence: 0.199203] [G loss: 1.058692, KL Divergence: 1.058626, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3951 [D loss: 0.826014, acc.: 62.68%, KL Divergence: 0.199184] [G loss: 0.968040, KL Divergence: 0.967974, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3952 [D loss: 0.850856, acc.: 65.17%, KL Divergence: 0.199195] [G loss: 0.928593, KL Divergence: 0.928532, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3953 [D loss: 0.846839, acc.: 64.77%, KL Divergence: 0.199145] [G loss: 0.922677, KL Divergence: 0.922620, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3954 [D loss: 0.843539, acc.: 64.44%, KL Divergence: 0.199150] [G loss: 0.936641, KL Divergence: 0.936584, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3955 [D loss: 0.800527, acc.: 60.14%, KL Divergence: 0.199159] [G loss: 1.060769, KL Divergence: 1.060711, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3956 [D loss: 0.801653, acc.: 60.25%, KL Divergence: 0.199115] [G loss: 0.978017, KL Divergence: 0.977963, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3957 [D loss: 0.808091, acc.: 60.89%, KL Divergence: 0.199153] [G loss: 0.938476, KL Divergence: 0.938422, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3958 [D loss: 0.845999, acc.: 64.69%, KL Divergence: 0.199140] [G loss: 0.883493, KL Divergence: 0.883437, FID: 62.184711]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3959 [D loss: 0.829870, acc.: 63.07%, KL Divergence: 0.199172] [G loss: 0.977812, KL Divergence: 0.977752, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3960 [D loss: 0.833290, acc.: 63.41%, KL Divergence: 0.199147] [G loss: 1.065343, KL Divergence: 1.065282, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3961 [D loss: 0.821244, acc.: 62.21%, KL Divergence: 0.199185] [G loss: 1.086088, KL Divergence: 1.086026, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3962 [D loss: 0.833132, acc.: 63.40%, KL Divergence: 0.199181] [G loss: 1.043313, KL Divergence: 1.043250, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3963 [D loss: 0.813323, acc.: 61.41%, KL Divergence: 0.199187] [G loss: 1.048473, KL Divergence: 1.048407, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3964 [D loss: 0.826957, acc.: 62.78%, KL Divergence: 0.199195] [G loss: 1.154235, KL Divergence: 1.154160, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3965 [D loss: 0.824374, acc.: 62.52%, KL Divergence: 0.199220] [G loss: 0.964332, KL Divergence: 0.964263, FID: 62.184711]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3966 [D loss: 0.846582, acc.: 64.73%, KL Divergence: 0.199251] [G loss: 0.932620, KL Divergence: 0.932547, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3967 [D loss: 0.835070, acc.: 63.59%, KL Divergence: 0.199212] [G loss: 0.972081, KL Divergence: 0.972011, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3968 [D loss: 0.859777, acc.: 66.06%, KL Divergence: 0.199148] [G loss: 0.896217, KL Divergence: 0.896159, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3969 [D loss: 0.823252, acc.: 62.41%, KL Divergence: 0.199191] [G loss: 1.023725, KL Divergence: 1.023663, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3970 [D loss: 0.815941, acc.: 61.68%, KL Divergence: 0.199110] [G loss: 0.965705, KL Divergence: 0.965654, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3971 [D loss: 0.818752, acc.: 61.96%, KL Divergence: 0.199134] [G loss: 0.864101, KL Divergence: 0.864047, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3972 [D loss: 0.772663, acc.: 57.35%, KL Divergence: 0.199168] [G loss: 1.122463, KL Divergence: 1.122403, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3973 [D loss: 0.811133, acc.: 61.20%, KL Divergence: 0.199150] [G loss: 0.942620, KL Divergence: 0.942565, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3974 [D loss: 0.804546, acc.: 60.54%, KL Divergence: 0.199147] [G loss: 0.985496, KL Divergence: 0.985442, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3975 [D loss: 0.818515, acc.: 61.93%, KL Divergence: 0.199172] [G loss: 1.018704, KL Divergence: 1.018645, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3976 [D loss: 0.814417, acc.: 61.52%, KL Divergence: 0.199180] [G loss: 1.063880, KL Divergence: 1.063816, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3977 [D loss: 0.843174, acc.: 64.40%, KL Divergence: 0.199168] [G loss: 0.989005, KL Divergence: 0.988942, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3978 [D loss: 0.829926, acc.: 63.07%, KL Divergence: 0.199217] [G loss: 1.018006, KL Divergence: 1.017938, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3979 [D loss: 0.853777, acc.: 65.45%, KL Divergence: 0.199231] [G loss: 1.028979, KL Divergence: 1.028906, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3980 [D loss: 0.859926, acc.: 66.07%, KL Divergence: 0.199268] [G loss: 0.991481, KL Divergence: 0.991405, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3981 [D loss: 0.844497, acc.: 64.53%, KL Divergence: 0.199225] [G loss: 0.963948, KL Divergence: 0.963875, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3982 [D loss: 0.831622, acc.: 63.24%, KL Divergence: 0.199230] [G loss: 1.035416, KL Divergence: 1.035346, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3983 [D loss: 0.830306, acc.: 63.11%, KL Divergence: 0.199187] [G loss: 1.036013, KL Divergence: 1.035946, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3984 [D loss: 0.807582, acc.: 60.84%, KL Divergence: 0.199147] [G loss: 1.031260, KL Divergence: 1.031202, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3985 [D loss: 0.808532, acc.: 60.94%, KL Divergence: 0.199143] [G loss: 0.970381, KL Divergence: 0.970321, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3986 [D loss: 0.799676, acc.: 60.06%, KL Divergence: 0.199122] [G loss: 0.938094, KL Divergence: 0.938041, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3987 [D loss: 0.836229, acc.: 63.71%, KL Divergence: 0.199095] [G loss: 0.850875, KL Divergence: 0.850822, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3988 [D loss: 0.822520, acc.: 62.34%, KL Divergence: 0.199139] [G loss: 0.926592, KL Divergence: 0.926533, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3989 [D loss: 0.827664, acc.: 62.85%, KL Divergence: 0.199140] [G loss: 0.957730, KL Divergence: 0.957674, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3990 [D loss: 0.839197, acc.: 64.01%, KL Divergence: 0.199132] [G loss: 1.016019, KL Divergence: 1.015962, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3991 [D loss: 0.842890, acc.: 64.37%, KL Divergence: 0.199157] [G loss: 1.035401, KL Divergence: 1.035340, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
3992 [D loss: 0.816873, acc.: 61.77%, KL Divergence: 0.199147] [G loss: 1.099629, KL Divergence: 1.099568, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
3993 [D loss: 0.820532, acc.: 62.14%, KL Divergence: 0.199151] [G loss: 1.135629, KL Divergence: 1.135565, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3994 [D loss: 0.816388, acc.: 61.72%, KL Divergence: 0.199201] [G loss: 1.114131, KL Divergence: 1.114059, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3995 [D loss: 0.821057, acc.: 62.19%, KL Divergence: 0.199183] [G loss: 1.010470, KL Divergence: 1.010405, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
3996 [D loss: 0.826599, acc.: 62.74%, KL Divergence: 0.199248] [G loss: 1.018062, KL Divergence: 1.017986, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
3997 [D loss: 0.895061, acc.: 69.59%, KL Divergence: 0.199191] [G loss: 0.890775, KL Divergence: 0.890707, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
3998 [D loss: 0.853557, acc.: 65.44%, KL Divergence: 0.199170] [G loss: 0.929088, KL Divergence: 0.929026, FID: 62.184711]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
3999 [D loss: 0.847870, acc.: 64.87%, KL Divergence: 0.199160] [G loss: 1.008745, KL Divergence: 1.008681, FID: 62.184711]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 120ms/step
4/4 [==============================] - 2s 130ms/step
4000 [D loss: 0.793493, acc.: 59.44%, KL Divergence: 0.199127] [G loss: 1.090600, KL Divergence: 1.090546, FID: 61.656497]
1/1 [==============================] - 0s 30ms/step
4/4 [==============================] - 0s 79ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4001 [D loss: 0.816647, acc.: 61.75%, KL Divergence: 0.199134] [G loss: 0.925128, KL Divergence: 0.925073, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4002 [D loss: 0.820086, acc.: 62.10%, KL Divergence: 0.199127] [G loss: 0.960815, KL Divergence: 0.960756, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4003 [D loss: 0.807703, acc.: 60.86%, KL Divergence: 0.199109] [G loss: 0.970340, KL Divergence: 0.970285, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4004 [D loss: 0.842517, acc.: 64.34%, KL Divergence: 0.199112] [G loss: 0.910376, KL Divergence: 0.910321, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4005 [D loss: 0.848875, acc.: 64.97%, KL Divergence: 0.199147] [G loss: 1.037036, KL Divergence: 1.036974, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4006 [D loss: 0.835886, acc.: 63.67%, KL Divergence: 0.199151] [G loss: 1.079262, KL Divergence: 1.079200, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4007 [D loss: 0.819766, acc.: 62.06%, KL Divergence: 0.199129] [G loss: 1.023264, KL Divergence: 1.023207, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4008 [D loss: 0.817830, acc.: 61.87%, KL Divergence: 0.199152] [G loss: 1.042153, KL Divergence: 1.042092, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4009 [D loss: 0.828588, acc.: 62.94%, KL Divergence: 0.199147] [G loss: 1.080149, KL Divergence: 1.080086, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4010 [D loss: 0.819133, acc.: 62.00%, KL Divergence: 0.199172] [G loss: 1.014957, KL Divergence: 1.014892, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4011 [D loss: 0.825947, acc.: 62.68%, KL Divergence: 0.199142] [G loss: 1.007685, KL Divergence: 1.007625, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4012 [D loss: 0.850257, acc.: 65.11%, KL Divergence: 0.199187] [G loss: 0.908838, KL Divergence: 0.908772, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4013 [D loss: 0.842571, acc.: 64.34%, KL Divergence: 0.199177] [G loss: 1.029187, KL Divergence: 1.029128, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4014 [D loss: 0.816646, acc.: 61.75%, KL Divergence: 0.199150] [G loss: 0.978022, KL Divergence: 0.977962, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4015 [D loss: 0.798721, acc.: 59.96%, KL Divergence: 0.199147] [G loss: 1.009065, KL Divergence: 1.009008, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4016 [D loss: 0.811265, acc.: 61.21%, KL Divergence: 0.199145] [G loss: 0.986143, KL Divergence: 0.986084, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4017 [D loss: 0.814731, acc.: 61.56%, KL Divergence: 0.199109] [G loss: 0.906220, KL Divergence: 0.906166, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4018 [D loss: 0.823336, acc.: 62.42%, KL Divergence: 0.199129] [G loss: 0.916826, KL Divergence: 0.916768, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4019 [D loss: 0.826497, acc.: 62.74%, KL Divergence: 0.199146] [G loss: 0.925895, KL Divergence: 0.925838, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4020 [D loss: 0.828648, acc.: 62.95%, KL Divergence: 0.199115] [G loss: 1.005826, KL Divergence: 1.005771, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4021 [D loss: 0.844412, acc.: 64.53%, KL Divergence: 0.199110] [G loss: 1.040429, KL Divergence: 1.040374, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4022 [D loss: 0.830124, acc.: 63.10%, KL Divergence: 0.199097] [G loss: 1.050256, KL Divergence: 1.050200, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4023 [D loss: 0.847249, acc.: 64.81%, KL Divergence: 0.199117] [G loss: 1.128189, KL Divergence: 1.128130, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4024 [D loss: 0.804613, acc.: 60.55%, KL Divergence: 0.199125] [G loss: 1.126491, KL Divergence: 1.126431, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4025 [D loss: 0.808004, acc.: 60.88%, KL Divergence: 0.199156] [G loss: 1.068313, KL Divergence: 1.068252, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4026 [D loss: 0.822513, acc.: 62.34%, KL Divergence: 0.199139] [G loss: 1.020999, KL Divergence: 1.020936, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4027 [D loss: 0.826249, acc.: 62.71%, KL Divergence: 0.199176] [G loss: 0.996513, KL Divergence: 0.996447, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4028 [D loss: 0.839800, acc.: 64.06%, KL Divergence: 0.199209] [G loss: 0.934676, KL Divergence: 0.934608, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4029 [D loss: 0.859212, acc.: 66.00%, KL Divergence: 0.199168] [G loss: 0.964921, KL Divergence: 0.964859, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4030 [D loss: 0.844270, acc.: 64.51%, KL Divergence: 0.199204] [G loss: 1.055781, KL Divergence: 1.055714, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4031 [D loss: 0.821676, acc.: 62.26%, KL Divergence: 0.199077] [G loss: 0.965325, KL Divergence: 0.965274, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4032 [D loss: 0.828533, acc.: 62.94%, KL Divergence: 0.199108] [G loss: 0.980244, KL Divergence: 0.980187, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4033 [D loss: 0.800137, acc.: 60.10%, KL Divergence: 0.199089] [G loss: 0.955329, KL Divergence: 0.955280, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4034 [D loss: 0.817973, acc.: 61.88%, KL Divergence: 0.199125] [G loss: 0.922870, KL Divergence: 0.922816, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4035 [D loss: 0.813199, acc.: 61.41%, KL Divergence: 0.199113] [G loss: 0.918739, KL Divergence: 0.918686, FID: 61.656497]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4036 [D loss: 0.820410, acc.: 62.13%, KL Divergence: 0.199083] [G loss: 0.958957, KL Divergence: 0.958905, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4037 [D loss: 0.824029, acc.: 62.49%, KL Divergence: 0.199095] [G loss: 0.956811, KL Divergence: 0.956759, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4038 [D loss: 0.830643, acc.: 63.15%, KL Divergence: 0.199107] [G loss: 0.992100, KL Divergence: 0.992045, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4039 [D loss: 0.833321, acc.: 63.42%, KL Divergence: 0.199103] [G loss: 1.087327, KL Divergence: 1.087267, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4040 [D loss: 0.821179, acc.: 62.21%, KL Divergence: 0.199100] [G loss: 1.080582, KL Divergence: 1.080525, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4041 [D loss: 0.835054, acc.: 63.59%, KL Divergence: 0.199124] [G loss: 0.975043, KL Divergence: 0.974985, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4042 [D loss: 0.839445, acc.: 64.03%, KL Divergence: 0.199137] [G loss: 1.052935, KL Divergence: 1.052872, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4043 [D loss: 0.840046, acc.: 64.09%, KL Divergence: 0.199153] [G loss: 1.051025, KL Divergence: 1.050961, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4044 [D loss: 0.856620, acc.: 65.75%, KL Divergence: 0.199147] [G loss: 0.974762, KL Divergence: 0.974699, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4045 [D loss: 0.840024, acc.: 64.08%, KL Divergence: 0.199178] [G loss: 1.001199, KL Divergence: 1.001135, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4046 [D loss: 0.820810, acc.: 62.17%, KL Divergence: 0.199110] [G loss: 0.995673, KL Divergence: 0.995616, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4047 [D loss: 0.832032, acc.: 63.29%, KL Divergence: 0.199116] [G loss: 0.999470, KL Divergence: 0.999412, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4048 [D loss: 0.837494, acc.: 63.84%, KL Divergence: 0.199095] [G loss: 0.975835, KL Divergence: 0.975776, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4049 [D loss: 0.836792, acc.: 63.77%, KL Divergence: 0.199070] [G loss: 0.879123, KL Divergence: 0.879073, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4050 [D loss: 0.820951, acc.: 62.19%, KL Divergence: 0.199084] [G loss: 0.940118, KL Divergence: 0.940067, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4051 [D loss: 0.845130, acc.: 64.60%, KL Divergence: 0.199108] [G loss: 0.931777, KL Divergence: 0.931724, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4052 [D loss: 0.823951, acc.: 62.49%, KL Divergence: 0.199093] [G loss: 0.954382, KL Divergence: 0.954333, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4053 [D loss: 0.814387, acc.: 61.53%, KL Divergence: 0.199061] [G loss: 1.053922, KL Divergence: 1.053871, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4054 [D loss: 0.805373, acc.: 60.63%, KL Divergence: 0.199069] [G loss: 1.052464, KL Divergence: 1.052412, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4055 [D loss: 0.809707, acc.: 61.06%, KL Divergence: 0.199082] [G loss: 1.025897, KL Divergence: 1.025846, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4056 [D loss: 0.809587, acc.: 61.05%, KL Divergence: 0.199082] [G loss: 1.018302, KL Divergence: 1.018251, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4057 [D loss: 0.818758, acc.: 61.97%, KL Divergence: 0.199103] [G loss: 1.097508, KL Divergence: 1.097455, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4058 [D loss: 0.811249, acc.: 61.21%, KL Divergence: 0.199122] [G loss: 1.015433, KL Divergence: 1.015375, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4059 [D loss: 0.820709, acc.: 62.16%, KL Divergence: 0.199152] [G loss: 1.010918, KL Divergence: 1.010856, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4060 [D loss: 0.835871, acc.: 63.67%, KL Divergence: 0.199142] [G loss: 0.965848, KL Divergence: 0.965788, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4061 [D loss: 0.835963, acc.: 63.68%, KL Divergence: 0.199175] [G loss: 1.013483, KL Divergence: 1.013419, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4062 [D loss: 0.857709, acc.: 65.86%, KL Divergence: 0.199137] [G loss: 0.939769, KL Divergence: 0.939710, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4063 [D loss: 0.844880, acc.: 64.57%, KL Divergence: 0.199131] [G loss: 0.941395, KL Divergence: 0.941336, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4064 [D loss: 0.820505, acc.: 62.14%, KL Divergence: 0.199105] [G loss: 0.990638, KL Divergence: 0.990583, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4065 [D loss: 0.831292, acc.: 63.22%, KL Divergence: 0.199111] [G loss: 1.010663, KL Divergence: 1.010609, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4066 [D loss: 0.831782, acc.: 63.27%, KL Divergence: 0.199070] [G loss: 1.005323, KL Divergence: 1.005273, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4067 [D loss: 0.807168, acc.: 60.81%, KL Divergence: 0.199089] [G loss: 0.988437, KL Divergence: 0.988384, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4068 [D loss: 0.807515, acc.: 60.85%, KL Divergence: 0.199064] [G loss: 0.990823, KL Divergence: 0.990773, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4069 [D loss: 0.830645, acc.: 63.16%, KL Divergence: 0.199061] [G loss: 0.963037, KL Divergence: 0.962986, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4070 [D loss: 0.847661, acc.: 64.86%, KL Divergence: 0.199061] [G loss: 0.863443, KL Divergence: 0.863394, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4071 [D loss: 0.842617, acc.: 64.35%, KL Divergence: 0.199081] [G loss: 1.003999, KL Divergence: 1.003945, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4072 [D loss: 0.858109, acc.: 65.91%, KL Divergence: 0.199058] [G loss: 0.975475, KL Divergence: 0.975423, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4073 [D loss: 0.836775, acc.: 63.77%, KL Divergence: 0.199104] [G loss: 1.018577, KL Divergence: 1.018520, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4074 [D loss: 0.831270, acc.: 63.22%, KL Divergence: 0.199078] [G loss: 1.037702, KL Divergence: 1.037646, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4075 [D loss: 0.837259, acc.: 63.81%, KL Divergence: 0.199110] [G loss: 1.013458, KL Divergence: 1.013396, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4076 [D loss: 0.825437, acc.: 62.63%, KL Divergence: 0.199106] [G loss: 0.960516, KL Divergence: 0.960463, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4077 [D loss: 0.833017, acc.: 63.39%, KL Divergence: 0.199115] [G loss: 0.937798, KL Divergence: 0.937741, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4078 [D loss: 0.825004, acc.: 62.59%, KL Divergence: 0.199089] [G loss: 0.901950, KL Divergence: 0.901899, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4079 [D loss: 0.817261, acc.: 61.82%, KL Divergence: 0.199086] [G loss: 0.971744, KL Divergence: 0.971688, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4080 [D loss: 0.832910, acc.: 63.38%, KL Divergence: 0.199068] [G loss: 0.891079, KL Divergence: 0.891030, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4081 [D loss: 0.843256, acc.: 64.42%, KL Divergence: 0.199096] [G loss: 0.910022, KL Divergence: 0.909969, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4082 [D loss: 0.838526, acc.: 63.95%, KL Divergence: 0.199064] [G loss: 0.906425, KL Divergence: 0.906375, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4083 [D loss: 0.836702, acc.: 63.76%, KL Divergence: 0.199093] [G loss: 0.937145, KL Divergence: 0.937093, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4084 [D loss: 0.828733, acc.: 62.97%, KL Divergence: 0.199064] [G loss: 0.961479, KL Divergence: 0.961429, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4085 [D loss: 0.840728, acc.: 64.16%, KL Divergence: 0.199078] [G loss: 0.975406, KL Divergence: 0.975354, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4086 [D loss: 0.810299, acc.: 61.12%, KL Divergence: 0.199084] [G loss: 1.120399, KL Divergence: 1.120341, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4087 [D loss: 0.838462, acc.: 63.94%, KL Divergence: 0.199065] [G loss: 0.949401, KL Divergence: 0.949346, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4088 [D loss: 0.821758, acc.: 62.27%, KL Divergence: 0.199102] [G loss: 1.022456, KL Divergence: 1.022399, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4089 [D loss: 0.815957, acc.: 61.68%, KL Divergence: 0.199130] [G loss: 1.004030, KL Divergence: 1.003975, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4090 [D loss: 0.858071, acc.: 65.90%, KL Divergence: 0.199088] [G loss: 0.907333, KL Divergence: 0.907276, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4091 [D loss: 0.844516, acc.: 64.54%, KL Divergence: 0.199078] [G loss: 0.922264, KL Divergence: 0.922213, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4092 [D loss: 0.840556, acc.: 64.14%, KL Divergence: 0.199129] [G loss: 0.925259, KL Divergence: 0.925203, FID: 61.656497]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4093 [D loss: 0.829368, acc.: 63.03%, KL Divergence: 0.199063] [G loss: 0.935320, KL Divergence: 0.935272, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
4094 [D loss: 0.820416, acc.: 62.13%, KL Divergence: 0.199106] [G loss: 0.951630, KL Divergence: 0.951574, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4095 [D loss: 0.805193, acc.: 60.61%, KL Divergence: 0.199056] [G loss: 0.990467, KL Divergence: 0.990417, FID: 61.656497]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4096 [D loss: 0.818892, acc.: 61.98%, KL Divergence: 0.199083] [G loss: 0.953083, KL Divergence: 0.953030, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4097 [D loss: 0.818361, acc.: 61.93%, KL Divergence: 0.199091] [G loss: 0.984133, KL Divergence: 0.984080, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4098 [D loss: 0.870029, acc.: 67.10%, KL Divergence: 0.199068] [G loss: 0.836440, KL Divergence: 0.836388, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4099 [D loss: 0.857105, acc.: 65.80%, KL Divergence: 0.199079] [G loss: 0.979649, KL Divergence: 0.979594, FID: 61.656497]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 80ms/step
4/4 [==============================] - 2s 85ms/step
4100 [D loss: 0.845878, acc.: 64.68%, KL Divergence: 0.199063] [G loss: 1.031061, KL Divergence: 1.031007, FID: 62.044283]
1/1 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4101 [D loss: 0.819228, acc.: 62.01%, KL Divergence: 0.199079] [G loss: 1.140155, KL Divergence: 1.140101, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4102 [D loss: 0.840091, acc.: 64.10%, KL Divergence: 0.199043] [G loss: 1.005707, KL Divergence: 1.005656, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4103 [D loss: 0.832127, acc.: 63.31%, KL Divergence: 0.199075] [G loss: 0.985234, KL Divergence: 0.985181, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4104 [D loss: 0.815376, acc.: 61.63%, KL Divergence: 0.199071] [G loss: 1.072277, KL Divergence: 1.072225, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4105 [D loss: 0.829118, acc.: 63.01%, KL Divergence: 0.199060] [G loss: 0.940188, KL Divergence: 0.940135, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4106 [D loss: 0.834460, acc.: 63.54%, KL Divergence: 0.199082] [G loss: 0.924836, KL Divergence: 0.924781, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4107 [D loss: 0.852869, acc.: 65.38%, KL Divergence: 0.199093] [G loss: 0.937099, KL Divergence: 0.937044, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4108 [D loss: 0.877542, acc.: 67.84%, KL Divergence: 0.199096] [G loss: 0.905822, KL Divergence: 0.905767, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4109 [D loss: 0.846554, acc.: 64.75%, KL Divergence: 0.199057] [G loss: 0.914859, KL Divergence: 0.914809, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4110 [D loss: 0.825028, acc.: 62.60%, KL Divergence: 0.199068] [G loss: 1.016287, KL Divergence: 1.016235, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4111 [D loss: 0.796984, acc.: 59.79%, KL Divergence: 0.199054] [G loss: 1.055794, KL Divergence: 1.055743, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4112 [D loss: 0.803131, acc.: 60.41%, KL Divergence: 0.199056] [G loss: 0.955185, KL Divergence: 0.955133, FID: 62.044283]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4113 [D loss: 0.807836, acc.: 60.88%, KL Divergence: 0.199051] [G loss: 0.943198, KL Divergence: 0.943149, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4114 [D loss: 0.825933, acc.: 62.69%, KL Divergence: 0.199065] [G loss: 0.904237, KL Divergence: 0.904186, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4115 [D loss: 0.830770, acc.: 63.17%, KL Divergence: 0.199063] [G loss: 0.946939, KL Divergence: 0.946890, FID: 62.044283]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4116 [D loss: 0.841316, acc.: 64.23%, KL Divergence: 0.199046] [G loss: 1.017068, KL Divergence: 1.017019, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4117 [D loss: 0.843383, acc.: 64.43%, KL Divergence: 0.199053] [G loss: 1.028501, KL Divergence: 1.028448, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4118 [D loss: 0.832053, acc.: 63.30%, KL Divergence: 0.199075] [G loss: 0.960988, KL Divergence: 0.960934, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4119 [D loss: 0.831960, acc.: 63.29%, KL Divergence: 0.199094] [G loss: 1.067669, KL Divergence: 1.067611, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4120 [D loss: 0.819805, acc.: 62.07%, KL Divergence: 0.199099] [G loss: 1.021971, KL Divergence: 1.021915, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4121 [D loss: 0.853728, acc.: 65.46%, KL Divergence: 0.199124] [G loss: 0.962471, KL Divergence: 0.962409, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4122 [D loss: 0.818563, acc.: 61.94%, KL Divergence: 0.199129] [G loss: 1.055208, KL Divergence: 1.055147, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4123 [D loss: 0.855042, acc.: 65.59%, KL Divergence: 0.199103] [G loss: 0.934301, KL Divergence: 0.934242, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4124 [D loss: 0.830519, acc.: 63.14%, KL Divergence: 0.199097] [G loss: 0.972750, KL Divergence: 0.972693, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4125 [D loss: 0.832381, acc.: 63.33%, KL Divergence: 0.199085] [G loss: 0.954649, KL Divergence: 0.954597, FID: 62.044283]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4126 [D loss: 0.814787, acc.: 61.57%, KL Divergence: 0.199079] [G loss: 0.958216, KL Divergence: 0.958162, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4127 [D loss: 0.804929, acc.: 60.59%, KL Divergence: 0.199024] [G loss: 0.954213, KL Divergence: 0.954169, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4128 [D loss: 0.829228, acc.: 63.02%, KL Divergence: 0.199064] [G loss: 0.893274, KL Divergence: 0.893225, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4129 [D loss: 0.818685, acc.: 61.96%, KL Divergence: 0.199079] [G loss: 0.981322, KL Divergence: 0.981266, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4130 [D loss: 0.829206, acc.: 63.01%, KL Divergence: 0.199061] [G loss: 0.946386, KL Divergence: 0.946339, FID: 62.044283]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4131 [D loss: 0.839962, acc.: 64.09%, KL Divergence: 0.199060] [G loss: 0.941830, KL Divergence: 0.941780, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4132 [D loss: 0.815783, acc.: 61.67%, KL Divergence: 0.199089] [G loss: 1.015811, KL Divergence: 1.015759, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4133 [D loss: 0.834988, acc.: 63.59%, KL Divergence: 0.199057] [G loss: 1.036985, KL Divergence: 1.036931, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4134 [D loss: 0.836013, acc.: 63.69%, KL Divergence: 0.199080] [G loss: 0.995927, KL Divergence: 0.995873, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4135 [D loss: 0.842731, acc.: 64.36%, KL Divergence: 0.199099] [G loss: 0.969125, KL Divergence: 0.969068, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4136 [D loss: 0.839775, acc.: 64.07%, KL Divergence: 0.199097] [G loss: 0.974620, KL Divergence: 0.974563, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4137 [D loss: 0.843659, acc.: 64.45%, KL Divergence: 0.199123] [G loss: 1.064181, KL Divergence: 1.064119, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4138 [D loss: 0.857377, acc.: 65.83%, KL Divergence: 0.199094] [G loss: 0.945574, KL Divergence: 0.945518, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4139 [D loss: 0.837058, acc.: 63.80%, KL Divergence: 0.199102] [G loss: 0.995087, KL Divergence: 0.995026, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4140 [D loss: 0.826843, acc.: 62.78%, KL Divergence: 0.199076] [G loss: 0.954248, KL Divergence: 0.954195, FID: 62.044283]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4141 [D loss: 0.828401, acc.: 62.93%, KL Divergence: 0.199071] [G loss: 0.936499, KL Divergence: 0.936447, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4142 [D loss: 0.812411, acc.: 61.34%, KL Divergence: 0.199046] [G loss: 0.976931, KL Divergence: 0.976881, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4143 [D loss: 0.834697, acc.: 63.56%, KL Divergence: 0.199062] [G loss: 0.911465, KL Divergence: 0.911415, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4144 [D loss: 0.807675, acc.: 60.86%, KL Divergence: 0.199074] [G loss: 0.956024, KL Divergence: 0.955972, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4145 [D loss: 0.831181, acc.: 63.21%, KL Divergence: 0.199042] [G loss: 0.962549, KL Divergence: 0.962502, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4146 [D loss: 0.844169, acc.: 64.51%, KL Divergence: 0.199046] [G loss: 0.908633, KL Divergence: 0.908584, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4147 [D loss: 0.815881, acc.: 61.68%, KL Divergence: 0.199064] [G loss: 1.029416, KL Divergence: 1.029364, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4148 [D loss: 0.831797, acc.: 63.28%, KL Divergence: 0.199041] [G loss: 0.991839, KL Divergence: 0.991790, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4149 [D loss: 0.812864, acc.: 61.38%, KL Divergence: 0.199061] [G loss: 1.108530, KL Divergence: 1.108476, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4150 [D loss: 0.806192, acc.: 60.71%, KL Divergence: 0.199073] [G loss: 1.033347, KL Divergence: 1.033293, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4151 [D loss: 0.813084, acc.: 61.40%, KL Divergence: 0.199065] [G loss: 1.044680, KL Divergence: 1.044626, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4152 [D loss: 0.836583, acc.: 63.75%, KL Divergence: 0.199101] [G loss: 0.959149, KL Divergence: 0.959093, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4153 [D loss: 0.848518, acc.: 64.94%, KL Divergence: 0.199091] [G loss: 0.945671, KL Divergence: 0.945616, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4154 [D loss: 0.825185, acc.: 62.61%, KL Divergence: 0.199100] [G loss: 1.027315, KL Divergence: 1.027260, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4155 [D loss: 0.844319, acc.: 64.52%, KL Divergence: 0.199090] [G loss: 0.982616, KL Divergence: 0.982561, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4156 [D loss: 0.843908, acc.: 64.48%, KL Divergence: 0.199064] [G loss: 0.987075, KL Divergence: 0.987025, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4157 [D loss: 0.831614, acc.: 63.25%, KL Divergence: 0.199084] [G loss: 0.967393, KL Divergence: 0.967338, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4158 [D loss: 0.802393, acc.: 60.33%, KL Divergence: 0.199046] [G loss: 0.988442, KL Divergence: 0.988396, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4159 [D loss: 0.805092, acc.: 60.60%, KL Divergence: 0.199066] [G loss: 1.021698, KL Divergence: 1.021646, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4160 [D loss: 0.863844, acc.: 66.48%, KL Divergence: 0.199068] [G loss: 0.854227, KL Divergence: 0.854176, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4161 [D loss: 0.829195, acc.: 63.01%, KL Divergence: 0.199050] [G loss: 0.964171, KL Divergence: 0.964121, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4162 [D loss: 0.856484, acc.: 65.74%, KL Divergence: 0.199040] [G loss: 0.961014, KL Divergence: 0.960965, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4163 [D loss: 0.836646, acc.: 63.76%, KL Divergence: 0.199027] [G loss: 0.966093, KL Divergence: 0.966047, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4164 [D loss: 0.826614, acc.: 62.76%, KL Divergence: 0.199037] [G loss: 1.037295, KL Divergence: 1.037245, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4165 [D loss: 0.825008, acc.: 62.59%, KL Divergence: 0.199060] [G loss: 1.055263, KL Divergence: 1.055210, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4166 [D loss: 0.833827, acc.: 63.48%, KL Divergence: 0.199062] [G loss: 0.979473, KL Divergence: 0.979420, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4167 [D loss: 0.808156, acc.: 60.91%, KL Divergence: 0.199062] [G loss: 1.047117, KL Divergence: 1.047065, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4168 [D loss: 0.848240, acc.: 64.92%, KL Divergence: 0.199067] [G loss: 0.986429, KL Divergence: 0.986373, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4169 [D loss: 0.849682, acc.: 65.06%, KL Divergence: 0.199045] [G loss: 0.994274, KL Divergence: 0.994221, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4170 [D loss: 0.827679, acc.: 62.86%, KL Divergence: 0.199067] [G loss: 1.002737, KL Divergence: 1.002683, FID: 62.044283]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4171 [D loss: 0.848504, acc.: 64.94%, KL Divergence: 0.199054] [G loss: 0.924856, KL Divergence: 0.924805, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4172 [D loss: 0.839014, acc.: 63.99%, KL Divergence: 0.199075] [G loss: 0.935796, KL Divergence: 0.935744, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4173 [D loss: 0.841842, acc.: 64.28%, KL Divergence: 0.199071] [G loss: 0.909780, KL Divergence: 0.909730, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4174 [D loss: 0.831323, acc.: 63.23%, KL Divergence: 0.199047] [G loss: 0.974444, KL Divergence: 0.974397, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4175 [D loss: 0.846353, acc.: 64.73%, KL Divergence: 0.199048] [G loss: 0.941467, KL Divergence: 0.941417, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4176 [D loss: 0.808989, acc.: 60.99%, KL Divergence: 0.199060] [G loss: 1.047319, KL Divergence: 1.047269, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4177 [D loss: 0.808558, acc.: 60.95%, KL Divergence: 0.199028] [G loss: 0.967499, KL Divergence: 0.967452, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4178 [D loss: 0.806293, acc.: 60.72%, KL Divergence: 0.199053] [G loss: 1.004850, KL Divergence: 1.004803, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4179 [D loss: 0.818211, acc.: 61.92%, KL Divergence: 0.199033] [G loss: 1.001316, KL Divergence: 1.001268, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4180 [D loss: 0.831094, acc.: 63.21%, KL Divergence: 0.199034] [G loss: 0.896257, KL Divergence: 0.896209, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4181 [D loss: 0.832433, acc.: 63.34%, KL Divergence: 0.199053] [G loss: 0.977248, KL Divergence: 0.977199, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4182 [D loss: 0.797864, acc.: 59.88%, KL Divergence: 0.199097] [G loss: 1.074291, KL Divergence: 1.074237, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4183 [D loss: 0.849133, acc.: 65.01%, KL Divergence: 0.199073] [G loss: 1.011855, KL Divergence: 1.011800, FID: 62.044283]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4184 [D loss: 0.839918, acc.: 64.08%, KL Divergence: 0.199099] [G loss: 0.967322, KL Divergence: 0.967261, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4185 [D loss: 0.831281, acc.: 63.22%, KL Divergence: 0.199110] [G loss: 1.014147, KL Divergence: 1.014088, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4186 [D loss: 0.823316, acc.: 62.42%, KL Divergence: 0.199072] [G loss: 0.992011, KL Divergence: 0.991958, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4187 [D loss: 0.819839, acc.: 62.08%, KL Divergence: 0.199068] [G loss: 1.050165, KL Divergence: 1.050111, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4188 [D loss: 0.822209, acc.: 62.32%, KL Divergence: 0.199056] [G loss: 0.990547, KL Divergence: 0.990496, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4189 [D loss: 0.840107, acc.: 64.11%, KL Divergence: 0.199036] [G loss: 0.902807, KL Divergence: 0.902757, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4190 [D loss: 0.814992, acc.: 61.60%, KL Divergence: 0.199036] [G loss: 0.949367, KL Divergence: 0.949320, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4191 [D loss: 0.820554, acc.: 62.15%, KL Divergence: 0.199039] [G loss: 0.981875, KL Divergence: 0.981824, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4192 [D loss: 0.817991, acc.: 61.89%, KL Divergence: 0.199049] [G loss: 0.985301, KL Divergence: 0.985252, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4193 [D loss: 0.845714, acc.: 64.67%, KL Divergence: 0.199039] [G loss: 0.943198, KL Divergence: 0.943147, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4194 [D loss: 0.830866, acc.: 63.18%, KL Divergence: 0.199045] [G loss: 0.984725, KL Divergence: 0.984674, FID: 62.044283]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4195 [D loss: 0.839286, acc.: 64.02%, KL Divergence: 0.199070] [G loss: 0.934646, KL Divergence: 0.934592, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4196 [D loss: 0.828715, acc.: 62.97%, KL Divergence: 0.199043] [G loss: 1.002907, KL Divergence: 1.002856, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4197 [D loss: 0.842126, acc.: 64.30%, KL Divergence: 0.199076] [G loss: 1.027259, KL Divergence: 1.027205, FID: 62.044283]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4198 [D loss: 0.827953, acc.: 62.89%, KL Divergence: 0.199056] [G loss: 0.964344, KL Divergence: 0.964295, FID: 62.044283]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4199 [D loss: 0.824311, acc.: 62.52%, KL Divergence: 0.199066] [G loss: 1.018202, KL Divergence: 1.018147, FID: 62.044283]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 73ms/step
4/4 [==============================] - 1s 104ms/step
4200 [D loss: 0.822288, acc.: 62.32%, KL Divergence: 0.199040] [G loss: 0.982432, KL Divergence: 0.982385, FID: 54.257515]
1/1 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 74ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4201 [D loss: 0.802130, acc.: 60.31%, KL Divergence: 0.199079] [G loss: 1.064559, KL Divergence: 1.064504, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4202 [D loss: 0.829153, acc.: 63.01%, KL Divergence: 0.199094] [G loss: 0.918287, KL Divergence: 0.918237, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4203 [D loss: 0.826980, acc.: 62.79%, KL Divergence: 0.199073] [G loss: 0.967685, KL Divergence: 0.967633, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4204 [D loss: 0.824204, acc.: 62.52%, KL Divergence: 0.199029] [G loss: 0.941191, KL Divergence: 0.941141, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4205 [D loss: 0.841260, acc.: 64.22%, KL Divergence: 0.199055] [G loss: 0.927884, KL Divergence: 0.927833, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4206 [D loss: 0.839615, acc.: 64.06%, KL Divergence: 0.199061] [G loss: 0.961689, KL Divergence: 0.961638, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4207 [D loss: 0.854836, acc.: 65.58%, KL Divergence: 0.199043] [G loss: 0.945960, KL Divergence: 0.945909, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4208 [D loss: 0.827250, acc.: 62.82%, KL Divergence: 0.199057] [G loss: 1.032663, KL Divergence: 1.032612, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4209 [D loss: 0.831600, acc.: 63.26%, KL Divergence: 0.199049] [G loss: 0.966819, KL Divergence: 0.966769, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4210 [D loss: 0.829602, acc.: 63.05%, KL Divergence: 0.199054] [G loss: 0.923801, KL Divergence: 0.923751, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4211 [D loss: 0.836284, acc.: 63.72%, KL Divergence: 0.199053] [G loss: 0.986525, KL Divergence: 0.986474, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4212 [D loss: 0.837944, acc.: 63.89%, KL Divergence: 0.199059] [G loss: 0.959067, KL Divergence: 0.959017, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4213 [D loss: 0.826624, acc.: 62.76%, KL Divergence: 0.199056] [G loss: 1.006312, KL Divergence: 1.006260, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4214 [D loss: 0.825289, acc.: 62.62%, KL Divergence: 0.199043] [G loss: 0.944857, KL Divergence: 0.944809, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4215 [D loss: 0.837072, acc.: 63.80%, KL Divergence: 0.199071] [G loss: 0.981122, KL Divergence: 0.981071, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4216 [D loss: 0.826013, acc.: 62.70%, KL Divergence: 0.199048] [G loss: 0.994752, KL Divergence: 0.994703, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4217 [D loss: 0.825922, acc.: 62.69%, KL Divergence: 0.199044] [G loss: 0.974560, KL Divergence: 0.974509, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4218 [D loss: 0.822887, acc.: 62.38%, KL Divergence: 0.199053] [G loss: 1.025974, KL Divergence: 1.025923, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4219 [D loss: 0.858133, acc.: 65.91%, KL Divergence: 0.199039] [G loss: 0.895782, KL Divergence: 0.895731, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4220 [D loss: 0.856207, acc.: 65.72%, KL Divergence: 0.199026] [G loss: 0.921040, KL Divergence: 0.920993, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4221 [D loss: 0.835749, acc.: 63.67%, KL Divergence: 0.199031] [G loss: 0.976716, KL Divergence: 0.976667, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4222 [D loss: 0.826497, acc.: 62.75%, KL Divergence: 0.199028] [G loss: 1.020888, KL Divergence: 1.020838, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4223 [D loss: 0.827216, acc.: 62.82%, KL Divergence: 0.199048] [G loss: 0.951503, KL Divergence: 0.951453, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4224 [D loss: 0.841175, acc.: 64.21%, KL Divergence: 0.199075] [G loss: 1.010339, KL Divergence: 1.010286, FID: 54.257515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4225 [D loss: 0.835104, acc.: 63.60%, KL Divergence: 0.199062] [G loss: 0.996712, KL Divergence: 0.996660, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4226 [D loss: 0.827039, acc.: 62.80%, KL Divergence: 0.199053] [G loss: 0.962920, KL Divergence: 0.962869, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4227 [D loss: 0.810129, acc.: 61.11%, KL Divergence: 0.199075] [G loss: 1.029803, KL Divergence: 1.029749, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4228 [D loss: 0.827267, acc.: 62.82%, KL Divergence: 0.199031] [G loss: 0.953628, KL Divergence: 0.953581, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4229 [D loss: 0.844689, acc.: 64.56%, KL Divergence: 0.199067] [G loss: 0.913662, KL Divergence: 0.913612, FID: 54.257515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4230 [D loss: 0.802179, acc.: 60.32%, KL Divergence: 0.199022] [G loss: 1.014563, KL Divergence: 1.014517, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4231 [D loss: 0.826694, acc.: 62.77%, KL Divergence: 0.199018] [G loss: 0.950843, KL Divergence: 0.950796, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4232 [D loss: 0.805034, acc.: 60.60%, KL Divergence: 0.199045] [G loss: 0.992086, KL Divergence: 0.992037, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4233 [D loss: 0.809098, acc.: 61.01%, KL Divergence: 0.199044] [G loss: 0.979228, KL Divergence: 0.979181, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4234 [D loss: 0.819369, acc.: 62.03%, KL Divergence: 0.199037] [G loss: 0.898048, KL Divergence: 0.898002, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4235 [D loss: 0.824965, acc.: 62.59%, KL Divergence: 0.199033] [G loss: 0.948331, KL Divergence: 0.948286, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4236 [D loss: 0.835447, acc.: 63.64%, KL Divergence: 0.199037] [G loss: 0.919236, KL Divergence: 0.919186, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4237 [D loss: 0.846074, acc.: 64.70%, KL Divergence: 0.199035] [G loss: 0.965504, KL Divergence: 0.965455, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4238 [D loss: 0.837288, acc.: 63.82%, KL Divergence: 0.199061] [G loss: 0.946799, KL Divergence: 0.946747, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4239 [D loss: 0.835627, acc.: 63.66%, KL Divergence: 0.199024] [G loss: 0.981233, KL Divergence: 0.981185, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4240 [D loss: 0.836865, acc.: 63.78%, KL Divergence: 0.199049] [G loss: 0.982058, KL Divergence: 0.982006, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4241 [D loss: 0.829190, acc.: 63.01%, KL Divergence: 0.199046] [G loss: 0.923459, KL Divergence: 0.923407, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4242 [D loss: 0.811269, acc.: 61.22%, KL Divergence: 0.199058] [G loss: 1.094101, KL Divergence: 1.094046, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4243 [D loss: 0.834356, acc.: 63.53%, KL Divergence: 0.199050] [G loss: 0.963268, KL Divergence: 0.963217, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4244 [D loss: 0.817618, acc.: 61.86%, KL Divergence: 0.199061] [G loss: 1.086483, KL Divergence: 1.086428, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4245 [D loss: 0.839136, acc.: 64.01%, KL Divergence: 0.199032] [G loss: 0.901749, KL Divergence: 0.901703, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4246 [D loss: 0.827839, acc.: 62.88%, KL Divergence: 0.199067] [G loss: 0.988120, KL Divergence: 0.988068, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4247 [D loss: 0.829046, acc.: 63.00%, KL Divergence: 0.199017] [G loss: 0.951562, KL Divergence: 0.951515, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4248 [D loss: 0.830870, acc.: 63.18%, KL Divergence: 0.199038] [G loss: 0.919054, KL Divergence: 0.919006, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4249 [D loss: 0.822774, acc.: 62.38%, KL Divergence: 0.199020] [G loss: 1.001831, KL Divergence: 1.001783, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4250 [D loss: 0.803662, acc.: 60.47%, KL Divergence: 0.199007] [G loss: 0.976215, KL Divergence: 0.976168, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4251 [D loss: 0.837155, acc.: 63.81%, KL Divergence: 0.199025] [G loss: 1.016841, KL Divergence: 1.016789, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4252 [D loss: 0.827828, acc.: 62.88%, KL Divergence: 0.199028] [G loss: 1.001123, KL Divergence: 1.001071, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4253 [D loss: 0.840330, acc.: 64.13%, KL Divergence: 0.199028] [G loss: 0.948187, KL Divergence: 0.948140, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4254 [D loss: 0.827204, acc.: 62.82%, KL Divergence: 0.199046] [G loss: 1.016906, KL Divergence: 1.016854, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4255 [D loss: 0.851135, acc.: 65.21%, KL Divergence: 0.199042] [G loss: 0.898341, KL Divergence: 0.898293, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4256 [D loss: 0.819241, acc.: 62.02%, KL Divergence: 0.199071] [G loss: 1.040668, KL Divergence: 1.040615, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4257 [D loss: 0.826071, acc.: 62.70%, KL Divergence: 0.199031] [G loss: 0.927718, KL Divergence: 0.927671, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4258 [D loss: 0.814890, acc.: 61.58%, KL Divergence: 0.199062] [G loss: 1.060915, KL Divergence: 1.060860, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4259 [D loss: 0.814535, acc.: 61.55%, KL Divergence: 0.199043] [G loss: 0.968230, KL Divergence: 0.968182, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4260 [D loss: 0.856708, acc.: 65.77%, KL Divergence: 0.199042] [G loss: 0.921299, KL Divergence: 0.921249, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4261 [D loss: 0.831475, acc.: 63.24%, KL Divergence: 0.199044] [G loss: 0.985372, KL Divergence: 0.985321, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4262 [D loss: 0.844549, acc.: 64.55%, KL Divergence: 0.199035] [G loss: 0.971345, KL Divergence: 0.971295, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4263 [D loss: 0.827440, acc.: 62.84%, KL Divergence: 0.199020] [G loss: 0.995097, KL Divergence: 0.995050, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4264 [D loss: 0.843899, acc.: 64.49%, KL Divergence: 0.199020] [G loss: 0.940853, KL Divergence: 0.940805, FID: 54.257515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4265 [D loss: 0.822647, acc.: 62.36%, KL Divergence: 0.199032] [G loss: 0.975897, KL Divergence: 0.975847, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4266 [D loss: 0.815390, acc.: 61.64%, KL Divergence: 0.199013] [G loss: 1.040662, KL Divergence: 1.040614, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4267 [D loss: 0.830835, acc.: 63.18%, KL Divergence: 0.199037] [G loss: 0.994839, KL Divergence: 0.994789, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4268 [D loss: 0.811084, acc.: 61.20%, KL Divergence: 0.199052] [G loss: 1.002551, KL Divergence: 1.002500, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4269 [D loss: 0.847536, acc.: 64.85%, KL Divergence: 0.199058] [G loss: 0.937264, KL Divergence: 0.937214, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4270 [D loss: 0.840281, acc.: 64.12%, KL Divergence: 0.199046] [G loss: 0.953471, KL Divergence: 0.953420, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4271 [D loss: 0.851235, acc.: 65.22%, KL Divergence: 0.199071] [G loss: 0.972684, KL Divergence: 0.972628, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4272 [D loss: 0.828158, acc.: 62.91%, KL Divergence: 0.199053] [G loss: 1.035230, KL Divergence: 1.035176, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4273 [D loss: 0.849173, acc.: 65.01%, KL Divergence: 0.199066] [G loss: 0.991638, KL Divergence: 0.991583, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4274 [D loss: 0.817172, acc.: 61.82%, KL Divergence: 0.199011] [G loss: 1.025833, KL Divergence: 1.025784, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4275 [D loss: 0.811993, acc.: 61.30%, KL Divergence: 0.199011] [G loss: 0.948874, KL Divergence: 0.948828, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4276 [D loss: 0.808905, acc.: 60.98%, KL Divergence: 0.199073] [G loss: 0.985726, KL Divergence: 0.985671, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4277 [D loss: 0.810119, acc.: 61.10%, KL Divergence: 0.199079] [G loss: 0.969056, KL Divergence: 0.969009, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4278 [D loss: 0.827650, acc.: 62.86%, KL Divergence: 0.199097] [G loss: 0.979286, KL Divergence: 0.979235, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4279 [D loss: 0.830970, acc.: 63.19%, KL Divergence: 0.199101] [G loss: 0.990559, KL Divergence: 0.990504, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4280 [D loss: 0.838801, acc.: 63.98%, KL Divergence: 0.199046] [G loss: 0.979943, KL Divergence: 0.979891, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4281 [D loss: 0.842868, acc.: 64.38%, KL Divergence: 0.199043] [G loss: 1.042793, KL Divergence: 1.042739, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4282 [D loss: 0.817928, acc.: 61.88%, KL Divergence: 0.199085] [G loss: 1.042419, KL Divergence: 1.042363, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4283 [D loss: 0.825113, acc.: 62.61%, KL Divergence: 0.199045] [G loss: 1.074459, KL Divergence: 1.074406, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4284 [D loss: 0.833976, acc.: 63.49%, KL Divergence: 0.199082] [G loss: 1.019336, KL Divergence: 1.019276, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4285 [D loss: 0.836992, acc.: 63.79%, KL Divergence: 0.199078] [G loss: 0.996663, KL Divergence: 0.996607, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4286 [D loss: 0.832441, acc.: 63.34%, KL Divergence: 0.199085] [G loss: 0.954985, KL Divergence: 0.954929, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4287 [D loss: 0.843740, acc.: 64.47%, KL Divergence: 0.199039] [G loss: 0.921497, KL Divergence: 0.921446, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4288 [D loss: 0.854789, acc.: 65.57%, KL Divergence: 0.199046] [G loss: 0.912238, KL Divergence: 0.912186, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4289 [D loss: 0.829961, acc.: 63.09%, KL Divergence: 0.199013] [G loss: 0.954332, KL Divergence: 0.954285, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4290 [D loss: 0.827913, acc.: 62.89%, KL Divergence: 0.199026] [G loss: 0.979475, KL Divergence: 0.979424, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4291 [D loss: 0.828719, acc.: 62.97%, KL Divergence: 0.199004] [G loss: 0.960514, KL Divergence: 0.960467, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4292 [D loss: 0.834116, acc.: 63.51%, KL Divergence: 0.199000] [G loss: 0.913762, KL Divergence: 0.913717, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4293 [D loss: 0.812857, acc.: 61.38%, KL Divergence: 0.199010] [G loss: 0.976315, KL Divergence: 0.976268, FID: 54.257515]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4294 [D loss: 0.839498, acc.: 64.05%, KL Divergence: 0.198990] [G loss: 0.895148, KL Divergence: 0.895105, FID: 54.257515]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4295 [D loss: 0.848589, acc.: 64.96%, KL Divergence: 0.199006] [G loss: 0.920617, KL Divergence: 0.920571, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4296 [D loss: 0.833578, acc.: 63.45%, KL Divergence: 0.199045] [G loss: 1.022305, KL Divergence: 1.022250, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4297 [D loss: 0.836902, acc.: 63.79%, KL Divergence: 0.199046] [G loss: 1.084307, KL Divergence: 1.084254, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4298 [D loss: 0.841917, acc.: 64.28%, KL Divergence: 0.199087] [G loss: 1.008319, KL Divergence: 1.008264, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4299 [D loss: 0.835654, acc.: 63.66%, KL Divergence: 0.199080] [G loss: 1.072600, KL Divergence: 1.072544, FID: 54.257515]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 88ms/step
4/4 [==============================] - 1s 118ms/step
4300 [D loss: 0.839111, acc.: 64.01%, KL Divergence: 0.199044] [G loss: 0.969493, KL Divergence: 0.969441, FID: 64.438149]
1/1 [==============================] - 0s 41ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4301 [D loss: 0.847950, acc.: 64.89%, KL Divergence: 0.199083] [G loss: 1.003071, KL Divergence: 1.003013, FID: 64.438149]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4302 [D loss: 0.828336, acc.: 62.93%, KL Divergence: 0.199023] [G loss: 0.938887, KL Divergence: 0.938839, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4303 [D loss: 0.842535, acc.: 64.35%, KL Divergence: 0.199036] [G loss: 0.989205, KL Divergence: 0.989153, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4304 [D loss: 0.821290, acc.: 62.23%, KL Divergence: 0.199016] [G loss: 0.964129, KL Divergence: 0.964085, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4305 [D loss: 0.821914, acc.: 62.29%, KL Divergence: 0.199009] [G loss: 0.978853, KL Divergence: 0.978806, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4306 [D loss: 0.820746, acc.: 62.17%, KL Divergence: 0.199025] [G loss: 0.933133, KL Divergence: 0.933085, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
4307 [D loss: 0.844429, acc.: 64.54%, KL Divergence: 0.198991] [G loss: 0.936282, KL Divergence: 0.936236, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4308 [D loss: 0.829059, acc.: 63.00%, KL Divergence: 0.199022] [G loss: 0.992719, KL Divergence: 0.992671, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4309 [D loss: 0.817869, acc.: 61.89%, KL Divergence: 0.199007] [G loss: 0.983684, KL Divergence: 0.983638, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4310 [D loss: 0.830784, acc.: 63.18%, KL Divergence: 0.199017] [G loss: 0.998453, KL Divergence: 0.998406, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4311 [D loss: 0.837946, acc.: 63.89%, KL Divergence: 0.199013] [G loss: 1.013384, KL Divergence: 1.013334, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4312 [D loss: 0.848720, acc.: 64.97%, KL Divergence: 0.199033] [G loss: 1.019419, KL Divergence: 1.019368, FID: 64.438149]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4313 [D loss: 0.814042, acc.: 61.50%, KL Divergence: 0.199061] [G loss: 1.096373, KL Divergence: 1.096322, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4314 [D loss: 0.845708, acc.: 64.66%, KL Divergence: 0.199064] [G loss: 1.061051, KL Divergence: 1.060994, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4315 [D loss: 0.832504, acc.: 63.35%, KL Divergence: 0.199030] [G loss: 0.927712, KL Divergence: 0.927663, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4316 [D loss: 0.829087, acc.: 63.00%, KL Divergence: 0.199075] [G loss: 1.065780, KL Divergence: 1.065725, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4317 [D loss: 0.861610, acc.: 66.26%, KL Divergence: 0.199055] [G loss: 0.861694, KL Divergence: 0.861644, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4318 [D loss: 0.824043, acc.: 62.50%, KL Divergence: 0.199004] [G loss: 0.906433, KL Divergence: 0.906389, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4319 [D loss: 0.827835, acc.: 62.88%, KL Divergence: 0.199019] [G loss: 0.954449, KL Divergence: 0.954399, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4320 [D loss: 0.818583, acc.: 61.96%, KL Divergence: 0.198996] [G loss: 0.954947, KL Divergence: 0.954902, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4321 [D loss: 0.830201, acc.: 63.12%, KL Divergence: 0.199010] [G loss: 0.952598, KL Divergence: 0.952551, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4322 [D loss: 0.827683, acc.: 62.87%, KL Divergence: 0.199008] [G loss: 0.954921, KL Divergence: 0.954873, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4323 [D loss: 0.833932, acc.: 63.49%, KL Divergence: 0.199002] [G loss: 1.002065, KL Divergence: 1.002017, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4324 [D loss: 0.852330, acc.: 65.33%, KL Divergence: 0.199002] [G loss: 0.994863, KL Divergence: 0.994818, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4325 [D loss: 0.823444, acc.: 62.44%, KL Divergence: 0.199019] [G loss: 1.072959, KL Divergence: 1.072910, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4326 [D loss: 0.819408, acc.: 62.04%, KL Divergence: 0.199028] [G loss: 1.008806, KL Divergence: 1.008757, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4327 [D loss: 0.826165, acc.: 62.71%, KL Divergence: 0.199022] [G loss: 0.974589, KL Divergence: 0.974541, FID: 64.438149]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4328 [D loss: 0.829677, acc.: 63.06%, KL Divergence: 0.199034] [G loss: 0.978921, KL Divergence: 0.978870, FID: 64.438149]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4329 [D loss: 0.847254, acc.: 64.82%, KL Divergence: 0.199066] [G loss: 0.941540, KL Divergence: 0.941485, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4330 [D loss: 0.847759, acc.: 64.87%, KL Divergence: 0.199099] [G loss: 0.923390, KL Divergence: 0.923337, FID: 64.438149]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4331 [D loss: 0.867023, acc.: 66.79%, KL Divergence: 0.199075] [G loss: 0.946420, KL Divergence: 0.946368, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4332 [D loss: 0.864290, acc.: 66.53%, KL Divergence: 0.199031] [G loss: 0.927825, KL Divergence: 0.927776, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4333 [D loss: 0.848182, acc.: 64.92%, KL Divergence: 0.199020] [G loss: 0.955730, KL Divergence: 0.955681, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4334 [D loss: 0.805792, acc.: 60.68%, KL Divergence: 0.198993] [G loss: 1.031932, KL Divergence: 1.031886, FID: 64.438149]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4335 [D loss: 0.815967, acc.: 61.70%, KL Divergence: 0.198991] [G loss: 0.960201, KL Divergence: 0.960159, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4336 [D loss: 0.830321, acc.: 63.13%, KL Divergence: 0.199000] [G loss: 0.945461, KL Divergence: 0.945417, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4337 [D loss: 0.795724, acc.: 59.67%, KL Divergence: 0.199008] [G loss: 1.027995, KL Divergence: 1.027947, FID: 64.438149]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4338 [D loss: 0.833877, acc.: 63.49%, KL Divergence: 0.198995] [G loss: 0.949736, KL Divergence: 0.949693, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4339 [D loss: 0.834070, acc.: 63.50%, KL Divergence: 0.199021] [G loss: 1.042553, KL Divergence: 1.042507, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4340 [D loss: 0.823987, acc.: 62.50%, KL Divergence: 0.199011] [G loss: 1.084242, KL Divergence: 1.084195, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4341 [D loss: 0.832450, acc.: 63.34%, KL Divergence: 0.199019] [G loss: 0.998477, KL Divergence: 0.998429, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4342 [D loss: 0.826056, acc.: 62.70%, KL Divergence: 0.199025] [G loss: 1.086396, KL Divergence: 1.086347, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4343 [D loss: 0.840235, acc.: 64.12%, KL Divergence: 0.199044] [G loss: 1.012471, KL Divergence: 1.012417, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4344 [D loss: 0.858666, acc.: 65.96%, KL Divergence: 0.199046] [G loss: 0.935045, KL Divergence: 0.934993, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4345 [D loss: 0.821149, acc.: 62.21%, KL Divergence: 0.199016] [G loss: 0.987056, KL Divergence: 0.987006, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4346 [D loss: 0.835097, acc.: 63.61%, KL Divergence: 0.199025] [G loss: 1.001934, KL Divergence: 1.001883, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4347 [D loss: 0.830910, acc.: 63.19%, KL Divergence: 0.199015] [G loss: 0.998105, KL Divergence: 0.998058, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4348 [D loss: 0.836659, acc.: 63.76%, KL Divergence: 0.199010] [G loss: 0.930312, KL Divergence: 0.930264, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4349 [D loss: 0.822368, acc.: 62.34%, KL Divergence: 0.198979] [G loss: 0.995113, KL Divergence: 0.995072, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4350 [D loss: 0.831970, acc.: 63.30%, KL Divergence: 0.199001] [G loss: 0.955135, KL Divergence: 0.955089, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4351 [D loss: 0.832340, acc.: 63.33%, KL Divergence: 0.198991] [G loss: 0.936633, KL Divergence: 0.936589, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4352 [D loss: 0.814485, acc.: 61.55%, KL Divergence: 0.198976] [G loss: 0.990102, KL Divergence: 0.990058, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4353 [D loss: 0.851259, acc.: 65.23%, KL Divergence: 0.198977] [G loss: 0.890031, KL Divergence: 0.889991, FID: 64.438149]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4354 [D loss: 0.845709, acc.: 64.67%, KL Divergence: 0.198984] [G loss: 0.930365, KL Divergence: 0.930322, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4355 [D loss: 0.846265, acc.: 64.73%, KL Divergence: 0.198977] [G loss: 0.945490, KL Divergence: 0.945447, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4356 [D loss: 0.827168, acc.: 62.82%, KL Divergence: 0.199002] [G loss: 1.059618, KL Divergence: 1.059572, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4357 [D loss: 0.814291, acc.: 61.53%, KL Divergence: 0.198992] [G loss: 1.012978, KL Divergence: 1.012931, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4358 [D loss: 0.812138, acc.: 61.31%, KL Divergence: 0.199001] [G loss: 1.014085, KL Divergence: 1.014038, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4359 [D loss: 0.834693, acc.: 63.57%, KL Divergence: 0.199026] [G loss: 0.974280, KL Divergence: 0.974224, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4360 [D loss: 0.831139, acc.: 63.21%, KL Divergence: 0.199030] [G loss: 0.992401, KL Divergence: 0.992351, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4361 [D loss: 0.858391, acc.: 65.93%, KL Divergence: 0.199047] [G loss: 0.884786, KL Divergence: 0.884735, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4362 [D loss: 0.866653, acc.: 66.76%, KL Divergence: 0.199016] [G loss: 0.957049, KL Divergence: 0.957000, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4363 [D loss: 0.836084, acc.: 63.71%, KL Divergence: 0.198999] [G loss: 0.936408, KL Divergence: 0.936364, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4364 [D loss: 0.819835, acc.: 62.08%, KL Divergence: 0.199024] [G loss: 1.027965, KL Divergence: 1.027918, FID: 64.438149]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4365 [D loss: 0.799480, acc.: 60.05%, KL Divergence: 0.198965] [G loss: 1.017024, KL Divergence: 1.016981, FID: 64.438149]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4366 [D loss: 0.820292, acc.: 62.13%, KL Divergence: 0.198967] [G loss: 0.952037, KL Divergence: 0.951995, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4367 [D loss: 0.804508, acc.: 60.55%, KL Divergence: 0.198975] [G loss: 0.975574, KL Divergence: 0.975531, FID: 64.438149]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4368 [D loss: 0.807490, acc.: 60.85%, KL Divergence: 0.198990] [G loss: 0.943251, KL Divergence: 0.943209, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4369 [D loss: 0.837686, acc.: 63.87%, KL Divergence: 0.198978] [G loss: 0.906466, KL Divergence: 0.906425, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4370 [D loss: 0.824014, acc.: 62.50%, KL Divergence: 0.198997] [G loss: 1.072422, KL Divergence: 1.072375, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4371 [D loss: 0.831427, acc.: 63.24%, KL Divergence: 0.198986] [G loss: 1.061817, KL Divergence: 1.061774, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4372 [D loss: 0.840301, acc.: 64.13%, KL Divergence: 0.198996] [G loss: 0.990297, KL Divergence: 0.990251, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4373 [D loss: 0.837001, acc.: 63.80%, KL Divergence: 0.198990] [G loss: 0.986198, KL Divergence: 0.986151, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4374 [D loss: 0.818155, acc.: 61.92%, KL Divergence: 0.198998] [G loss: 1.024002, KL Divergence: 1.023955, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4375 [D loss: 0.843800, acc.: 64.48%, KL Divergence: 0.199010] [G loss: 0.969628, KL Divergence: 0.969579, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4376 [D loss: 0.845761, acc.: 64.67%, KL Divergence: 0.199018] [G loss: 0.928524, KL Divergence: 0.928480, FID: 64.438149]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4377 [D loss: 0.850194, acc.: 65.11%, KL Divergence: 0.199045] [G loss: 0.936004, KL Divergence: 0.935955, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4378 [D loss: 0.825193, acc.: 62.62%, KL Divergence: 0.198983] [G loss: 0.942504, KL Divergence: 0.942463, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4379 [D loss: 0.835053, acc.: 63.61%, KL Divergence: 0.198982] [G loss: 0.984541, KL Divergence: 0.984496, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4380 [D loss: 0.814178, acc.: 61.52%, KL Divergence: 0.198959] [G loss: 0.912840, KL Divergence: 0.912800, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4381 [D loss: 0.833891, acc.: 63.49%, KL Divergence: 0.198988] [G loss: 0.889316, KL Divergence: 0.889274, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4382 [D loss: 0.814340, acc.: 61.54%, KL Divergence: 0.198977] [G loss: 0.984283, KL Divergence: 0.984240, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4383 [D loss: 0.828047, acc.: 62.91%, KL Divergence: 0.198954] [G loss: 0.952631, KL Divergence: 0.952591, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4384 [D loss: 0.835336, acc.: 63.64%, KL Divergence: 0.198970] [G loss: 0.974270, KL Divergence: 0.974228, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4385 [D loss: 0.835410, acc.: 63.64%, KL Divergence: 0.198986] [G loss: 0.969726, KL Divergence: 0.969679, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4386 [D loss: 0.826943, acc.: 62.80%, KL Divergence: 0.198973] [G loss: 1.029900, KL Divergence: 1.029857, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4387 [D loss: 0.829966, acc.: 63.09%, KL Divergence: 0.199020] [G loss: 0.966006, KL Divergence: 0.965961, FID: 64.438149]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4388 [D loss: 0.830159, acc.: 63.12%, KL Divergence: 0.199009] [G loss: 1.048952, KL Divergence: 1.048904, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4389 [D loss: 0.841361, acc.: 64.23%, KL Divergence: 0.199014] [G loss: 0.993042, KL Divergence: 0.992992, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4390 [D loss: 0.851613, acc.: 65.26%, KL Divergence: 0.199002] [G loss: 0.947805, KL Divergence: 0.947754, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4391 [D loss: 0.857765, acc.: 65.88%, KL Divergence: 0.198999] [G loss: 0.937454, KL Divergence: 0.937406, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4392 [D loss: 0.838033, acc.: 63.90%, KL Divergence: 0.198996] [G loss: 1.080317, KL Divergence: 1.080268, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4393 [D loss: 0.826503, acc.: 62.75%, KL Divergence: 0.198989] [G loss: 1.054743, KL Divergence: 1.054696, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4394 [D loss: 0.849383, acc.: 65.04%, KL Divergence: 0.198962] [G loss: 0.869360, KL Divergence: 0.869318, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4395 [D loss: 0.820420, acc.: 62.14%, KL Divergence: 0.198980] [G loss: 0.949434, KL Divergence: 0.949389, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4396 [D loss: 0.816044, acc.: 61.71%, KL Divergence: 0.198936] [G loss: 0.936520, KL Divergence: 0.936482, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4397 [D loss: 0.836700, acc.: 63.77%, KL Divergence: 0.198956] [G loss: 0.878115, KL Divergence: 0.878076, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4398 [D loss: 0.817191, acc.: 61.82%, KL Divergence: 0.198987] [G loss: 0.994365, KL Divergence: 0.994320, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4399 [D loss: 0.829134, acc.: 63.02%, KL Divergence: 0.198966] [G loss: 0.944457, KL Divergence: 0.944417, FID: 64.438149]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 84ms/step
4/4 [==============================] - 1s 120ms/step
4400 [D loss: 0.821816, acc.: 62.29%, KL Divergence: 0.198956] [G loss: 0.960428, KL Divergence: 0.960389, FID: 68.265016]
1/1 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 55ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4401 [D loss: 0.827725, acc.: 62.88%, KL Divergence: 0.198969] [G loss: 0.981855, KL Divergence: 0.981814, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4402 [D loss: 0.834125, acc.: 63.52%, KL Divergence: 0.198946] [G loss: 0.974923, KL Divergence: 0.974881, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4403 [D loss: 0.814592, acc.: 61.56%, KL Divergence: 0.198985] [G loss: 1.088665, KL Divergence: 1.088619, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4404 [D loss: 0.829200, acc.: 63.02%, KL Divergence: 0.199005] [G loss: 0.986801, KL Divergence: 0.986752, FID: 68.265016]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4405 [D loss: 0.852995, acc.: 65.40%, KL Divergence: 0.199000] [G loss: 0.990427, KL Divergence: 0.990380, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4406 [D loss: 0.846466, acc.: 64.75%, KL Divergence: 0.199009] [G loss: 1.042983, KL Divergence: 1.042930, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4407 [D loss: 0.851268, acc.: 65.23%, KL Divergence: 0.198993] [G loss: 1.036940, KL Divergence: 1.036892, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4408 [D loss: 0.852594, acc.: 65.36%, KL Divergence: 0.198985] [G loss: 0.967394, KL Divergence: 0.967349, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4409 [D loss: 0.829874, acc.: 63.09%, KL Divergence: 0.198974] [G loss: 0.945478, KL Divergence: 0.945434, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4410 [D loss: 0.843972, acc.: 64.50%, KL Divergence: 0.198972] [G loss: 0.969098, KL Divergence: 0.969055, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4411 [D loss: 0.819866, acc.: 62.09%, KL Divergence: 0.198934] [G loss: 0.944607, KL Divergence: 0.944569, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4412 [D loss: 0.838152, acc.: 63.92%, KL Divergence: 0.198950] [G loss: 0.878247, KL Divergence: 0.878208, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4413 [D loss: 0.822681, acc.: 62.37%, KL Divergence: 0.198949] [G loss: 0.985084, KL Divergence: 0.985042, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4414 [D loss: 0.836975, acc.: 63.81%, KL Divergence: 0.198918] [G loss: 0.960002, KL Divergence: 0.959964, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4415 [D loss: 0.861980, acc.: 66.30%, KL Divergence: 0.198932] [G loss: 0.856637, KL Divergence: 0.856598, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4416 [D loss: 0.827216, acc.: 62.83%, KL Divergence: 0.198948] [G loss: 1.045133, KL Divergence: 1.045089, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4417 [D loss: 0.849875, acc.: 65.09%, KL Divergence: 0.198945] [G loss: 0.977180, KL Divergence: 0.977138, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4418 [D loss: 0.823480, acc.: 62.45%, KL Divergence: 0.198964] [G loss: 0.978799, KL Divergence: 0.978756, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4419 [D loss: 0.817605, acc.: 61.86%, KL Divergence: 0.198957] [G loss: 1.004632, KL Divergence: 1.004590, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4420 [D loss: 0.833485, acc.: 63.45%, KL Divergence: 0.198985] [G loss: 0.961533, KL Divergence: 0.961488, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4421 [D loss: 0.857968, acc.: 65.90%, KL Divergence: 0.198994] [G loss: 0.922590, KL Divergence: 0.922544, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4422 [D loss: 0.874565, acc.: 67.56%, KL Divergence: 0.198971] [G loss: 0.982952, KL Divergence: 0.982909, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4423 [D loss: 0.863546, acc.: 66.46%, KL Divergence: 0.198973] [G loss: 0.969865, KL Divergence: 0.969821, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4424 [D loss: 0.832025, acc.: 63.31%, KL Divergence: 0.198950] [G loss: 1.070796, KL Divergence: 1.070755, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4425 [D loss: 0.839111, acc.: 64.01%, KL Divergence: 0.198961] [G loss: 1.028888, KL Divergence: 1.028844, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4426 [D loss: 0.820233, acc.: 62.13%, KL Divergence: 0.198942] [G loss: 0.989924, KL Divergence: 0.989884, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4427 [D loss: 0.824946, acc.: 62.60%, KL Divergence: 0.198929] [G loss: 0.980220, KL Divergence: 0.980183, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4428 [D loss: 0.826252, acc.: 62.73%, KL Divergence: 0.198946] [G loss: 0.934440, KL Divergence: 0.934401, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4429 [D loss: 0.824068, acc.: 62.51%, KL Divergence: 0.198952] [G loss: 0.992376, KL Divergence: 0.992336, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4430 [D loss: 0.825140, acc.: 62.62%, KL Divergence: 0.198946] [G loss: 0.957496, KL Divergence: 0.957455, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4431 [D loss: 0.846014, acc.: 64.71%, KL Divergence: 0.198952] [G loss: 0.991870, KL Divergence: 0.991828, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4432 [D loss: 0.834903, acc.: 63.59%, KL Divergence: 0.198958] [G loss: 0.952417, KL Divergence: 0.952374, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4433 [D loss: 0.834590, acc.: 63.56%, KL Divergence: 0.198978] [G loss: 0.991915, KL Divergence: 0.991872, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4434 [D loss: 0.838229, acc.: 63.93%, KL Divergence: 0.198960] [G loss: 0.950646, KL Divergence: 0.950604, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4435 [D loss: 0.839817, acc.: 64.09%, KL Divergence: 0.198955] [G loss: 0.913987, KL Divergence: 0.913944, FID: 68.265016]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4436 [D loss: 0.823871, acc.: 62.49%, KL Divergence: 0.198947] [G loss: 1.058295, KL Divergence: 1.058254, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4437 [D loss: 0.858067, acc.: 65.91%, KL Divergence: 0.198964] [G loss: 0.899850, KL Divergence: 0.899808, FID: 68.265016]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4438 [D loss: 0.844684, acc.: 64.57%, KL Divergence: 0.198950] [G loss: 0.925454, KL Divergence: 0.925415, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4439 [D loss: 0.810573, acc.: 61.16%, KL Divergence: 0.198936] [G loss: 1.029061, KL Divergence: 1.029021, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4440 [D loss: 0.795168, acc.: 59.62%, KL Divergence: 0.198930] [G loss: 1.053368, KL Divergence: 1.053330, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4441 [D loss: 0.820975, acc.: 62.20%, KL Divergence: 0.198935] [G loss: 0.979525, KL Divergence: 0.979485, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4442 [D loss: 0.818498, acc.: 61.96%, KL Divergence: 0.198937] [G loss: 1.014389, KL Divergence: 1.014350, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4443 [D loss: 0.830310, acc.: 63.14%, KL Divergence: 0.198927] [G loss: 0.930384, KL Divergence: 0.930345, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4444 [D loss: 0.822659, acc.: 62.37%, KL Divergence: 0.198952] [G loss: 1.040543, KL Divergence: 1.040502, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4445 [D loss: 0.847632, acc.: 64.87%, KL Divergence: 0.198950] [G loss: 0.878432, KL Divergence: 0.878391, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4446 [D loss: 0.854404, acc.: 65.55%, KL Divergence: 0.198951] [G loss: 1.020336, KL Divergence: 1.020293, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4447 [D loss: 0.867017, acc.: 66.81%, KL Divergence: 0.198963] [G loss: 0.955843, KL Divergence: 0.955798, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4448 [D loss: 0.841000, acc.: 64.20%, KL Divergence: 0.198957] [G loss: 1.037061, KL Divergence: 1.037016, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4449 [D loss: 0.823857, acc.: 62.49%, KL Divergence: 0.198955] [G loss: 1.030443, KL Divergence: 1.030401, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4450 [D loss: 0.825162, acc.: 62.62%, KL Divergence: 0.198948] [G loss: 1.022558, KL Divergence: 1.022518, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4451 [D loss: 0.822070, acc.: 62.31%, KL Divergence: 0.198922] [G loss: 0.944966, KL Divergence: 0.944929, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4452 [D loss: 0.816027, acc.: 61.71%, KL Divergence: 0.198958] [G loss: 0.994081, KL Divergence: 0.994040, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4453 [D loss: 0.833522, acc.: 63.46%, KL Divergence: 0.198913] [G loss: 0.914266, KL Divergence: 0.914229, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4454 [D loss: 0.840166, acc.: 64.12%, KL Divergence: 0.198923] [G loss: 0.922477, KL Divergence: 0.922440, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4455 [D loss: 0.841780, acc.: 64.29%, KL Divergence: 0.198924] [G loss: 0.994236, KL Divergence: 0.994195, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4456 [D loss: 0.824346, acc.: 62.54%, KL Divergence: 0.198938] [G loss: 0.975738, KL Divergence: 0.975699, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4457 [D loss: 0.831453, acc.: 63.25%, KL Divergence: 0.198947] [G loss: 1.036445, KL Divergence: 1.036402, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4458 [D loss: 0.816607, acc.: 61.77%, KL Divergence: 0.198948] [G loss: 1.128299, KL Divergence: 1.128260, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4459 [D loss: 0.814032, acc.: 61.51%, KL Divergence: 0.198967] [G loss: 1.060065, KL Divergence: 1.060020, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4460 [D loss: 0.838477, acc.: 63.95%, KL Divergence: 0.198940] [G loss: 0.920777, KL Divergence: 0.920739, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4461 [D loss: 0.820053, acc.: 62.11%, KL Divergence: 0.198964] [G loss: 0.981853, KL Divergence: 0.981808, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4462 [D loss: 0.831701, acc.: 63.28%, KL Divergence: 0.198951] [G loss: 0.969898, KL Divergence: 0.969859, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4463 [D loss: 0.842495, acc.: 64.35%, KL Divergence: 0.198961] [G loss: 0.956264, KL Divergence: 0.956219, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4464 [D loss: 0.834870, acc.: 63.59%, KL Divergence: 0.198947] [G loss: 0.945031, KL Divergence: 0.944992, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4465 [D loss: 0.837871, acc.: 63.89%, KL Divergence: 0.198964] [G loss: 0.990004, KL Divergence: 0.989961, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4466 [D loss: 0.825663, acc.: 62.67%, KL Divergence: 0.198929] [G loss: 1.009628, KL Divergence: 1.009589, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4467 [D loss: 0.835567, acc.: 63.66%, KL Divergence: 0.198947] [G loss: 0.925814, KL Divergence: 0.925772, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4468 [D loss: 0.833507, acc.: 63.46%, KL Divergence: 0.198927] [G loss: 0.908828, KL Divergence: 0.908791, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4469 [D loss: 0.832420, acc.: 63.35%, KL Divergence: 0.198938] [G loss: 0.903031, KL Divergence: 0.902992, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4470 [D loss: 0.840843, acc.: 64.19%, KL Divergence: 0.198937] [G loss: 0.963513, KL Divergence: 0.963473, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4471 [D loss: 0.830116, acc.: 63.12%, KL Divergence: 0.198938] [G loss: 0.963597, KL Divergence: 0.963558, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4472 [D loss: 0.828134, acc.: 62.92%, KL Divergence: 0.198930] [G loss: 0.989792, KL Divergence: 0.989754, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4473 [D loss: 0.840972, acc.: 64.20%, KL Divergence: 0.198938] [G loss: 1.001528, KL Divergence: 1.001489, FID: 68.265016]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4474 [D loss: 0.840811, acc.: 64.19%, KL Divergence: 0.198920] [G loss: 0.985086, KL Divergence: 0.985045, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4475 [D loss: 0.819993, acc.: 62.10%, KL Divergence: 0.198947] [G loss: 0.971010, KL Divergence: 0.970969, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4476 [D loss: 0.819003, acc.: 62.01%, KL Divergence: 0.198927] [G loss: 1.020030, KL Divergence: 1.019991, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4477 [D loss: 0.831505, acc.: 63.25%, KL Divergence: 0.198972] [G loss: 0.995826, KL Divergence: 0.995779, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4478 [D loss: 0.829461, acc.: 63.05%, KL Divergence: 0.198941] [G loss: 0.982829, KL Divergence: 0.982789, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4479 [D loss: 0.847577, acc.: 64.86%, KL Divergence: 0.198957] [G loss: 0.969331, KL Divergence: 0.969289, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4480 [D loss: 0.827719, acc.: 62.88%, KL Divergence: 0.198946] [G loss: 0.932859, KL Divergence: 0.932819, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4481 [D loss: 0.835472, acc.: 63.65%, KL Divergence: 0.198971] [G loss: 0.948563, KL Divergence: 0.948520, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4482 [D loss: 0.843075, acc.: 64.41%, KL Divergence: 0.198940] [G loss: 0.926193, KL Divergence: 0.926156, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4483 [D loss: 0.831023, acc.: 63.21%, KL Divergence: 0.198933] [G loss: 0.955593, KL Divergence: 0.955556, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4484 [D loss: 0.813807, acc.: 61.49%, KL Divergence: 0.198930] [G loss: 0.979167, KL Divergence: 0.979128, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4485 [D loss: 0.824734, acc.: 62.58%, KL Divergence: 0.198933] [G loss: 0.909321, KL Divergence: 0.909283, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4486 [D loss: 0.834984, acc.: 63.61%, KL Divergence: 0.198934] [G loss: 0.980391, KL Divergence: 0.980352, FID: 68.265016]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4487 [D loss: 0.837200, acc.: 63.83%, KL Divergence: 0.198942] [G loss: 0.999750, KL Divergence: 0.999710, FID: 68.265016]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
4488 [D loss: 0.833583, acc.: 63.46%, KL Divergence: 0.198945] [G loss: 0.985080, KL Divergence: 0.985039, FID: 68.265016]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4489 [D loss: 0.852502, acc.: 65.36%, KL Divergence: 0.198937] [G loss: 0.972304, KL Divergence: 0.972262, FID: 68.265016]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 8ms/step
4490 [D loss: 0.841532, acc.: 64.26%, KL Divergence: 0.198942] [G loss: 1.020629, KL Divergence: 1.020585, FID: 68.265016]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 9ms/step
4491 [D loss: 0.824247, acc.: 62.53%, KL Divergence: 0.198948] [G loss: 1.035930, KL Divergence: 1.035886, FID: 68.265016]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 27ms/step
4492 [D loss: 0.824510, acc.: 62.55%, KL Divergence: 0.198962] [G loss: 1.054833, KL Divergence: 1.054790, FID: 68.265016]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
4493 [D loss: 0.827932, acc.: 62.90%, KL Divergence: 0.198948] [G loss: 1.017395, KL Divergence: 1.017356, FID: 68.265016]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 15ms/step
4494 [D loss: 0.825071, acc.: 62.61%, KL Divergence: 0.198963] [G loss: 0.927691, KL Divergence: 0.927647, FID: 68.265016]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 28ms/step
4495 [D loss: 0.838979, acc.: 64.00%, KL Divergence: 0.198936] [G loss: 0.947755, KL Divergence: 0.947715, FID: 68.265016]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 9ms/step
4496 [D loss: 0.840109, acc.: 64.12%, KL Divergence: 0.198957] [G loss: 0.920012, KL Divergence: 0.919970, FID: 68.265016]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 14ms/step
4497 [D loss: 0.841257, acc.: 64.23%, KL Divergence: 0.198944] [G loss: 0.947252, KL Divergence: 0.947212, FID: 68.265016]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 9ms/step
4498 [D loss: 0.842581, acc.: 64.37%, KL Divergence: 0.198926] [G loss: 0.962365, KL Divergence: 0.962325, FID: 68.265016]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 13ms/step
4499 [D loss: 0.827603, acc.: 62.87%, KL Divergence: 0.198927] [G loss: 0.965289, KL Divergence: 0.965252, FID: 68.265016]
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 1s 96ms/step
4/4 [==============================] - 1s 116ms/step
4500 [D loss: 0.832563, acc.: 63.36%, KL Divergence: 0.198937] [G loss: 0.932247, KL Divergence: 0.932208, FID: 56.421023]
1/1 [==============================] - 0s 21ms/step
4/4 [==============================] - 0s 57ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4501 [D loss: 0.822046, acc.: 62.31%, KL Divergence: 0.198928] [G loss: 0.957909, KL Divergence: 0.957871, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4502 [D loss: 0.816183, acc.: 61.72%, KL Divergence: 0.198945] [G loss: 0.995909, KL Divergence: 0.995868, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4503 [D loss: 0.828657, acc.: 62.97%, KL Divergence: 0.198929] [G loss: 0.932185, KL Divergence: 0.932148, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4504 [D loss: 0.860706, acc.: 66.18%, KL Divergence: 0.198934] [G loss: 0.868624, KL Divergence: 0.868582, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4505 [D loss: 0.845054, acc.: 64.61%, KL Divergence: 0.198943] [G loss: 0.963871, KL Divergence: 0.963831, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4506 [D loss: 0.844824, acc.: 64.59%, KL Divergence: 0.198952] [G loss: 1.027171, KL Divergence: 1.027128, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4507 [D loss: 0.828968, acc.: 63.00%, KL Divergence: 0.198931] [G loss: 0.979102, KL Divergence: 0.979064, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4508 [D loss: 0.805059, acc.: 60.61%, KL Divergence: 0.198938] [G loss: 1.014347, KL Divergence: 1.014308, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4509 [D loss: 0.821609, acc.: 62.27%, KL Divergence: 0.198937] [G loss: 0.968741, KL Divergence: 0.968704, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4510 [D loss: 0.827229, acc.: 62.83%, KL Divergence: 0.198918] [G loss: 0.981417, KL Divergence: 0.981377, FID: 56.421023]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4511 [D loss: 0.831374, acc.: 63.25%, KL Divergence: 0.198924] [G loss: 0.995144, KL Divergence: 0.995105, FID: 56.421023]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4512 [D loss: 0.832453, acc.: 63.35%, KL Divergence: 0.198962] [G loss: 0.967099, KL Divergence: 0.967057, FID: 56.421023]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4513 [D loss: 0.840155, acc.: 64.12%, KL Divergence: 0.198936] [G loss: 0.996165, KL Divergence: 0.996125, FID: 56.421023]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4514 [D loss: 0.851854, acc.: 65.29%, KL Divergence: 0.198918] [G loss: 0.967313, KL Divergence: 0.967274, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4515 [D loss: 0.836063, acc.: 63.71%, KL Divergence: 0.198925] [G loss: 1.021864, KL Divergence: 1.021825, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4516 [D loss: 0.840008, acc.: 64.11%, KL Divergence: 0.198922] [G loss: 0.972013, KL Divergence: 0.971974, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4517 [D loss: 0.823762, acc.: 62.48%, KL Divergence: 0.198915] [G loss: 0.965266, KL Divergence: 0.965227, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4518 [D loss: 0.851327, acc.: 65.24%, KL Divergence: 0.198925] [G loss: 0.888531, KL Divergence: 0.888491, FID: 56.421023]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4519 [D loss: 0.834657, acc.: 63.57%, KL Divergence: 0.198917] [G loss: 0.961686, KL Divergence: 0.961648, FID: 56.421023]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4520 [D loss: 0.845923, acc.: 64.70%, KL Divergence: 0.198943] [G loss: 0.979732, KL Divergence: 0.979692, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4521 [D loss: 0.833647, acc.: 63.47%, KL Divergence: 0.198925] [G loss: 0.933933, KL Divergence: 0.933895, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4522 [D loss: 0.841617, acc.: 64.27%, KL Divergence: 0.198914] [G loss: 0.965434, KL Divergence: 0.965396, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4523 [D loss: 0.821038, acc.: 62.21%, KL Divergence: 0.198920] [G loss: 0.993899, KL Divergence: 0.993862, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4524 [D loss: 0.824070, acc.: 62.52%, KL Divergence: 0.198914] [G loss: 0.937354, KL Divergence: 0.937317, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4525 [D loss: 0.826728, acc.: 62.78%, KL Divergence: 0.198921] [G loss: 0.953116, KL Divergence: 0.953078, FID: 56.421023]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4526 [D loss: 0.829966, acc.: 63.10%, KL Divergence: 0.198933] [G loss: 1.021884, KL Divergence: 1.021844, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4527 [D loss: 0.828639, acc.: 62.97%, KL Divergence: 0.198926] [G loss: 0.981451, KL Divergence: 0.981413, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4528 [D loss: 0.833929, acc.: 63.50%, KL Divergence: 0.198914] [G loss: 0.992953, KL Divergence: 0.992914, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4529 [D loss: 0.846284, acc.: 64.74%, KL Divergence: 0.198923] [G loss: 0.964429, KL Divergence: 0.964391, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4530 [D loss: 0.842907, acc.: 64.40%, KL Divergence: 0.198923] [G loss: 0.962247, KL Divergence: 0.962208, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4531 [D loss: 0.844153, acc.: 64.52%, KL Divergence: 0.198945] [G loss: 1.079991, KL Divergence: 1.079948, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4532 [D loss: 0.861749, acc.: 66.28%, KL Divergence: 0.198947] [G loss: 0.961992, KL Divergence: 0.961947, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4533 [D loss: 0.844101, acc.: 64.52%, KL Divergence: 0.198933] [G loss: 1.007174, KL Divergence: 1.007133, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4534 [D loss: 0.819438, acc.: 62.05%, KL Divergence: 0.198922] [G loss: 1.011476, KL Divergence: 1.011436, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4535 [D loss: 0.827878, acc.: 62.90%, KL Divergence: 0.198915] [G loss: 0.971197, KL Divergence: 0.971159, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4536 [D loss: 0.854654, acc.: 65.57%, KL Divergence: 0.198925] [G loss: 0.836011, KL Divergence: 0.835973, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4537 [D loss: 0.840853, acc.: 64.19%, KL Divergence: 0.198913] [G loss: 0.954424, KL Divergence: 0.954388, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4538 [D loss: 0.862852, acc.: 66.39%, KL Divergence: 0.198923] [G loss: 0.933511, KL Divergence: 0.933472, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4539 [D loss: 0.832914, acc.: 63.40%, KL Divergence: 0.198912] [G loss: 0.948553, KL Divergence: 0.948515, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4540 [D loss: 0.812688, acc.: 61.38%, KL Divergence: 0.198892] [G loss: 0.996448, KL Divergence: 0.996413, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4541 [D loss: 0.838302, acc.: 63.94%, KL Divergence: 0.198901] [G loss: 0.949107, KL Divergence: 0.949069, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4542 [D loss: 0.802474, acc.: 60.36%, KL Divergence: 0.198917] [G loss: 1.055423, KL Divergence: 1.055383, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4543 [D loss: 0.810230, acc.: 61.13%, KL Divergence: 0.198915] [G loss: 1.041122, KL Divergence: 1.041084, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4544 [D loss: 0.829701, acc.: 63.08%, KL Divergence: 0.198920] [G loss: 0.978721, KL Divergence: 0.978681, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4545 [D loss: 0.844646, acc.: 64.57%, KL Divergence: 0.198929] [G loss: 0.900151, KL Divergence: 0.900112, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4546 [D loss: 0.855356, acc.: 65.64%, KL Divergence: 0.198959] [G loss: 0.940027, KL Divergence: 0.939985, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4547 [D loss: 0.854485, acc.: 65.55%, KL Divergence: 0.198946] [G loss: 1.038297, KL Divergence: 1.038254, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4548 [D loss: 0.841245, acc.: 64.23%, KL Divergence: 0.198944] [G loss: 0.959102, KL Divergence: 0.959061, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4549 [D loss: 0.828501, acc.: 62.96%, KL Divergence: 0.198946] [G loss: 1.006527, KL Divergence: 1.006485, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4550 [D loss: 0.835129, acc.: 63.62%, KL Divergence: 0.198921] [G loss: 0.964824, KL Divergence: 0.964786, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4551 [D loss: 0.842166, acc.: 64.33%, KL Divergence: 0.198911] [G loss: 0.980131, KL Divergence: 0.980091, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4552 [D loss: 0.809468, acc.: 61.05%, KL Divergence: 0.198921] [G loss: 0.928027, KL Divergence: 0.927991, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
4553 [D loss: 0.817739, acc.: 61.88%, KL Divergence: 0.198925] [G loss: 0.975224, KL Divergence: 0.975186, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4554 [D loss: 0.834403, acc.: 63.55%, KL Divergence: 0.198925] [G loss: 0.948091, KL Divergence: 0.948054, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4555 [D loss: 0.827227, acc.: 62.83%, KL Divergence: 0.198915] [G loss: 1.017204, KL Divergence: 1.017166, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4556 [D loss: 0.842237, acc.: 64.33%, KL Divergence: 0.198915] [G loss: 0.910515, KL Divergence: 0.910479, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4557 [D loss: 0.836040, acc.: 63.71%, KL Divergence: 0.198908] [G loss: 0.914254, KL Divergence: 0.914215, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4558 [D loss: 0.829807, acc.: 63.09%, KL Divergence: 0.198923] [G loss: 0.998584, KL Divergence: 0.998547, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4559 [D loss: 0.829669, acc.: 63.08%, KL Divergence: 0.198916] [G loss: 0.948818, KL Divergence: 0.948778, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4560 [D loss: 0.830717, acc.: 63.18%, KL Divergence: 0.198911] [G loss: 1.019197, KL Divergence: 1.019160, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4561 [D loss: 0.829736, acc.: 63.08%, KL Divergence: 0.198936] [G loss: 1.025793, KL Divergence: 1.025750, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4562 [D loss: 0.826007, acc.: 62.71%, KL Divergence: 0.198914] [G loss: 0.930508, KL Divergence: 0.930472, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4563 [D loss: 0.850199, acc.: 65.13%, KL Divergence: 0.198942] [G loss: 1.028280, KL Divergence: 1.028235, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4564 [D loss: 0.849610, acc.: 65.07%, KL Divergence: 0.198944] [G loss: 0.899430, KL Divergence: 0.899392, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4565 [D loss: 0.833986, acc.: 63.51%, KL Divergence: 0.198933] [G loss: 1.006575, KL Divergence: 1.006532, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4566 [D loss: 0.838836, acc.: 63.99%, KL Divergence: 0.198939] [G loss: 0.969787, KL Divergence: 0.969749, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4567 [D loss: 0.849321, acc.: 65.04%, KL Divergence: 0.198948] [G loss: 0.922158, KL Divergence: 0.922116, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4568 [D loss: 0.806861, acc.: 60.80%, KL Divergence: 0.198905] [G loss: 1.006758, KL Divergence: 1.006723, FID: 56.421023]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4569 [D loss: 0.818717, acc.: 61.98%, KL Divergence: 0.198930] [G loss: 1.051424, KL Divergence: 1.051384, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4570 [D loss: 0.814381, acc.: 61.55%, KL Divergence: 0.198908] [G loss: 0.989998, KL Divergence: 0.989960, FID: 56.421023]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4571 [D loss: 0.835149, acc.: 63.62%, KL Divergence: 0.198911] [G loss: 0.893824, KL Divergence: 0.893787, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4572 [D loss: 0.836783, acc.: 63.79%, KL Divergence: 0.198909] [G loss: 0.892133, KL Divergence: 0.892097, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4573 [D loss: 0.836459, acc.: 63.75%, KL Divergence: 0.198923] [G loss: 0.915888, KL Divergence: 0.915852, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4574 [D loss: 0.839193, acc.: 64.03%, KL Divergence: 0.198899] [G loss: 0.974883, KL Divergence: 0.974847, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4575 [D loss: 0.863663, acc.: 66.48%, KL Divergence: 0.198892] [G loss: 0.874663, KL Divergence: 0.874626, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4576 [D loss: 0.829488, acc.: 63.06%, KL Divergence: 0.198915] [G loss: 0.998514, KL Divergence: 0.998475, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4577 [D loss: 0.831300, acc.: 63.24%, KL Divergence: 0.198925] [G loss: 1.012209, KL Divergence: 1.012170, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4578 [D loss: 0.804806, acc.: 60.59%, KL Divergence: 0.198925] [G loss: 1.083971, KL Divergence: 1.083930, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4579 [D loss: 0.831606, acc.: 63.27%, KL Divergence: 0.198949] [G loss: 1.051787, KL Divergence: 1.051745, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4580 [D loss: 0.856863, acc.: 65.79%, KL Divergence: 0.198937] [G loss: 0.890402, KL Divergence: 0.890363, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4581 [D loss: 0.848989, acc.: 65.00%, KL Divergence: 0.198947] [G loss: 0.945419, KL Divergence: 0.945378, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4582 [D loss: 0.849573, acc.: 65.07%, KL Divergence: 0.198916] [G loss: 0.962866, KL Divergence: 0.962829, FID: 56.421023]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4583 [D loss: 0.841226, acc.: 64.23%, KL Divergence: 0.198923] [G loss: 0.969111, KL Divergence: 0.969073, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4584 [D loss: 0.801725, acc.: 60.28%, KL Divergence: 0.198917] [G loss: 1.052173, KL Divergence: 1.052137, FID: 56.421023]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4585 [D loss: 0.828919, acc.: 63.00%, KL Divergence: 0.198910] [G loss: 0.904235, KL Divergence: 0.904198, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4586 [D loss: 0.844586, acc.: 64.57%, KL Divergence: 0.198891] [G loss: 0.886935, KL Divergence: 0.886900, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4587 [D loss: 0.853699, acc.: 65.48%, KL Divergence: 0.198909] [G loss: 0.909065, KL Divergence: 0.909028, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4588 [D loss: 0.846413, acc.: 64.75%, KL Divergence: 0.198909] [G loss: 0.977523, KL Divergence: 0.977487, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4589 [D loss: 0.838660, acc.: 63.98%, KL Divergence: 0.198896] [G loss: 1.014244, KL Divergence: 1.014208, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4590 [D loss: 0.837246, acc.: 63.84%, KL Divergence: 0.198882] [G loss: 1.008304, KL Divergence: 1.008268, FID: 56.421023]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4591 [D loss: 0.816014, acc.: 61.71%, KL Divergence: 0.198903] [G loss: 1.041864, KL Divergence: 1.041826, FID: 56.421023]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4592 [D loss: 0.838174, acc.: 63.93%, KL Divergence: 0.198887] [G loss: 0.976424, KL Divergence: 0.976388, FID: 56.421023]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4593 [D loss: 0.815023, acc.: 61.61%, KL Divergence: 0.198920] [G loss: 1.001603, KL Divergence: 1.001563, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4594 [D loss: 0.845698, acc.: 64.68%, KL Divergence: 0.198911] [G loss: 0.963844, KL Divergence: 0.963806, FID: 56.421023]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4595 [D loss: 0.851029, acc.: 65.21%, KL Divergence: 0.198945] [G loss: 0.986665, KL Divergence: 0.986621, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4596 [D loss: 0.864283, acc.: 66.54%, KL Divergence: 0.198919] [G loss: 0.944983, KL Divergence: 0.944944, FID: 56.421023]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4597 [D loss: 0.859383, acc.: 66.05%, KL Divergence: 0.198918] [G loss: 0.911903, KL Divergence: 0.911864, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4598 [D loss: 0.816205, acc.: 61.73%, KL Divergence: 0.198911] [G loss: 1.041952, KL Divergence: 1.041916, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4599 [D loss: 0.842447, acc.: 64.35%, KL Divergence: 0.198901] [G loss: 0.857726, KL Divergence: 0.857692, FID: 56.421023]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 2s 108ms/step
4/4 [==============================] - 2s 81ms/step
4600 [D loss: 0.822365, acc.: 62.35%, KL Divergence: 0.198895] [G loss: 0.916607, KL Divergence: 0.916573, FID: 54.257986]
1/1 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4601 [D loss: 0.845969, acc.: 64.71%, KL Divergence: 0.198895] [G loss: 0.872310, KL Divergence: 0.872275, FID: 54.257986]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4602 [D loss: 0.834882, acc.: 63.60%, KL Divergence: 0.198904] [G loss: 0.890031, KL Divergence: 0.889996, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4603 [D loss: 0.832739, acc.: 63.38%, KL Divergence: 0.198906] [G loss: 1.025468, KL Divergence: 1.025430, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4604 [D loss: 0.839845, acc.: 64.10%, KL Divergence: 0.198879] [G loss: 0.943438, KL Divergence: 0.943404, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4605 [D loss: 0.841472, acc.: 64.26%, KL Divergence: 0.198890] [G loss: 0.920193, KL Divergence: 0.920157, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4606 [D loss: 0.821719, acc.: 62.28%, KL Divergence: 0.198885] [G loss: 1.092241, KL Divergence: 1.092206, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4607 [D loss: 0.845137, acc.: 64.62%, KL Divergence: 0.198887] [G loss: 0.936351, KL Divergence: 0.936317, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4608 [D loss: 0.828472, acc.: 62.96%, KL Divergence: 0.198895] [G loss: 0.982818, KL Divergence: 0.982780, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4609 [D loss: 0.835169, acc.: 63.63%, KL Divergence: 0.198885] [G loss: 0.926253, KL Divergence: 0.926218, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4610 [D loss: 0.861577, acc.: 66.27%, KL Divergence: 0.198908] [G loss: 0.936247, KL Divergence: 0.936208, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4611 [D loss: 0.859791, acc.: 66.09%, KL Divergence: 0.198888] [G loss: 0.916900, KL Divergence: 0.916862, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4612 [D loss: 0.845155, acc.: 64.63%, KL Divergence: 0.198901] [G loss: 0.981366, KL Divergence: 0.981330, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4613 [D loss: 0.834377, acc.: 63.55%, KL Divergence: 0.198882] [G loss: 0.989061, KL Divergence: 0.989025, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4614 [D loss: 0.828494, acc.: 62.96%, KL Divergence: 0.198902] [G loss: 0.975604, KL Divergence: 0.975566, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4615 [D loss: 0.835858, acc.: 63.70%, KL Divergence: 0.198891] [G loss: 0.970337, KL Divergence: 0.970303, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4616 [D loss: 0.848714, acc.: 64.98%, KL Divergence: 0.198893] [G loss: 0.895706, KL Divergence: 0.895671, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4617 [D loss: 0.828054, acc.: 62.92%, KL Divergence: 0.198883] [G loss: 0.912470, KL Divergence: 0.912435, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4618 [D loss: 0.866531, acc.: 66.77%, KL Divergence: 0.198878] [G loss: 0.834119, KL Divergence: 0.834084, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4619 [D loss: 0.845020, acc.: 64.61%, KL Divergence: 0.198888] [G loss: 0.938841, KL Divergence: 0.938807, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4620 [D loss: 0.832636, acc.: 63.37%, KL Divergence: 0.198895] [G loss: 0.973475, KL Divergence: 0.973440, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4621 [D loss: 0.840380, acc.: 64.15%, KL Divergence: 0.198885] [G loss: 0.970784, KL Divergence: 0.970750, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4622 [D loss: 0.834282, acc.: 63.54%, KL Divergence: 0.198877] [G loss: 0.951362, KL Divergence: 0.951329, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4623 [D loss: 0.826884, acc.: 62.80%, KL Divergence: 0.198888] [G loss: 0.990446, KL Divergence: 0.990410, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4624 [D loss: 0.837517, acc.: 63.86%, KL Divergence: 0.198903] [G loss: 0.959885, KL Divergence: 0.959847, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4625 [D loss: 0.844223, acc.: 64.53%, KL Divergence: 0.198892] [G loss: 1.045754, KL Divergence: 1.045716, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4626 [D loss: 0.850149, acc.: 65.12%, KL Divergence: 0.198922] [G loss: 0.976417, KL Divergence: 0.976377, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4627 [D loss: 0.827740, acc.: 62.88%, KL Divergence: 0.198905] [G loss: 1.016356, KL Divergence: 1.016319, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4628 [D loss: 0.862612, acc.: 66.37%, KL Divergence: 0.198917] [G loss: 0.942865, KL Divergence: 0.942824, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4629 [D loss: 0.861502, acc.: 66.26%, KL Divergence: 0.198898] [G loss: 0.941093, KL Divergence: 0.941057, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4630 [D loss: 0.835775, acc.: 63.69%, KL Divergence: 0.198884] [G loss: 0.995019, KL Divergence: 0.994983, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4631 [D loss: 0.807437, acc.: 60.86%, KL Divergence: 0.198876] [G loss: 1.043849, KL Divergence: 1.043816, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4632 [D loss: 0.822848, acc.: 62.40%, KL Divergence: 0.198878] [G loss: 0.960720, KL Divergence: 0.960687, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4633 [D loss: 0.830647, acc.: 63.18%, KL Divergence: 0.198870] [G loss: 0.905536, KL Divergence: 0.905503, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4634 [D loss: 0.875826, acc.: 67.69%, KL Divergence: 0.198883] [G loss: 0.885181, KL Divergence: 0.885147, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4635 [D loss: 0.850132, acc.: 65.12%, KL Divergence: 0.198890] [G loss: 0.970683, KL Divergence: 0.970648, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4636 [D loss: 0.836595, acc.: 63.77%, KL Divergence: 0.198894] [G loss: 1.019575, KL Divergence: 1.019539, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4637 [D loss: 0.826205, acc.: 62.73%, KL Divergence: 0.198890] [G loss: 1.033619, KL Divergence: 1.033583, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4638 [D loss: 0.849623, acc.: 65.07%, KL Divergence: 0.198910] [G loss: 0.920295, KL Divergence: 0.920255, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4639 [D loss: 0.881875, acc.: 68.30%, KL Divergence: 0.198896] [G loss: 0.866354, KL Divergence: 0.866317, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4640 [D loss: 0.851440, acc.: 65.25%, KL Divergence: 0.198948] [G loss: 0.997539, KL Divergence: 0.997496, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4641 [D loss: 0.844161, acc.: 64.53%, KL Divergence: 0.198892] [G loss: 1.010569, KL Divergence: 1.010533, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4642 [D loss: 0.810114, acc.: 61.12%, KL Divergence: 0.198882] [G loss: 1.054391, KL Divergence: 1.054357, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4643 [D loss: 0.809739, acc.: 61.09%, KL Divergence: 0.198883] [G loss: 0.960451, KL Divergence: 0.960418, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4644 [D loss: 0.828576, acc.: 62.97%, KL Divergence: 0.198888] [G loss: 0.940059, KL Divergence: 0.940024, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4645 [D loss: 0.833372, acc.: 63.45%, KL Divergence: 0.198880] [G loss: 0.900275, KL Divergence: 0.900241, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4646 [D loss: 0.846665, acc.: 64.78%, KL Divergence: 0.198889] [G loss: 0.937120, KL Divergence: 0.937084, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4647 [D loss: 0.863135, acc.: 66.43%, KL Divergence: 0.198876] [G loss: 0.920030, KL Divergence: 0.919996, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4648 [D loss: 0.857990, acc.: 65.91%, KL Divergence: 0.198885] [G loss: 1.009308, KL Divergence: 1.009273, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4649 [D loss: 0.844175, acc.: 64.53%, KL Divergence: 0.198875] [G loss: 1.036113, KL Divergence: 1.036078, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4650 [D loss: 0.821855, acc.: 62.30%, KL Divergence: 0.198890] [G loss: 0.993139, KL Divergence: 0.993103, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4651 [D loss: 0.827411, acc.: 62.85%, KL Divergence: 0.198902] [G loss: 0.954166, KL Divergence: 0.954130, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4652 [D loss: 0.839480, acc.: 64.06%, KL Divergence: 0.198890] [G loss: 0.928463, KL Divergence: 0.928427, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4653 [D loss: 0.873355, acc.: 67.45%, KL Divergence: 0.198905] [G loss: 0.934483, KL Divergence: 0.934442, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4654 [D loss: 0.862012, acc.: 66.31%, KL Divergence: 0.198897] [G loss: 0.890801, KL Divergence: 0.890766, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4655 [D loss: 0.850184, acc.: 65.13%, KL Divergence: 0.198896] [G loss: 0.923528, KL Divergence: 0.923491, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4656 [D loss: 0.825530, acc.: 62.66%, KL Divergence: 0.198885] [G loss: 0.994506, KL Divergence: 0.994473, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4657 [D loss: 0.822900, acc.: 62.40%, KL Divergence: 0.198885] [G loss: 0.931556, KL Divergence: 0.931523, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4658 [D loss: 0.822959, acc.: 62.41%, KL Divergence: 0.198877] [G loss: 0.995378, KL Divergence: 0.995343, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4659 [D loss: 0.844082, acc.: 64.52%, KL Divergence: 0.198874] [G loss: 0.910929, KL Divergence: 0.910896, FID: 54.257986]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4660 [D loss: 0.852764, acc.: 65.39%, KL Divergence: 0.198892] [G loss: 0.915216, KL Divergence: 0.915181, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4661 [D loss: 0.864526, acc.: 66.56%, KL Divergence: 0.198886] [G loss: 0.941537, KL Divergence: 0.941503, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4662 [D loss: 0.843613, acc.: 64.47%, KL Divergence: 0.198880] [G loss: 1.014173, KL Divergence: 1.014137, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4663 [D loss: 0.839096, acc.: 64.02%, KL Divergence: 0.198894] [G loss: 1.081316, KL Divergence: 1.081279, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4664 [D loss: 0.820487, acc.: 62.16%, KL Divergence: 0.198888] [G loss: 1.075490, KL Divergence: 1.075454, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4665 [D loss: 0.834542, acc.: 63.56%, KL Divergence: 0.198899] [G loss: 0.984701, KL Divergence: 0.984661, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4666 [D loss: 0.838552, acc.: 63.97%, KL Divergence: 0.198896] [G loss: 0.918920, KL Divergence: 0.918886, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4667 [D loss: 0.854550, acc.: 65.56%, KL Divergence: 0.198913] [G loss: 0.915266, KL Divergence: 0.915228, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4668 [D loss: 0.837221, acc.: 63.83%, KL Divergence: 0.198898] [G loss: 0.965053, KL Divergence: 0.965018, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4669 [D loss: 0.848910, acc.: 65.00%, KL Divergence: 0.198897] [G loss: 0.888144, KL Divergence: 0.888108, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4670 [D loss: 0.838169, acc.: 63.93%, KL Divergence: 0.198876] [G loss: 0.881258, KL Divergence: 0.881226, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4671 [D loss: 0.832499, acc.: 63.36%, KL Divergence: 0.198886] [G loss: 0.951890, KL Divergence: 0.951856, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4672 [D loss: 0.829449, acc.: 63.06%, KL Divergence: 0.198862] [G loss: 0.928063, KL Divergence: 0.928031, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4673 [D loss: 0.830206, acc.: 63.13%, KL Divergence: 0.198879] [G loss: 0.956846, KL Divergence: 0.956813, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4674 [D loss: 0.830733, acc.: 63.18%, KL Divergence: 0.198886] [G loss: 1.044622, KL Divergence: 1.044586, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4675 [D loss: 0.831936, acc.: 63.30%, KL Divergence: 0.198888] [G loss: 1.010344, KL Divergence: 1.010308, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4676 [D loss: 0.846883, acc.: 64.80%, KL Divergence: 0.198888] [G loss: 0.908695, KL Divergence: 0.908659, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4677 [D loss: 0.833449, acc.: 63.46%, KL Divergence: 0.198893] [G loss: 0.986395, KL Divergence: 0.986359, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4678 [D loss: 0.854379, acc.: 65.55%, KL Divergence: 0.198917] [G loss: 0.932478, KL Divergence: 0.932438, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4679 [D loss: 0.806136, acc.: 60.72%, KL Divergence: 0.198908] [G loss: 1.076804, KL Divergence: 1.076768, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4680 [D loss: 0.850490, acc.: 65.16%, KL Divergence: 0.198914] [G loss: 0.918342, KL Divergence: 0.918302, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4681 [D loss: 0.851357, acc.: 65.25%, KL Divergence: 0.198882] [G loss: 0.950815, KL Divergence: 0.950781, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4682 [D loss: 0.838471, acc.: 63.96%, KL Divergence: 0.198878] [G loss: 0.916210, KL Divergence: 0.916175, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4683 [D loss: 0.835525, acc.: 63.67%, KL Divergence: 0.198866] [G loss: 0.907446, KL Divergence: 0.907414, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4684 [D loss: 0.849823, acc.: 65.09%, KL Divergence: 0.198885] [G loss: 0.925341, KL Divergence: 0.925306, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4685 [D loss: 0.845177, acc.: 64.63%, KL Divergence: 0.198858] [G loss: 0.927539, KL Divergence: 0.927507, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4686 [D loss: 0.850289, acc.: 65.14%, KL Divergence: 0.198861] [G loss: 0.914808, KL Divergence: 0.914775, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4687 [D loss: 0.838302, acc.: 63.94%, KL Divergence: 0.198869] [G loss: 0.971348, KL Divergence: 0.971314, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4688 [D loss: 0.815760, acc.: 61.69%, KL Divergence: 0.198862] [G loss: 1.000998, KL Divergence: 1.000964, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4689 [D loss: 0.835397, acc.: 63.65%, KL Divergence: 0.198868] [G loss: 0.945413, KL Divergence: 0.945379, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4690 [D loss: 0.841115, acc.: 64.22%, KL Divergence: 0.198890] [G loss: 0.957692, KL Divergence: 0.957653, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4691 [D loss: 0.855913, acc.: 65.70%, KL Divergence: 0.198880] [G loss: 0.897045, KL Divergence: 0.897010, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4692 [D loss: 0.859429, acc.: 66.05%, KL Divergence: 0.198905] [G loss: 0.933376, KL Divergence: 0.933338, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4693 [D loss: 0.854684, acc.: 65.58%, KL Divergence: 0.198882] [G loss: 0.932464, KL Divergence: 0.932429, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4694 [D loss: 0.821336, acc.: 62.25%, KL Divergence: 0.198882] [G loss: 1.109565, KL Divergence: 1.109529, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4695 [D loss: 0.823587, acc.: 62.47%, KL Divergence: 0.198876] [G loss: 1.033725, KL Divergence: 1.033689, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4696 [D loss: 0.820738, acc.: 62.19%, KL Divergence: 0.198850] [G loss: 0.933372, KL Divergence: 0.933341, FID: 54.257986]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4697 [D loss: 0.841856, acc.: 64.30%, KL Divergence: 0.198875] [G loss: 0.879694, KL Divergence: 0.879661, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4698 [D loss: 0.840793, acc.: 64.19%, KL Divergence: 0.198867] [G loss: 0.891394, KL Divergence: 0.891361, FID: 54.257986]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4699 [D loss: 0.845985, acc.: 64.71%, KL Divergence: 0.198872] [G loss: 0.935499, KL Divergence: 0.935466, FID: 54.257986]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 2s 83ms/step
4/4 [==============================] - 1s 78ms/step
4700 [D loss: 0.853573, acc.: 65.47%, KL Divergence: 0.198877] [G loss: 0.947277, KL Divergence: 0.947240, FID: 49.887950]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 55ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4701 [D loss: 0.841331, acc.: 64.25%, KL Divergence: 0.198864] [G loss: 0.991028, KL Divergence: 0.990995, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4702 [D loss: 0.854641, acc.: 65.58%, KL Divergence: 0.198882] [G loss: 0.934864, KL Divergence: 0.934828, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4703 [D loss: 0.820822, acc.: 62.19%, KL Divergence: 0.198874] [G loss: 0.971095, KL Divergence: 0.971062, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4704 [D loss: 0.843026, acc.: 64.41%, KL Divergence: 0.198877] [G loss: 0.936063, KL Divergence: 0.936028, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4705 [D loss: 0.862853, acc.: 66.40%, KL Divergence: 0.198857] [G loss: 0.941877, KL Divergence: 0.941844, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4706 [D loss: 0.826441, acc.: 62.76%, KL Divergence: 0.198891] [G loss: 1.076763, KL Divergence: 1.076725, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4707 [D loss: 0.838087, acc.: 63.92%, KL Divergence: 0.198850] [G loss: 0.937094, KL Divergence: 0.937063, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4708 [D loss: 0.819277, acc.: 62.04%, KL Divergence: 0.198864] [G loss: 0.967708, KL Divergence: 0.967675, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4709 [D loss: 0.822175, acc.: 62.33%, KL Divergence: 0.198860] [G loss: 0.930692, KL Divergence: 0.930661, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4710 [D loss: 0.854878, acc.: 65.60%, KL Divergence: 0.198850] [G loss: 0.921637, KL Divergence: 0.921606, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4711 [D loss: 0.847352, acc.: 64.85%, KL Divergence: 0.198854] [G loss: 0.963134, KL Divergence: 0.963102, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4712 [D loss: 0.851619, acc.: 65.28%, KL Divergence: 0.198859] [G loss: 0.898692, KL Divergence: 0.898661, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4713 [D loss: 0.845953, acc.: 64.71%, KL Divergence: 0.198850] [G loss: 0.946039, KL Divergence: 0.946007, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4714 [D loss: 0.838484, acc.: 63.96%, KL Divergence: 0.198864] [G loss: 1.005248, KL Divergence: 1.005215, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4715 [D loss: 0.838789, acc.: 63.99%, KL Divergence: 0.198869] [G loss: 1.022413, KL Divergence: 1.022378, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4716 [D loss: 0.844831, acc.: 64.60%, KL Divergence: 0.198872] [G loss: 0.980231, KL Divergence: 0.980196, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4717 [D loss: 0.849148, acc.: 65.03%, KL Divergence: 0.198876] [G loss: 0.922427, KL Divergence: 0.922393, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4718 [D loss: 0.817793, acc.: 61.89%, KL Divergence: 0.198869] [G loss: 1.005843, KL Divergence: 1.005809, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4719 [D loss: 0.838961, acc.: 64.01%, KL Divergence: 0.198870] [G loss: 0.930599, KL Divergence: 0.930564, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4720 [D loss: 0.817896, acc.: 61.90%, KL Divergence: 0.198863] [G loss: 0.938101, KL Divergence: 0.938071, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4721 [D loss: 0.838043, acc.: 63.92%, KL Divergence: 0.198864] [G loss: 0.968807, KL Divergence: 0.968776, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4722 [D loss: 0.813759, acc.: 61.49%, KL Divergence: 0.198856] [G loss: 0.986389, KL Divergence: 0.986357, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4723 [D loss: 0.829289, acc.: 63.04%, KL Divergence: 0.198865] [G loss: 0.940518, KL Divergence: 0.940487, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4724 [D loss: 0.838595, acc.: 63.97%, KL Divergence: 0.198870] [G loss: 0.952184, KL Divergence: 0.952150, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4725 [D loss: 0.835011, acc.: 63.61%, KL Divergence: 0.198862] [G loss: 0.906691, KL Divergence: 0.906659, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4726 [D loss: 0.839869, acc.: 64.10%, KL Divergence: 0.198880] [G loss: 1.080772, KL Divergence: 1.080737, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4727 [D loss: 0.847169, acc.: 64.83%, KL Divergence: 0.198878] [G loss: 0.968910, KL Divergence: 0.968873, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4728 [D loss: 0.853534, acc.: 65.47%, KL Divergence: 0.198874] [G loss: 0.988840, KL Divergence: 0.988804, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4729 [D loss: 0.852372, acc.: 65.35%, KL Divergence: 0.198893] [G loss: 0.905120, KL Divergence: 0.905083, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4730 [D loss: 0.837753, acc.: 63.89%, KL Divergence: 0.198866] [G loss: 0.971746, KL Divergence: 0.971713, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4731 [D loss: 0.811280, acc.: 61.24%, KL Divergence: 0.198894] [G loss: 1.011876, KL Divergence: 1.011840, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4732 [D loss: 0.798793, acc.: 59.99%, KL Divergence: 0.198867] [G loss: 1.051624, KL Divergence: 1.051594, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4733 [D loss: 0.841833, acc.: 64.30%, KL Divergence: 0.198866] [G loss: 0.920483, KL Divergence: 0.920450, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4734 [D loss: 0.836288, acc.: 63.74%, KL Divergence: 0.198878] [G loss: 0.926701, KL Divergence: 0.926666, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4735 [D loss: 0.807246, acc.: 60.84%, KL Divergence: 0.198869] [G loss: 1.002930, KL Divergence: 1.002898, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4736 [D loss: 0.846119, acc.: 64.73%, KL Divergence: 0.198857] [G loss: 0.852292, KL Divergence: 0.852263, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4737 [D loss: 0.829890, acc.: 63.10%, KL Divergence: 0.198872] [G loss: 0.930616, KL Divergence: 0.930583, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4738 [D loss: 0.825671, acc.: 62.68%, KL Divergence: 0.198872] [G loss: 0.956594, KL Divergence: 0.956560, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4739 [D loss: 0.832776, acc.: 63.39%, KL Divergence: 0.198864] [G loss: 1.014114, KL Divergence: 1.014079, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4740 [D loss: 0.844720, acc.: 64.58%, KL Divergence: 0.198878] [G loss: 0.919893, KL Divergence: 0.919859, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4741 [D loss: 0.836561, acc.: 63.77%, KL Divergence: 0.198860] [G loss: 0.975203, KL Divergence: 0.975169, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4742 [D loss: 0.828161, acc.: 62.93%, KL Divergence: 0.198885] [G loss: 0.980054, KL Divergence: 0.980018, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4743 [D loss: 0.830774, acc.: 63.19%, KL Divergence: 0.198874] [G loss: 1.008691, KL Divergence: 1.008657, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4744 [D loss: 0.841743, acc.: 64.29%, KL Divergence: 0.198871] [G loss: 0.935106, KL Divergence: 0.935072, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4745 [D loss: 0.829687, acc.: 63.08%, KL Divergence: 0.198873] [G loss: 0.963313, KL Divergence: 0.963279, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4746 [D loss: 0.845716, acc.: 64.69%, KL Divergence: 0.198856] [G loss: 0.941549, KL Divergence: 0.941518, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4747 [D loss: 0.831876, acc.: 63.30%, KL Divergence: 0.198869] [G loss: 0.994890, KL Divergence: 0.994857, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4748 [D loss: 0.830595, acc.: 63.18%, KL Divergence: 0.198840] [G loss: 0.913456, KL Divergence: 0.913428, FID: 49.887950]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4749 [D loss: 0.852844, acc.: 65.40%, KL Divergence: 0.198848] [G loss: 0.879515, KL Divergence: 0.879484, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4750 [D loss: 0.809732, acc.: 61.09%, KL Divergence: 0.198873] [G loss: 1.021811, KL Divergence: 1.021778, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4751 [D loss: 0.841969, acc.: 64.31%, KL Divergence: 0.198846] [G loss: 0.909439, KL Divergence: 0.909408, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4752 [D loss: 0.854914, acc.: 65.61%, KL Divergence: 0.198852] [G loss: 0.919939, KL Divergence: 0.919906, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4753 [D loss: 0.836758, acc.: 63.79%, KL Divergence: 0.198851] [G loss: 0.997439, KL Divergence: 0.997407, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4754 [D loss: 0.843865, acc.: 64.50%, KL Divergence: 0.198859] [G loss: 0.945504, KL Divergence: 0.945471, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4755 [D loss: 0.837304, acc.: 63.84%, KL Divergence: 0.198865] [G loss: 1.011709, KL Divergence: 1.011675, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4756 [D loss: 0.829656, acc.: 63.08%, KL Divergence: 0.198844] [G loss: 0.950148, KL Divergence: 0.950116, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4757 [D loss: 0.847126, acc.: 64.83%, KL Divergence: 0.198861] [G loss: 0.928131, KL Divergence: 0.928097, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4758 [D loss: 0.836109, acc.: 63.73%, KL Divergence: 0.198857] [G loss: 0.984903, KL Divergence: 0.984870, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4759 [D loss: 0.848529, acc.: 64.97%, KL Divergence: 0.198859] [G loss: 0.904454, KL Divergence: 0.904423, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4760 [D loss: 0.832264, acc.: 63.34%, KL Divergence: 0.198861] [G loss: 0.952005, KL Divergence: 0.951972, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4761 [D loss: 0.837970, acc.: 63.91%, KL Divergence: 0.198848] [G loss: 1.010097, KL Divergence: 1.010066, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4762 [D loss: 0.838905, acc.: 64.00%, KL Divergence: 0.198858] [G loss: 0.971449, KL Divergence: 0.971417, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4763 [D loss: 0.837517, acc.: 63.87%, KL Divergence: 0.198842] [G loss: 0.971609, KL Divergence: 0.971579, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4764 [D loss: 0.833538, acc.: 63.47%, KL Divergence: 0.198838] [G loss: 0.909525, KL Divergence: 0.909494, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4765 [D loss: 0.822132, acc.: 62.33%, KL Divergence: 0.198833] [G loss: 0.929918, KL Divergence: 0.929888, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4766 [D loss: 0.853920, acc.: 65.51%, KL Divergence: 0.198853] [G loss: 0.914541, KL Divergence: 0.914509, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4767 [D loss: 0.843855, acc.: 64.50%, KL Divergence: 0.198829] [G loss: 1.014959, KL Divergence: 1.014927, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4768 [D loss: 0.842984, acc.: 64.41%, KL Divergence: 0.198837] [G loss: 0.983239, KL Divergence: 0.983207, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4769 [D loss: 0.833930, acc.: 63.51%, KL Divergence: 0.198830] [G loss: 0.949583, KL Divergence: 0.949552, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4770 [D loss: 0.849163, acc.: 65.03%, KL Divergence: 0.198851] [G loss: 0.967925, KL Divergence: 0.967892, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4771 [D loss: 0.820288, acc.: 62.14%, KL Divergence: 0.198842] [G loss: 1.024345, KL Divergence: 1.024313, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4772 [D loss: 0.839170, acc.: 64.03%, KL Divergence: 0.198852] [G loss: 0.898122, KL Divergence: 0.898090, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4773 [D loss: 0.808496, acc.: 60.96%, KL Divergence: 0.198849] [G loss: 1.041499, KL Divergence: 1.041467, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4774 [D loss: 0.818249, acc.: 61.94%, KL Divergence: 0.198849] [G loss: 0.971066, KL Divergence: 0.971033, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4775 [D loss: 0.859751, acc.: 66.09%, KL Divergence: 0.198852] [G loss: 0.867149, KL Divergence: 0.867117, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4776 [D loss: 0.845009, acc.: 64.62%, KL Divergence: 0.198851] [G loss: 0.920289, KL Divergence: 0.920256, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4777 [D loss: 0.853393, acc.: 65.46%, KL Divergence: 0.198835] [G loss: 0.875512, KL Divergence: 0.875483, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4778 [D loss: 0.826368, acc.: 62.75%, KL Divergence: 0.198852] [G loss: 1.036617, KL Divergence: 1.036585, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4779 [D loss: 0.831189, acc.: 63.23%, KL Divergence: 0.198844] [G loss: 0.941232, KL Divergence: 0.941204, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4780 [D loss: 0.828898, acc.: 63.01%, KL Divergence: 0.198838] [G loss: 0.977433, KL Divergence: 0.977402, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4781 [D loss: 0.825800, acc.: 62.70%, KL Divergence: 0.198833] [G loss: 1.022066, KL Divergence: 1.022037, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4782 [D loss: 0.830904, acc.: 63.21%, KL Divergence: 0.198829] [G loss: 0.974647, KL Divergence: 0.974616, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4783 [D loss: 0.839684, acc.: 64.08%, KL Divergence: 0.198839] [G loss: 0.901426, KL Divergence: 0.901394, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4784 [D loss: 0.833554, acc.: 63.47%, KL Divergence: 0.198850] [G loss: 1.020647, KL Divergence: 1.020615, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4785 [D loss: 0.842860, acc.: 64.40%, KL Divergence: 0.198850] [G loss: 1.034122, KL Divergence: 1.034090, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4786 [D loss: 0.847785, acc.: 64.89%, KL Divergence: 0.198850] [G loss: 0.925335, KL Divergence: 0.925303, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4787 [D loss: 0.846191, acc.: 64.74%, KL Divergence: 0.198836] [G loss: 0.957119, KL Divergence: 0.957090, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4788 [D loss: 0.816258, acc.: 61.74%, KL Divergence: 0.198850] [G loss: 1.004634, KL Divergence: 1.004603, FID: 49.887950]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4789 [D loss: 0.840661, acc.: 64.18%, KL Divergence: 0.198852] [G loss: 0.988738, KL Divergence: 0.988705, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4790 [D loss: 0.842465, acc.: 64.36%, KL Divergence: 0.198824] [G loss: 0.874440, KL Divergence: 0.874411, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4791 [D loss: 0.855002, acc.: 65.62%, KL Divergence: 0.198846] [G loss: 0.900665, KL Divergence: 0.900634, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4792 [D loss: 0.853309, acc.: 65.45%, KL Divergence: 0.198842] [G loss: 0.957045, KL Divergence: 0.957014, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4793 [D loss: 0.845467, acc.: 64.66%, KL Divergence: 0.198834] [G loss: 0.876397, KL Divergence: 0.876369, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4794 [D loss: 0.817438, acc.: 61.86%, KL Divergence: 0.198829] [G loss: 1.039869, KL Divergence: 1.039840, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4795 [D loss: 0.813950, acc.: 61.51%, KL Divergence: 0.198844] [G loss: 0.914828, KL Divergence: 0.914797, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4796 [D loss: 0.817755, acc.: 61.89%, KL Divergence: 0.198828] [G loss: 0.962847, KL Divergence: 0.962817, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4797 [D loss: 0.843281, acc.: 64.44%, KL Divergence: 0.198837] [G loss: 0.953384, KL Divergence: 0.953355, FID: 49.887950]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4798 [D loss: 0.840966, acc.: 64.21%, KL Divergence: 0.198860] [G loss: 0.977723, KL Divergence: 0.977691, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4799 [D loss: 0.855576, acc.: 65.67%, KL Divergence: 0.198862] [G loss: 1.007946, KL Divergence: 1.007915, FID: 49.887950]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 2s 85ms/step
4/4 [==============================] - 2s 103ms/step
4800 [D loss: 0.839274, acc.: 64.04%, KL Divergence: 0.198848] [G loss: 1.026141, KL Divergence: 1.026109, FID: 44.709726]
1/1 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4801 [D loss: 0.820986, acc.: 62.22%, KL Divergence: 0.198833] [G loss: 1.010442, KL Divergence: 1.010412, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4802 [D loss: 0.818911, acc.: 62.01%, KL Divergence: 0.198853] [G loss: 1.021863, KL Divergence: 1.021830, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4803 [D loss: 0.823894, acc.: 62.51%, KL Divergence: 0.198843] [G loss: 0.987501, KL Divergence: 0.987469, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4804 [D loss: 0.834320, acc.: 63.55%, KL Divergence: 0.198838] [G loss: 0.920275, KL Divergence: 0.920244, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4805 [D loss: 0.837482, acc.: 63.87%, KL Divergence: 0.198830] [G loss: 0.924300, KL Divergence: 0.924269, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4806 [D loss: 0.839205, acc.: 64.03%, KL Divergence: 0.198866] [G loss: 0.971228, KL Divergence: 0.971193, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4807 [D loss: 0.831664, acc.: 63.28%, KL Divergence: 0.198839] [G loss: 0.954579, KL Divergence: 0.954550, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4808 [D loss: 0.843734, acc.: 64.49%, KL Divergence: 0.198850] [G loss: 0.972911, KL Divergence: 0.972881, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4809 [D loss: 0.826910, acc.: 62.81%, KL Divergence: 0.198837] [G loss: 0.996614, KL Divergence: 0.996584, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4810 [D loss: 0.825596, acc.: 62.68%, KL Divergence: 0.198819] [G loss: 0.932220, KL Divergence: 0.932192, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4811 [D loss: 0.828926, acc.: 63.01%, KL Divergence: 0.198822] [G loss: 0.954639, KL Divergence: 0.954611, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4812 [D loss: 0.826618, acc.: 62.78%, KL Divergence: 0.198837] [G loss: 0.902953, KL Divergence: 0.902922, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4813 [D loss: 0.829208, acc.: 63.04%, KL Divergence: 0.198835] [G loss: 0.914033, KL Divergence: 0.914003, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4814 [D loss: 0.831787, acc.: 63.29%, KL Divergence: 0.198850] [G loss: 0.975938, KL Divergence: 0.975906, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4815 [D loss: 0.864424, acc.: 66.56%, KL Divergence: 0.198839] [G loss: 0.911663, KL Divergence: 0.911631, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4816 [D loss: 0.839384, acc.: 64.05%, KL Divergence: 0.198853] [G loss: 0.948935, KL Divergence: 0.948902, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4817 [D loss: 0.850922, acc.: 65.21%, KL Divergence: 0.198836] [G loss: 0.955400, KL Divergence: 0.955370, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4818 [D loss: 0.843215, acc.: 64.44%, KL Divergence: 0.198843] [G loss: 0.998621, KL Divergence: 0.998588, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4819 [D loss: 0.845975, acc.: 64.71%, KL Divergence: 0.198828] [G loss: 0.886942, KL Divergence: 0.886914, FID: 44.709726]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4820 [D loss: 0.851312, acc.: 65.25%, KL Divergence: 0.198826] [G loss: 0.956080, KL Divergence: 0.956050, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4821 [D loss: 0.865016, acc.: 66.62%, KL Divergence: 0.198818] [G loss: 0.965823, KL Divergence: 0.965794, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4822 [D loss: 0.842217, acc.: 64.34%, KL Divergence: 0.198837] [G loss: 0.982667, KL Divergence: 0.982637, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4823 [D loss: 0.827597, acc.: 62.88%, KL Divergence: 0.198833] [G loss: 0.958846, KL Divergence: 0.958818, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4824 [D loss: 0.815598, acc.: 61.68%, KL Divergence: 0.198829] [G loss: 1.032205, KL Divergence: 1.032175, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4825 [D loss: 0.827994, acc.: 62.92%, KL Divergence: 0.198832] [G loss: 0.947875, KL Divergence: 0.947846, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4826 [D loss: 0.840581, acc.: 64.17%, KL Divergence: 0.198851] [G loss: 0.958340, KL Divergence: 0.958306, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4827 [D loss: 0.845600, acc.: 64.67%, KL Divergence: 0.198855] [G loss: 0.963251, KL Divergence: 0.963220, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4828 [D loss: 0.871014, acc.: 67.22%, KL Divergence: 0.198848] [G loss: 0.915627, KL Divergence: 0.915594, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4829 [D loss: 0.833710, acc.: 63.49%, KL Divergence: 0.198838] [G loss: 1.045617, KL Divergence: 1.045587, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4830 [D loss: 0.832621, acc.: 63.38%, KL Divergence: 0.198823] [G loss: 0.986102, KL Divergence: 0.986073, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4831 [D loss: 0.821430, acc.: 62.26%, KL Divergence: 0.198834] [G loss: 1.010401, KL Divergence: 1.010372, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4832 [D loss: 0.825424, acc.: 62.66%, KL Divergence: 0.198835] [G loss: 0.978610, KL Divergence: 0.978581, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4833 [D loss: 0.796801, acc.: 59.80%, KL Divergence: 0.198833] [G loss: 1.060510, KL Divergence: 1.060479, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4834 [D loss: 0.847912, acc.: 64.91%, KL Divergence: 0.198832] [G loss: 0.911560, KL Divergence: 0.911530, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4835 [D loss: 0.823915, acc.: 62.51%, KL Divergence: 0.198839] [G loss: 1.006783, KL Divergence: 1.006753, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4836 [D loss: 0.846982, acc.: 64.81%, KL Divergence: 0.198839] [G loss: 1.019789, KL Divergence: 1.019758, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4837 [D loss: 0.830756, acc.: 63.19%, KL Divergence: 0.198832] [G loss: 0.897860, KL Divergence: 0.897831, FID: 44.709726]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4838 [D loss: 0.846987, acc.: 64.81%, KL Divergence: 0.198852] [G loss: 1.017136, KL Divergence: 1.017103, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4839 [D loss: 0.839034, acc.: 64.02%, KL Divergence: 0.198840] [G loss: 0.955421, KL Divergence: 0.955391, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4840 [D loss: 0.846656, acc.: 64.78%, KL Divergence: 0.198850] [G loss: 0.986399, KL Divergence: 0.986364, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4841 [D loss: 0.817897, acc.: 61.91%, KL Divergence: 0.198833] [G loss: 1.048174, KL Divergence: 1.048146, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4842 [D loss: 0.846914, acc.: 64.81%, KL Divergence: 0.198841] [G loss: 0.952819, KL Divergence: 0.952788, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4843 [D loss: 0.841015, acc.: 64.22%, KL Divergence: 0.198820] [G loss: 0.935956, KL Divergence: 0.935927, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4844 [D loss: 0.842563, acc.: 64.37%, KL Divergence: 0.198825] [G loss: 0.936391, KL Divergence: 0.936362, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4845 [D loss: 0.825037, acc.: 62.62%, KL Divergence: 0.198820] [G loss: 1.010388, KL Divergence: 1.010358, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4846 [D loss: 0.833175, acc.: 63.44%, KL Divergence: 0.198824] [G loss: 0.944176, KL Divergence: 0.944148, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4847 [D loss: 0.859626, acc.: 66.08%, KL Divergence: 0.198805] [G loss: 0.891977, KL Divergence: 0.891950, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4848 [D loss: 0.844050, acc.: 64.52%, KL Divergence: 0.198820] [G loss: 0.929463, KL Divergence: 0.929434, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4849 [D loss: 0.835259, acc.: 63.64%, KL Divergence: 0.198829] [G loss: 1.018809, KL Divergence: 1.018778, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4850 [D loss: 0.839816, acc.: 64.10%, KL Divergence: 0.198837] [G loss: 1.020067, KL Divergence: 1.020036, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4851 [D loss: 0.843722, acc.: 64.49%, KL Divergence: 0.198839] [G loss: 0.941381, KL Divergence: 0.941350, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4852 [D loss: 0.854661, acc.: 65.58%, KL Divergence: 0.198814] [G loss: 0.941822, KL Divergence: 0.941792, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4853 [D loss: 0.846163, acc.: 64.73%, KL Divergence: 0.198834] [G loss: 0.945125, KL Divergence: 0.945092, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4854 [D loss: 0.845721, acc.: 64.69%, KL Divergence: 0.198821] [G loss: 0.959479, KL Divergence: 0.959450, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4855 [D loss: 0.828660, acc.: 62.98%, KL Divergence: 0.198821] [G loss: 0.999182, KL Divergence: 0.999151, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4856 [D loss: 0.822659, acc.: 62.38%, KL Divergence: 0.198824] [G loss: 1.012758, KL Divergence: 1.012727, FID: 44.709726]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4857 [D loss: 0.816652, acc.: 61.78%, KL Divergence: 0.198805] [G loss: 0.946417, KL Divergence: 0.946390, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4858 [D loss: 0.841357, acc.: 64.25%, KL Divergence: 0.198826] [G loss: 0.897098, KL Divergence: 0.897071, FID: 44.709726]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4859 [D loss: 0.809883, acc.: 61.11%, KL Divergence: 0.198828] [G loss: 1.050281, KL Divergence: 1.050251, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4860 [D loss: 0.822536, acc.: 62.37%, KL Divergence: 0.198833] [G loss: 0.975291, KL Divergence: 0.975262, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4861 [D loss: 0.839714, acc.: 64.09%, KL Divergence: 0.198829] [G loss: 1.005625, KL Divergence: 1.005593, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4862 [D loss: 0.843924, acc.: 64.51%, KL Divergence: 0.198821] [G loss: 0.988532, KL Divergence: 0.988502, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4863 [D loss: 0.849173, acc.: 65.03%, KL Divergence: 0.198831] [G loss: 0.904441, KL Divergence: 0.904412, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4864 [D loss: 0.837324, acc.: 63.85%, KL Divergence: 0.198825] [G loss: 0.987839, KL Divergence: 0.987810, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4865 [D loss: 0.857221, acc.: 65.84%, KL Divergence: 0.198824] [G loss: 0.973563, KL Divergence: 0.973532, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4866 [D loss: 0.836392, acc.: 63.76%, KL Divergence: 0.198817] [G loss: 1.029159, KL Divergence: 1.029129, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4867 [D loss: 0.836135, acc.: 63.73%, KL Divergence: 0.198826] [G loss: 1.015772, KL Divergence: 1.015738, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4868 [D loss: 0.813911, acc.: 61.51%, KL Divergence: 0.198819] [G loss: 0.977446, KL Divergence: 0.977418, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4869 [D loss: 0.835021, acc.: 63.62%, KL Divergence: 0.198821] [G loss: 1.012526, KL Divergence: 1.012494, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4870 [D loss: 0.841200, acc.: 64.24%, KL Divergence: 0.198828] [G loss: 0.902476, KL Divergence: 0.902448, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4871 [D loss: 0.848550, acc.: 64.97%, KL Divergence: 0.198823] [G loss: 0.934579, KL Divergence: 0.934550, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4872 [D loss: 0.850952, acc.: 65.21%, KL Divergence: 0.198830] [G loss: 0.986763, KL Divergence: 0.986734, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4873 [D loss: 0.847112, acc.: 64.83%, KL Divergence: 0.198831] [G loss: 0.955086, KL Divergence: 0.955057, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4874 [D loss: 0.845450, acc.: 64.66%, KL Divergence: 0.198812] [G loss: 0.958096, KL Divergence: 0.958068, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4875 [D loss: 0.838094, acc.: 63.93%, KL Divergence: 0.198821] [G loss: 0.980388, KL Divergence: 0.980357, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4876 [D loss: 0.844081, acc.: 64.53%, KL Divergence: 0.198824] [G loss: 0.961562, KL Divergence: 0.961534, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4877 [D loss: 0.862190, acc.: 66.34%, KL Divergence: 0.198817] [G loss: 0.884599, KL Divergence: 0.884572, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4878 [D loss: 0.847954, acc.: 64.91%, KL Divergence: 0.198815] [G loss: 0.892010, KL Divergence: 0.891983, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4879 [D loss: 0.828318, acc.: 62.95%, KL Divergence: 0.198815] [G loss: 0.995418, KL Divergence: 0.995388, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4880 [D loss: 0.832441, acc.: 63.36%, KL Divergence: 0.198808] [G loss: 1.011518, KL Divergence: 1.011491, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4881 [D loss: 0.832512, acc.: 63.37%, KL Divergence: 0.198813] [G loss: 0.976734, KL Divergence: 0.976705, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4882 [D loss: 0.826562, acc.: 62.78%, KL Divergence: 0.198811] [G loss: 0.970721, KL Divergence: 0.970693, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4883 [D loss: 0.831138, acc.: 63.23%, KL Divergence: 0.198803] [G loss: 0.997968, KL Divergence: 0.997940, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4884 [D loss: 0.841056, acc.: 64.22%, KL Divergence: 0.198816] [G loss: 0.854871, KL Divergence: 0.854842, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4885 [D loss: 0.857559, acc.: 65.87%, KL Divergence: 0.198815] [G loss: 0.917874, KL Divergence: 0.917844, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4886 [D loss: 0.851108, acc.: 65.23%, KL Divergence: 0.198840] [G loss: 0.973380, KL Divergence: 0.973347, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4887 [D loss: 0.829569, acc.: 63.07%, KL Divergence: 0.198840] [G loss: 0.987374, KL Divergence: 0.987344, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4888 [D loss: 0.824768, acc.: 62.59%, KL Divergence: 0.198835] [G loss: 1.016811, KL Divergence: 1.016779, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4889 [D loss: 0.849748, acc.: 65.09%, KL Divergence: 0.198807] [G loss: 0.906939, KL Divergence: 0.906912, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4890 [D loss: 0.822518, acc.: 62.37%, KL Divergence: 0.198831] [G loss: 1.004048, KL Divergence: 1.004019, FID: 44.709726]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4891 [D loss: 0.822249, acc.: 62.34%, KL Divergence: 0.198802] [G loss: 0.934466, KL Divergence: 0.934440, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4892 [D loss: 0.843769, acc.: 64.50%, KL Divergence: 0.198811] [G loss: 0.869094, KL Divergence: 0.869067, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4893 [D loss: 0.833384, acc.: 63.46%, KL Divergence: 0.198810] [G loss: 0.942411, KL Divergence: 0.942384, FID: 44.709726]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4894 [D loss: 0.826535, acc.: 62.77%, KL Divergence: 0.198803] [G loss: 0.994543, KL Divergence: 0.994516, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4895 [D loss: 0.859683, acc.: 66.09%, KL Divergence: 0.198806] [G loss: 0.891042, KL Divergence: 0.891015, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4896 [D loss: 0.819349, acc.: 62.05%, KL Divergence: 0.198824] [G loss: 1.050776, KL Divergence: 1.050745, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4897 [D loss: 0.838206, acc.: 63.94%, KL Divergence: 0.198809] [G loss: 0.929850, KL Divergence: 0.929821, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4898 [D loss: 0.826270, acc.: 62.74%, KL Divergence: 0.198837] [G loss: 1.042247, KL Divergence: 1.042213, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4899 [D loss: 0.830272, acc.: 63.14%, KL Divergence: 0.198832] [G loss: 0.972006, KL Divergence: 0.971975, FID: 44.709726]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 98ms/step
4/4 [==============================] - 1s 79ms/step
4900 [D loss: 0.837617, acc.: 63.88%, KL Divergence: 0.198845] [G loss: 1.023360, KL Divergence: 1.023328, FID: 56.839863]
1/1 [==============================] - 0s 29ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4901 [D loss: 0.854241, acc.: 65.54%, KL Divergence: 0.198832] [G loss: 0.901801, KL Divergence: 0.901768, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4902 [D loss: 0.852750, acc.: 65.39%, KL Divergence: 0.198839] [G loss: 0.961960, KL Divergence: 0.961931, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4903 [D loss: 0.830385, acc.: 63.16%, KL Divergence: 0.198830] [G loss: 1.004117, KL Divergence: 1.004086, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4904 [D loss: 0.829231, acc.: 63.04%, KL Divergence: 0.198815] [G loss: 0.960696, KL Divergence: 0.960669, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4905 [D loss: 0.812983, acc.: 61.42%, KL Divergence: 0.198825] [G loss: 0.984958, KL Divergence: 0.984930, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 8ms/step
4906 [D loss: 0.848689, acc.: 64.99%, KL Divergence: 0.198818] [G loss: 0.897043, KL Divergence: 0.897017, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4907 [D loss: 0.845999, acc.: 64.72%, KL Divergence: 0.198803] [G loss: 0.873276, KL Divergence: 0.873250, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4908 [D loss: 0.825021, acc.: 62.62%, KL Divergence: 0.198797] [G loss: 0.886864, KL Divergence: 0.886837, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4909 [D loss: 0.853097, acc.: 65.43%, KL Divergence: 0.198813] [G loss: 0.936777, KL Divergence: 0.936749, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4910 [D loss: 0.845443, acc.: 64.66%, KL Divergence: 0.198805] [G loss: 0.917788, KL Divergence: 0.917760, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
4911 [D loss: 0.845502, acc.: 64.67%, KL Divergence: 0.198812] [G loss: 0.962843, KL Divergence: 0.962813, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4912 [D loss: 0.845208, acc.: 64.64%, KL Divergence: 0.198818] [G loss: 0.910243, KL Divergence: 0.910214, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4913 [D loss: 0.834383, acc.: 63.55%, KL Divergence: 0.198847] [G loss: 1.019318, KL Divergence: 1.019283, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4914 [D loss: 0.830001, acc.: 63.12%, KL Divergence: 0.198823] [G loss: 1.011707, KL Divergence: 1.011678, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4915 [D loss: 0.830514, acc.: 63.17%, KL Divergence: 0.198844] [G loss: 0.996813, KL Divergence: 0.996781, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4916 [D loss: 0.843519, acc.: 64.47%, KL Divergence: 0.198817] [G loss: 1.008654, KL Divergence: 1.008625, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4917 [D loss: 0.848119, acc.: 64.93%, KL Divergence: 0.198812] [G loss: 0.919865, KL Divergence: 0.919838, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4918 [D loss: 0.822649, acc.: 62.38%, KL Divergence: 0.198801] [G loss: 0.981439, KL Divergence: 0.981413, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4919 [D loss: 0.840575, acc.: 64.18%, KL Divergence: 0.198805] [G loss: 1.006502, KL Divergence: 1.006474, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4920 [D loss: 0.847769, acc.: 64.90%, KL Divergence: 0.198796] [G loss: 0.946661, KL Divergence: 0.946634, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4921 [D loss: 0.853623, acc.: 65.48%, KL Divergence: 0.198799] [G loss: 0.897982, KL Divergence: 0.897956, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4922 [D loss: 0.849696, acc.: 65.09%, KL Divergence: 0.198798] [G loss: 0.965312, KL Divergence: 0.965285, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4923 [D loss: 0.844078, acc.: 64.53%, KL Divergence: 0.198800] [G loss: 0.955200, KL Divergence: 0.955172, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4924 [D loss: 0.827085, acc.: 62.83%, KL Divergence: 0.198794] [G loss: 0.968424, KL Divergence: 0.968398, FID: 56.839863]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
4925 [D loss: 0.835143, acc.: 63.63%, KL Divergence: 0.198819] [G loss: 0.934758, KL Divergence: 0.934729, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4926 [D loss: 0.832894, acc.: 63.41%, KL Divergence: 0.198807] [G loss: 0.902030, KL Divergence: 0.902003, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4927 [D loss: 0.855228, acc.: 65.64%, KL Divergence: 0.198813] [G loss: 0.894222, KL Divergence: 0.894191, FID: 56.839863]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4928 [D loss: 0.848628, acc.: 64.98%, KL Divergence: 0.198813] [G loss: 0.940872, KL Divergence: 0.940844, FID: 56.839863]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4929 [D loss: 0.862491, acc.: 66.37%, KL Divergence: 0.198838] [G loss: 1.026012, KL Divergence: 1.025979, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4930 [D loss: 0.847489, acc.: 64.87%, KL Divergence: 0.198817] [G loss: 0.969308, KL Divergence: 0.969281, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4931 [D loss: 0.823268, acc.: 62.45%, KL Divergence: 0.198812] [G loss: 1.010050, KL Divergence: 1.010022, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4932 [D loss: 0.826623, acc.: 62.78%, KL Divergence: 0.198796] [G loss: 1.050176, KL Divergence: 1.050150, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4933 [D loss: 0.837129, acc.: 63.83%, KL Divergence: 0.198814] [G loss: 0.885613, KL Divergence: 0.885586, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4934 [D loss: 0.851583, acc.: 65.28%, KL Divergence: 0.198798] [G loss: 0.858542, KL Divergence: 0.858517, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4935 [D loss: 0.872461, acc.: 67.37%, KL Divergence: 0.198803] [G loss: 0.933392, KL Divergence: 0.933363, FID: 56.839863]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
4936 [D loss: 0.838183, acc.: 63.94%, KL Divergence: 0.198812] [G loss: 1.060783, KL Divergence: 1.060756, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4937 [D loss: 0.860735, acc.: 66.20%, KL Divergence: 0.198782] [G loss: 0.933596, KL Divergence: 0.933572, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4938 [D loss: 0.814872, acc.: 61.61%, KL Divergence: 0.198795] [G loss: 1.025870, KL Divergence: 1.025843, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4939 [D loss: 0.822142, acc.: 62.34%, KL Divergence: 0.198789] [G loss: 1.025771, KL Divergence: 1.025744, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4940 [D loss: 0.835547, acc.: 63.67%, KL Divergence: 0.198811] [G loss: 0.881130, KL Divergence: 0.881104, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4941 [D loss: 0.843174, acc.: 64.44%, KL Divergence: 0.198802] [G loss: 0.896857, KL Divergence: 0.896830, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4942 [D loss: 0.838217, acc.: 63.94%, KL Divergence: 0.198814] [G loss: 0.983638, KL Divergence: 0.983609, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4943 [D loss: 0.834328, acc.: 63.55%, KL Divergence: 0.198808] [G loss: 0.918067, KL Divergence: 0.918038, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4944 [D loss: 0.837332, acc.: 63.85%, KL Divergence: 0.198806] [G loss: 0.938698, KL Divergence: 0.938671, FID: 56.839863]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4945 [D loss: 0.840492, acc.: 64.17%, KL Divergence: 0.198823] [G loss: 1.042370, KL Divergence: 1.042339, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4946 [D loss: 0.831034, acc.: 63.22%, KL Divergence: 0.198810] [G loss: 0.948581, KL Divergence: 0.948555, FID: 56.839863]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4947 [D loss: 0.833450, acc.: 63.46%, KL Divergence: 0.198803] [G loss: 0.926870, KL Divergence: 0.926843, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4948 [D loss: 0.823967, acc.: 62.52%, KL Divergence: 0.198803] [G loss: 0.953268, KL Divergence: 0.953241, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4949 [D loss: 0.856821, acc.: 65.80%, KL Divergence: 0.198794] [G loss: 0.851596, KL Divergence: 0.851570, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4950 [D loss: 0.826209, acc.: 62.74%, KL Divergence: 0.198799] [G loss: 1.016347, KL Divergence: 1.016322, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4951 [D loss: 0.836628, acc.: 63.78%, KL Divergence: 0.198799] [G loss: 1.013189, KL Divergence: 1.013162, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4952 [D loss: 0.847846, acc.: 64.91%, KL Divergence: 0.198791] [G loss: 0.952842, KL Divergence: 0.952817, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4953 [D loss: 0.822361, acc.: 62.35%, KL Divergence: 0.198813] [G loss: 0.946994, KL Divergence: 0.946966, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4954 [D loss: 0.832252, acc.: 63.34%, KL Divergence: 0.198804] [G loss: 0.943640, KL Divergence: 0.943614, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4955 [D loss: 0.841654, acc.: 64.28%, KL Divergence: 0.198807] [G loss: 0.928366, KL Divergence: 0.928338, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4956 [D loss: 0.850383, acc.: 65.16%, KL Divergence: 0.198802] [G loss: 0.953433, KL Divergence: 0.953407, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4957 [D loss: 0.869423, acc.: 67.06%, KL Divergence: 0.198821] [G loss: 0.896650, KL Divergence: 0.896620, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4958 [D loss: 0.863942, acc.: 66.51%, KL Divergence: 0.198796] [G loss: 0.927360, KL Divergence: 0.927335, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4959 [D loss: 0.849717, acc.: 65.09%, KL Divergence: 0.198805] [G loss: 0.994112, KL Divergence: 0.994085, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4960 [D loss: 0.835510, acc.: 63.67%, KL Divergence: 0.198786] [G loss: 0.966994, KL Divergence: 0.966969, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4961 [D loss: 0.819726, acc.: 62.09%, KL Divergence: 0.198803] [G loss: 0.996076, KL Divergence: 0.996050, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4962 [D loss: 0.819911, acc.: 62.11%, KL Divergence: 0.198779] [G loss: 0.951943, KL Divergence: 0.951919, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4963 [D loss: 0.833183, acc.: 63.44%, KL Divergence: 0.198792] [G loss: 0.907897, KL Divergence: 0.907871, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4964 [D loss: 0.833832, acc.: 63.50%, KL Divergence: 0.198789] [G loss: 0.900177, KL Divergence: 0.900152, FID: 56.839863]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4965 [D loss: 0.845247, acc.: 64.65%, KL Divergence: 0.198791] [G loss: 0.884269, KL Divergence: 0.884242, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4966 [D loss: 0.845323, acc.: 64.65%, KL Divergence: 0.198800] [G loss: 0.917663, KL Divergence: 0.917638, FID: 56.839863]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4967 [D loss: 0.870043, acc.: 67.12%, KL Divergence: 0.198797] [G loss: 0.930475, KL Divergence: 0.930448, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4968 [D loss: 0.852006, acc.: 65.32%, KL Divergence: 0.198791] [G loss: 0.937439, KL Divergence: 0.937412, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4969 [D loss: 0.831452, acc.: 63.27%, KL Divergence: 0.198798] [G loss: 0.934898, KL Divergence: 0.934871, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4970 [D loss: 0.825198, acc.: 62.64%, KL Divergence: 0.198792] [G loss: 1.025550, KL Divergence: 1.025523, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4971 [D loss: 0.825872, acc.: 62.71%, KL Divergence: 0.198785] [G loss: 0.956755, KL Divergence: 0.956728, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4972 [D loss: 0.840118, acc.: 64.13%, KL Divergence: 0.198792] [G loss: 0.917134, KL Divergence: 0.917107, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4973 [D loss: 0.844533, acc.: 64.57%, KL Divergence: 0.198794] [G loss: 0.891220, KL Divergence: 0.891193, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4974 [D loss: 0.844749, acc.: 64.60%, KL Divergence: 0.198786] [G loss: 0.914326, KL Divergence: 0.914301, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4975 [D loss: 0.870225, acc.: 67.14%, KL Divergence: 0.198806] [G loss: 0.894443, KL Divergence: 0.894415, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4976 [D loss: 0.841304, acc.: 64.25%, KL Divergence: 0.198797] [G loss: 0.951996, KL Divergence: 0.951970, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
4977 [D loss: 0.837636, acc.: 63.88%, KL Divergence: 0.198803] [G loss: 1.032288, KL Divergence: 1.032261, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4978 [D loss: 0.830069, acc.: 63.13%, KL Divergence: 0.198785] [G loss: 0.988491, KL Divergence: 0.988465, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4979 [D loss: 0.817689, acc.: 61.89%, KL Divergence: 0.198781] [G loss: 1.040698, KL Divergence: 1.040672, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4980 [D loss: 0.843937, acc.: 64.52%, KL Divergence: 0.198776] [G loss: 0.927129, KL Divergence: 0.927105, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4981 [D loss: 0.861616, acc.: 66.28%, KL Divergence: 0.198792] [G loss: 0.891020, KL Divergence: 0.890994, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4982 [D loss: 0.843228, acc.: 64.45%, KL Divergence: 0.198777] [G loss: 0.885859, KL Divergence: 0.885836, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4983 [D loss: 0.845247, acc.: 64.65%, KL Divergence: 0.198796] [G loss: 0.958949, KL Divergence: 0.958921, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4984 [D loss: 0.835580, acc.: 63.68%, KL Divergence: 0.198784] [G loss: 0.993455, KL Divergence: 0.993429, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4985 [D loss: 0.854140, acc.: 65.54%, KL Divergence: 0.198780] [G loss: 0.930489, KL Divergence: 0.930463, FID: 56.839863]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
4986 [D loss: 0.828437, acc.: 62.97%, KL Divergence: 0.198774] [G loss: 0.945880, KL Divergence: 0.945857, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4987 [D loss: 0.838590, acc.: 63.98%, KL Divergence: 0.198787] [G loss: 0.941454, KL Divergence: 0.941428, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4988 [D loss: 0.846681, acc.: 64.79%, KL Divergence: 0.198794] [G loss: 0.902180, KL Divergence: 0.902153, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4989 [D loss: 0.833126, acc.: 63.43%, KL Divergence: 0.198785] [G loss: 0.943725, KL Divergence: 0.943700, FID: 56.839863]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4990 [D loss: 0.827884, acc.: 62.91%, KL Divergence: 0.198781] [G loss: 0.985920, KL Divergence: 0.985894, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4991 [D loss: 0.839243, acc.: 64.05%, KL Divergence: 0.198785] [G loss: 1.027858, KL Divergence: 1.027831, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4992 [D loss: 0.845910, acc.: 64.71%, KL Divergence: 0.198780] [G loss: 0.897604, KL Divergence: 0.897581, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4993 [D loss: 0.849001, acc.: 65.02%, KL Divergence: 0.198794] [G loss: 0.939944, KL Divergence: 0.939917, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4994 [D loss: 0.850055, acc.: 65.13%, KL Divergence: 0.198780] [G loss: 0.902507, KL Divergence: 0.902481, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4995 [D loss: 0.833253, acc.: 63.45%, KL Divergence: 0.198790] [G loss: 0.965258, KL Divergence: 0.965232, FID: 56.839863]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
4996 [D loss: 0.842546, acc.: 64.38%, KL Divergence: 0.198775] [G loss: 0.913371, KL Divergence: 0.913346, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4997 [D loss: 0.850694, acc.: 65.19%, KL Divergence: 0.198785] [G loss: 0.906330, KL Divergence: 0.906305, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4998 [D loss: 0.838089, acc.: 63.93%, KL Divergence: 0.198777] [G loss: 0.968257, KL Divergence: 0.968233, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4999 [D loss: 0.850598, acc.: 65.18%, KL Divergence: 0.198788] [G loss: 0.940336, KL Divergence: 0.940309, FID: 56.839863]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 89ms/step
4/4 [==============================] - 1s 105ms/step
5000 [D loss: 0.847217, acc.: 64.84%, KL Divergence: 0.198778] [G loss: 0.917464, KL Divergence: 0.917441, FID: 49.463956]
1/1 [==============================] - 0s 35ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
5001 [D loss: 0.842024, acc.: 64.32%, KL Divergence: 0.198778] [G loss: 0.966252, KL Divergence: 0.966226, FID: 49.463956]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5002 [D loss: 0.850769, acc.: 65.20%, KL Divergence: 0.198770] [G loss: 0.880215, KL Divergence: 0.880192, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5003 [D loss: 0.842245, acc.: 64.35%, KL Divergence: 0.198782] [G loss: 0.963472, KL Divergence: 0.963446, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5004 [D loss: 0.846958, acc.: 64.82%, KL Divergence: 0.198780] [G loss: 0.926752, KL Divergence: 0.926727, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5005 [D loss: 0.856283, acc.: 65.75%, KL Divergence: 0.198780] [G loss: 0.942302, KL Divergence: 0.942275, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5006 [D loss: 0.850005, acc.: 65.12%, KL Divergence: 0.198783] [G loss: 0.886535, KL Divergence: 0.886511, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5007 [D loss: 0.843709, acc.: 64.49%, KL Divergence: 0.198789] [G loss: 0.969179, KL Divergence: 0.969151, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5008 [D loss: 0.830453, acc.: 63.17%, KL Divergence: 0.198776] [G loss: 1.020461, KL Divergence: 1.020437, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5009 [D loss: 0.833726, acc.: 63.49%, KL Divergence: 0.198781] [G loss: 0.958221, KL Divergence: 0.958194, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5010 [D loss: 0.841025, acc.: 64.22%, KL Divergence: 0.198782] [G loss: 0.917069, KL Divergence: 0.917044, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
5011 [D loss: 0.839541, acc.: 64.08%, KL Divergence: 0.198779] [G loss: 0.911055, KL Divergence: 0.911028, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5012 [D loss: 0.836898, acc.: 63.81%, KL Divergence: 0.198774] [G loss: 0.941299, KL Divergence: 0.941276, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5013 [D loss: 0.844238, acc.: 64.54%, KL Divergence: 0.198791] [G loss: 0.946988, KL Divergence: 0.946962, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5014 [D loss: 0.839839, acc.: 64.10%, KL Divergence: 0.198794] [G loss: 0.947723, KL Divergence: 0.947698, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5015 [D loss: 0.852070, acc.: 65.33%, KL Divergence: 0.198772] [G loss: 0.945699, KL Divergence: 0.945675, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5016 [D loss: 0.842103, acc.: 64.33%, KL Divergence: 0.198796] [G loss: 1.057006, KL Divergence: 1.056981, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5017 [D loss: 0.827654, acc.: 62.89%, KL Divergence: 0.198784] [G loss: 1.021718, KL Divergence: 1.021692, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5018 [D loss: 0.833844, acc.: 63.51%, KL Divergence: 0.198783] [G loss: 0.964731, KL Divergence: 0.964705, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5019 [D loss: 0.839439, acc.: 64.07%, KL Divergence: 0.198784] [G loss: 0.932331, KL Divergence: 0.932305, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5020 [D loss: 0.831797, acc.: 63.30%, KL Divergence: 0.198792] [G loss: 0.974643, KL Divergence: 0.974619, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5021 [D loss: 0.853606, acc.: 65.48%, KL Divergence: 0.198801] [G loss: 0.865269, KL Divergence: 0.865241, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5022 [D loss: 0.863661, acc.: 66.49%, KL Divergence: 0.198791] [G loss: 0.884944, KL Divergence: 0.884921, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
5023 [D loss: 0.858845, acc.: 66.01%, KL Divergence: 0.198781] [G loss: 0.891160, KL Divergence: 0.891135, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5024 [D loss: 0.831743, acc.: 63.30%, KL Divergence: 0.198758] [G loss: 0.950306, KL Divergence: 0.950284, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5025 [D loss: 0.828400, acc.: 62.96%, KL Divergence: 0.198776] [G loss: 1.032519, KL Divergence: 1.032494, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5026 [D loss: 0.811557, acc.: 61.28%, KL Divergence: 0.198765] [G loss: 0.939412, KL Divergence: 0.939390, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5027 [D loss: 0.830780, acc.: 63.20%, KL Divergence: 0.198771] [G loss: 0.939210, KL Divergence: 0.939187, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5028 [D loss: 0.832950, acc.: 63.42%, KL Divergence: 0.198770] [G loss: 0.890457, KL Divergence: 0.890434, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5029 [D loss: 0.834032, acc.: 63.52%, KL Divergence: 0.198784] [G loss: 0.972772, KL Divergence: 0.972746, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5030 [D loss: 0.840636, acc.: 64.18%, KL Divergence: 0.198801] [G loss: 1.022116, KL Divergence: 1.022089, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5031 [D loss: 0.860005, acc.: 66.12%, KL Divergence: 0.198794] [G loss: 1.030527, KL Divergence: 1.030500, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5032 [D loss: 0.846054, acc.: 64.72%, KL Divergence: 0.198812] [G loss: 1.085444, KL Divergence: 1.085415, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5033 [D loss: 0.844243, acc.: 64.54%, KL Divergence: 0.198796] [G loss: 0.937473, KL Divergence: 0.937446, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5034 [D loss: 0.841826, acc.: 64.30%, KL Divergence: 0.198788] [G loss: 0.938759, KL Divergence: 0.938733, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5035 [D loss: 0.815312, acc.: 61.65%, KL Divergence: 0.198774] [G loss: 0.961220, KL Divergence: 0.961196, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5036 [D loss: 0.827613, acc.: 62.88%, KL Divergence: 0.198790] [G loss: 1.030968, KL Divergence: 1.030942, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5037 [D loss: 0.841038, acc.: 64.23%, KL Divergence: 0.198770] [G loss: 0.881898, KL Divergence: 0.881874, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5038 [D loss: 0.832732, acc.: 63.39%, KL Divergence: 0.198791] [G loss: 0.870815, KL Divergence: 0.870792, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5039 [D loss: 0.840019, acc.: 64.12%, KL Divergence: 0.198786] [G loss: 0.983426, KL Divergence: 0.983401, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5040 [D loss: 0.847753, acc.: 64.90%, KL Divergence: 0.198756] [G loss: 0.922304, KL Divergence: 0.922282, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5041 [D loss: 0.824265, acc.: 62.55%, KL Divergence: 0.198781] [G loss: 0.949549, KL Divergence: 0.949524, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5042 [D loss: 0.811533, acc.: 61.28%, KL Divergence: 0.198777] [G loss: 0.998685, KL Divergence: 0.998660, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5043 [D loss: 0.827436, acc.: 62.87%, KL Divergence: 0.198783] [G loss: 0.945997, KL Divergence: 0.945972, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5044 [D loss: 0.823305, acc.: 62.45%, KL Divergence: 0.198775] [G loss: 1.014460, KL Divergence: 1.014436, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5045 [D loss: 0.836703, acc.: 63.79%, KL Divergence: 0.198793] [G loss: 0.985589, KL Divergence: 0.985562, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5046 [D loss: 0.861651, acc.: 66.29%, KL Divergence: 0.198789] [G loss: 0.884684, KL Divergence: 0.884658, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5047 [D loss: 0.842935, acc.: 64.41%, KL Divergence: 0.198789] [G loss: 0.941984, KL Divergence: 0.941957, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5048 [D loss: 0.839751, acc.: 64.10%, KL Divergence: 0.198779] [G loss: 0.974759, KL Divergence: 0.974735, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5049 [D loss: 0.830201, acc.: 63.14%, KL Divergence: 0.198793] [G loss: 1.010355, KL Divergence: 1.010327, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5050 [D loss: 0.852082, acc.: 65.33%, KL Divergence: 0.198780] [G loss: 0.984590, KL Divergence: 0.984565, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5051 [D loss: 0.845135, acc.: 64.64%, KL Divergence: 0.198778] [G loss: 0.920945, KL Divergence: 0.920920, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5052 [D loss: 0.857141, acc.: 65.84%, KL Divergence: 0.198776] [G loss: 0.915767, KL Divergence: 0.915743, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5053 [D loss: 0.842680, acc.: 64.39%, KL Divergence: 0.198768] [G loss: 0.974064, KL Divergence: 0.974039, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5054 [D loss: 0.838527, acc.: 63.98%, KL Divergence: 0.198754] [G loss: 0.890511, KL Divergence: 0.890488, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5055 [D loss: 0.831989, acc.: 63.32%, KL Divergence: 0.198776] [G loss: 0.957491, KL Divergence: 0.957467, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5056 [D loss: 0.845687, acc.: 64.69%, KL Divergence: 0.198764] [G loss: 0.970809, KL Divergence: 0.970786, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5057 [D loss: 0.846701, acc.: 64.79%, KL Divergence: 0.198769] [G loss: 0.926890, KL Divergence: 0.926866, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5058 [D loss: 0.833846, acc.: 63.51%, KL Divergence: 0.198765] [G loss: 0.916958, KL Divergence: 0.916936, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5059 [D loss: 0.826991, acc.: 62.82%, KL Divergence: 0.198788] [G loss: 0.954574, KL Divergence: 0.954548, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5060 [D loss: 0.833987, acc.: 63.52%, KL Divergence: 0.198779] [G loss: 0.936053, KL Divergence: 0.936029, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5061 [D loss: 0.841385, acc.: 64.26%, KL Divergence: 0.198780] [G loss: 0.964251, KL Divergence: 0.964226, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5062 [D loss: 0.845329, acc.: 64.65%, KL Divergence: 0.198782] [G loss: 0.877624, KL Divergence: 0.877600, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
5063 [D loss: 0.830790, acc.: 63.20%, KL Divergence: 0.198782] [G loss: 0.977555, KL Divergence: 0.977527, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5064 [D loss: 0.844292, acc.: 64.55%, KL Divergence: 0.198765] [G loss: 0.940757, KL Divergence: 0.940734, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5065 [D loss: 0.823754, acc.: 62.50%, KL Divergence: 0.198783] [G loss: 0.999289, KL Divergence: 0.999264, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5066 [D loss: 0.835818, acc.: 63.70%, KL Divergence: 0.198772] [G loss: 1.015090, KL Divergence: 1.015066, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5067 [D loss: 0.849224, acc.: 65.04%, KL Divergence: 0.198779] [G loss: 0.911641, KL Divergence: 0.911617, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5068 [D loss: 0.826017, acc.: 62.72%, KL Divergence: 0.198769] [G loss: 0.963824, KL Divergence: 0.963801, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5069 [D loss: 0.842447, acc.: 64.37%, KL Divergence: 0.198755] [G loss: 0.922737, KL Divergence: 0.922714, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5070 [D loss: 0.836868, acc.: 63.81%, KL Divergence: 0.198769] [G loss: 0.933358, KL Divergence: 0.933334, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5071 [D loss: 0.843297, acc.: 64.45%, KL Divergence: 0.198771] [G loss: 1.050414, KL Divergence: 1.050389, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5072 [D loss: 0.837636, acc.: 63.89%, KL Divergence: 0.198784] [G loss: 1.021963, KL Divergence: 1.021937, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5073 [D loss: 0.852711, acc.: 65.39%, KL Divergence: 0.198773] [G loss: 1.030139, KL Divergence: 1.030115, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5074 [D loss: 0.839538, acc.: 64.08%, KL Divergence: 0.198783] [G loss: 1.001288, KL Divergence: 1.001261, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5075 [D loss: 0.837332, acc.: 63.86%, KL Divergence: 0.198767] [G loss: 0.998068, KL Divergence: 0.998045, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5076 [D loss: 0.851244, acc.: 65.25%, KL Divergence: 0.198758] [G loss: 0.922297, KL Divergence: 0.922273, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5077 [D loss: 0.847194, acc.: 64.84%, KL Divergence: 0.198756] [G loss: 0.916223, KL Divergence: 0.916200, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5078 [D loss: 0.847752, acc.: 64.90%, KL Divergence: 0.198769] [G loss: 0.910571, KL Divergence: 0.910546, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5079 [D loss: 0.848861, acc.: 65.01%, KL Divergence: 0.198770] [G loss: 0.957553, KL Divergence: 0.957530, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5080 [D loss: 0.867164, acc.: 66.84%, KL Divergence: 0.198767] [G loss: 0.892661, KL Divergence: 0.892637, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5081 [D loss: 0.830986, acc.: 63.22%, KL Divergence: 0.198762] [G loss: 1.015548, KL Divergence: 1.015525, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5082 [D loss: 0.837636, acc.: 63.89%, KL Divergence: 0.198764] [G loss: 0.975558, KL Divergence: 0.975534, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5083 [D loss: 0.821012, acc.: 62.23%, KL Divergence: 0.198756] [G loss: 0.961209, KL Divergence: 0.961187, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5084 [D loss: 0.836093, acc.: 63.73%, KL Divergence: 0.198756] [G loss: 0.910906, KL Divergence: 0.910884, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5085 [D loss: 0.842759, acc.: 64.40%, KL Divergence: 0.198759] [G loss: 0.943896, KL Divergence: 0.943874, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5086 [D loss: 0.864433, acc.: 66.57%, KL Divergence: 0.198764] [G loss: 0.954810, KL Divergence: 0.954785, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5087 [D loss: 0.852090, acc.: 65.33%, KL Divergence: 0.198769] [G loss: 1.043223, KL Divergence: 1.043196, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5088 [D loss: 0.845244, acc.: 64.65%, KL Divergence: 0.198767] [G loss: 0.977326, KL Divergence: 0.977301, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5089 [D loss: 0.858098, acc.: 65.93%, KL Divergence: 0.198780] [G loss: 1.001463, KL Divergence: 1.001436, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5090 [D loss: 0.839706, acc.: 64.09%, KL Divergence: 0.198763] [G loss: 0.914445, KL Divergence: 0.914423, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5091 [D loss: 0.849745, acc.: 65.10%, KL Divergence: 0.198768] [G loss: 0.998516, KL Divergence: 0.998490, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5092 [D loss: 0.841247, acc.: 64.25%, KL Divergence: 0.198763] [G loss: 0.934548, KL Divergence: 0.934526, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5093 [D loss: 0.844742, acc.: 64.60%, KL Divergence: 0.198773] [G loss: 0.917300, KL Divergence: 0.917276, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5094 [D loss: 0.845676, acc.: 64.69%, KL Divergence: 0.198753] [G loss: 0.901480, KL Divergence: 0.901458, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5095 [D loss: 0.864571, acc.: 66.58%, KL Divergence: 0.198756] [G loss: 0.876379, KL Divergence: 0.876357, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5096 [D loss: 0.829424, acc.: 63.07%, KL Divergence: 0.198758] [G loss: 0.928511, KL Divergence: 0.928489, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5097 [D loss: 0.808490, acc.: 60.97%, KL Divergence: 0.198752] [G loss: 1.037762, KL Divergence: 1.037741, FID: 49.463956]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5098 [D loss: 0.833227, acc.: 63.45%, KL Divergence: 0.198761] [G loss: 0.846535, KL Divergence: 0.846512, FID: 49.463956]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5099 [D loss: 0.834143, acc.: 63.54%, KL Divergence: 0.198773] [G loss: 0.947471, KL Divergence: 0.947447, FID: 49.463956]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 122ms/step
4/4 [==============================] - 2s 81ms/step
5100 [D loss: 0.854608, acc.: 65.58%, KL Divergence: 0.198776] [G loss: 0.877322, KL Divergence: 0.877297, FID: 46.577779]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5101 [D loss: 0.863570, acc.: 66.48%, KL Divergence: 0.198788] [G loss: 0.919356, KL Divergence: 0.919329, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5102 [D loss: 0.852854, acc.: 65.41%, KL Divergence: 0.198779] [G loss: 1.050731, KL Divergence: 1.050707, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5103 [D loss: 0.877650, acc.: 67.89%, KL Divergence: 0.198760] [G loss: 0.937411, KL Divergence: 0.937386, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5104 [D loss: 0.846918, acc.: 64.82%, KL Divergence: 0.198755] [G loss: 0.990688, KL Divergence: 0.990665, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5105 [D loss: 0.829812, acc.: 63.11%, KL Divergence: 0.198758] [G loss: 0.995164, KL Divergence: 0.995140, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5106 [D loss: 0.824726, acc.: 62.60%, KL Divergence: 0.198750] [G loss: 0.925192, KL Divergence: 0.925170, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5107 [D loss: 0.833051, acc.: 63.43%, KL Divergence: 0.198756] [G loss: 0.906307, KL Divergence: 0.906284, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5108 [D loss: 0.847281, acc.: 64.85%, KL Divergence: 0.198748] [G loss: 0.913690, KL Divergence: 0.913668, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5109 [D loss: 0.839517, acc.: 64.07%, KL Divergence: 0.198768] [G loss: 0.886522, KL Divergence: 0.886498, FID: 46.577779]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5110 [D loss: 0.825809, acc.: 62.70%, KL Divergence: 0.198760] [G loss: 0.980540, KL Divergence: 0.980518, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5111 [D loss: 0.842623, acc.: 64.38%, KL Divergence: 0.198782] [G loss: 0.927747, KL Divergence: 0.927722, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5112 [D loss: 0.825016, acc.: 62.62%, KL Divergence: 0.198767] [G loss: 0.956212, KL Divergence: 0.956190, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5113 [D loss: 0.833791, acc.: 63.50%, KL Divergence: 0.198772] [G loss: 0.968468, KL Divergence: 0.968442, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5114 [D loss: 0.844114, acc.: 64.54%, KL Divergence: 0.198763] [G loss: 0.932946, KL Divergence: 0.932924, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5115 [D loss: 0.851258, acc.: 65.25%, KL Divergence: 0.198761] [G loss: 0.977706, KL Divergence: 0.977681, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5116 [D loss: 0.848914, acc.: 65.02%, KL Divergence: 0.198751] [G loss: 0.912122, KL Divergence: 0.912101, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5117 [D loss: 0.837638, acc.: 63.89%, KL Divergence: 0.198763] [G loss: 0.966267, KL Divergence: 0.966244, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5118 [D loss: 0.850666, acc.: 65.19%, KL Divergence: 0.198744] [G loss: 0.934602, KL Divergence: 0.934581, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5119 [D loss: 0.841478, acc.: 64.27%, KL Divergence: 0.198750] [G loss: 0.979294, KL Divergence: 0.979272, FID: 46.577779]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5120 [D loss: 0.826154, acc.: 62.74%, KL Divergence: 0.198760] [G loss: 0.957892, KL Divergence: 0.957869, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5121 [D loss: 0.840293, acc.: 64.15%, KL Divergence: 0.198756] [G loss: 0.945534, KL Divergence: 0.945510, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5122 [D loss: 0.843900, acc.: 64.51%, KL Divergence: 0.198764] [G loss: 0.994169, KL Divergence: 0.994145, FID: 46.577779]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5123 [D loss: 0.859253, acc.: 66.05%, KL Divergence: 0.198766] [G loss: 0.907821, KL Divergence: 0.907796, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5124 [D loss: 0.860144, acc.: 66.14%, KL Divergence: 0.198790] [G loss: 0.929701, KL Divergence: 0.929675, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5125 [D loss: 0.825461, acc.: 62.67%, KL Divergence: 0.198767] [G loss: 0.981445, KL Divergence: 0.981423, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5126 [D loss: 0.837058, acc.: 63.83%, KL Divergence: 0.198767] [G loss: 0.930523, KL Divergence: 0.930499, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5127 [D loss: 0.802338, acc.: 60.36%, KL Divergence: 0.198754] [G loss: 1.067908, KL Divergence: 1.067887, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
5128 [D loss: 0.835821, acc.: 63.71%, KL Divergence: 0.198760] [G loss: 0.886627, KL Divergence: 0.886605, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5129 [D loss: 0.823620, acc.: 62.49%, KL Divergence: 0.198769] [G loss: 0.981966, KL Divergence: 0.981943, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5130 [D loss: 0.859164, acc.: 66.04%, KL Divergence: 0.198752] [G loss: 0.935213, KL Divergence: 0.935190, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5131 [D loss: 0.851027, acc.: 65.23%, KL Divergence: 0.198753] [G loss: 0.907844, KL Divergence: 0.907821, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5132 [D loss: 0.821251, acc.: 62.25%, KL Divergence: 0.198773] [G loss: 1.096027, KL Divergence: 1.096003, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5133 [D loss: 0.833668, acc.: 63.49%, KL Divergence: 0.198750] [G loss: 0.925113, KL Divergence: 0.925092, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5134 [D loss: 0.837543, acc.: 63.88%, KL Divergence: 0.198778] [G loss: 1.046652, KL Divergence: 1.046626, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5135 [D loss: 0.836954, acc.: 63.82%, KL Divergence: 0.198761] [G loss: 1.028014, KL Divergence: 1.027990, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5136 [D loss: 0.825194, acc.: 62.64%, KL Divergence: 0.198765] [G loss: 0.978358, KL Divergence: 0.978334, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5137 [D loss: 0.829323, acc.: 63.06%, KL Divergence: 0.198759] [G loss: 0.945702, KL Divergence: 0.945680, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5138 [D loss: 0.830017, acc.: 63.13%, KL Divergence: 0.198763] [G loss: 0.943618, KL Divergence: 0.943594, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5139 [D loss: 0.827435, acc.: 62.87%, KL Divergence: 0.198750] [G loss: 0.947764, KL Divergence: 0.947743, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5140 [D loss: 0.845533, acc.: 64.68%, KL Divergence: 0.198753] [G loss: 0.937180, KL Divergence: 0.937158, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5141 [D loss: 0.824696, acc.: 62.59%, KL Divergence: 0.198779] [G loss: 0.967266, KL Divergence: 0.967240, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5142 [D loss: 0.831060, acc.: 63.23%, KL Divergence: 0.198753] [G loss: 0.953846, KL Divergence: 0.953825, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5143 [D loss: 0.835603, acc.: 63.68%, KL Divergence: 0.198758] [G loss: 0.943836, KL Divergence: 0.943814, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5144 [D loss: 0.836527, acc.: 63.78%, KL Divergence: 0.198769] [G loss: 1.005907, KL Divergence: 1.005881, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5145 [D loss: 0.825877, acc.: 62.71%, KL Divergence: 0.198756] [G loss: 1.028501, KL Divergence: 1.028479, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5146 [D loss: 0.844155, acc.: 64.54%, KL Divergence: 0.198752] [G loss: 1.014266, KL Divergence: 1.014242, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5147 [D loss: 0.828142, acc.: 62.94%, KL Divergence: 0.198756] [G loss: 0.956747, KL Divergence: 0.956724, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5148 [D loss: 0.829419, acc.: 63.07%, KL Divergence: 0.198754] [G loss: 1.100536, KL Divergence: 1.100513, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5149 [D loss: 0.841762, acc.: 64.30%, KL Divergence: 0.198765] [G loss: 0.923844, KL Divergence: 0.923820, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5150 [D loss: 0.852955, acc.: 65.42%, KL Divergence: 0.198762] [G loss: 0.974133, KL Divergence: 0.974110, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5151 [D loss: 0.858974, acc.: 66.02%, KL Divergence: 0.198764] [G loss: 1.005936, KL Divergence: 1.005913, FID: 46.577779]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5152 [D loss: 0.838133, acc.: 63.94%, KL Divergence: 0.198740] [G loss: 0.950121, KL Divergence: 0.950101, FID: 46.577779]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5153 [D loss: 0.829534, acc.: 63.08%, KL Divergence: 0.198750] [G loss: 0.962201, KL Divergence: 0.962180, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5154 [D loss: 0.818071, acc.: 61.93%, KL Divergence: 0.198749] [G loss: 0.989862, KL Divergence: 0.989841, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5155 [D loss: 0.829289, acc.: 63.05%, KL Divergence: 0.198739] [G loss: 0.961032, KL Divergence: 0.961010, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5156 [D loss: 0.851139, acc.: 65.24%, KL Divergence: 0.198735] [G loss: 0.906354, KL Divergence: 0.906334, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5157 [D loss: 0.854471, acc.: 65.57%, KL Divergence: 0.198748] [G loss: 0.926977, KL Divergence: 0.926954, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5158 [D loss: 0.858401, acc.: 65.96%, KL Divergence: 0.198756] [G loss: 0.914137, KL Divergence: 0.914114, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5159 [D loss: 0.844374, acc.: 64.56%, KL Divergence: 0.198754] [G loss: 0.987331, KL Divergence: 0.987308, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5160 [D loss: 0.832002, acc.: 63.33%, KL Divergence: 0.198746] [G loss: 0.953684, KL Divergence: 0.953664, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5161 [D loss: 0.820557, acc.: 62.18%, KL Divergence: 0.198751] [G loss: 1.007084, KL Divergence: 1.007062, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5162 [D loss: 0.825717, acc.: 62.70%, KL Divergence: 0.198738] [G loss: 0.923377, KL Divergence: 0.923356, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5163 [D loss: 0.852160, acc.: 65.34%, KL Divergence: 0.198741] [G loss: 0.915559, KL Divergence: 0.915538, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5164 [D loss: 0.841827, acc.: 64.31%, KL Divergence: 0.198737] [G loss: 0.921137, KL Divergence: 0.921115, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5165 [D loss: 0.855448, acc.: 65.67%, KL Divergence: 0.198749] [G loss: 0.981323, KL Divergence: 0.981301, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5166 [D loss: 0.846893, acc.: 64.81%, KL Divergence: 0.198743] [G loss: 1.001098, KL Divergence: 1.001076, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5167 [D loss: 0.836073, acc.: 63.73%, KL Divergence: 0.198751] [G loss: 0.923508, KL Divergence: 0.923484, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5168 [D loss: 0.841239, acc.: 64.25%, KL Divergence: 0.198753] [G loss: 0.979191, KL Divergence: 0.979169, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5169 [D loss: 0.854104, acc.: 65.54%, KL Divergence: 0.198753] [G loss: 0.918669, KL Divergence: 0.918645, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5170 [D loss: 0.849563, acc.: 65.08%, KL Divergence: 0.198744] [G loss: 0.946262, KL Divergence: 0.946241, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5171 [D loss: 0.835066, acc.: 63.63%, KL Divergence: 0.198755] [G loss: 0.957807, KL Divergence: 0.957783, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5172 [D loss: 0.820989, acc.: 62.23%, KL Divergence: 0.198738] [G loss: 1.028430, KL Divergence: 1.028409, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5173 [D loss: 0.834917, acc.: 63.62%, KL Divergence: 0.198743] [G loss: 0.910333, KL Divergence: 0.910314, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5174 [D loss: 0.828892, acc.: 63.01%, KL Divergence: 0.198750] [G loss: 0.942572, KL Divergence: 0.942550, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5175 [D loss: 0.860489, acc.: 66.18%, KL Divergence: 0.198736] [G loss: 0.858654, KL Divergence: 0.858635, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5176 [D loss: 0.840521, acc.: 64.18%, KL Divergence: 0.198737] [G loss: 0.953776, KL Divergence: 0.953756, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5177 [D loss: 0.818921, acc.: 62.02%, KL Divergence: 0.198745] [G loss: 0.983789, KL Divergence: 0.983766, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5178 [D loss: 0.843681, acc.: 64.49%, KL Divergence: 0.198747] [G loss: 0.978774, KL Divergence: 0.978752, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5179 [D loss: 0.836636, acc.: 63.79%, KL Divergence: 0.198754] [G loss: 1.042907, KL Divergence: 1.042883, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5180 [D loss: 0.844514, acc.: 64.58%, KL Divergence: 0.198752] [G loss: 0.984610, KL Divergence: 0.984586, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5181 [D loss: 0.846328, acc.: 64.76%, KL Divergence: 0.198765] [G loss: 0.906860, KL Divergence: 0.906838, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5182 [D loss: 0.831541, acc.: 63.28%, KL Divergence: 0.198768] [G loss: 1.013055, KL Divergence: 1.013030, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5183 [D loss: 0.858213, acc.: 65.95%, KL Divergence: 0.198747] [G loss: 0.886576, KL Divergence: 0.886555, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5184 [D loss: 0.843509, acc.: 64.47%, KL Divergence: 0.198759] [G loss: 0.930401, KL Divergence: 0.930379, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5185 [D loss: 0.825276, acc.: 62.65%, KL Divergence: 0.198727] [G loss: 0.924520, KL Divergence: 0.924500, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5186 [D loss: 0.847619, acc.: 64.89%, KL Divergence: 0.198738] [G loss: 0.868162, KL Divergence: 0.868142, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5187 [D loss: 0.850521, acc.: 65.18%, KL Divergence: 0.198733] [G loss: 0.924428, KL Divergence: 0.924408, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5188 [D loss: 0.859816, acc.: 66.11%, KL Divergence: 0.198726] [G loss: 0.919128, KL Divergence: 0.919108, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5189 [D loss: 0.844433, acc.: 64.57%, KL Divergence: 0.198736] [G loss: 1.011258, KL Divergence: 1.011236, FID: 46.577779]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5190 [D loss: 0.851206, acc.: 65.25%, KL Divergence: 0.198734] [G loss: 0.942899, KL Divergence: 0.942879, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5191 [D loss: 0.824220, acc.: 62.55%, KL Divergence: 0.198757] [G loss: 0.965234, KL Divergence: 0.965210, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5192 [D loss: 0.840324, acc.: 64.16%, KL Divergence: 0.198742] [G loss: 0.969454, KL Divergence: 0.969432, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5193 [D loss: 0.858783, acc.: 66.00%, KL Divergence: 0.198759] [G loss: 0.896194, KL Divergence: 0.896171, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5194 [D loss: 0.839054, acc.: 64.03%, KL Divergence: 0.198739] [G loss: 0.919304, KL Divergence: 0.919283, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5195 [D loss: 0.857871, acc.: 65.91%, KL Divergence: 0.198758] [G loss: 0.955072, KL Divergence: 0.955047, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5196 [D loss: 0.837953, acc.: 63.92%, KL Divergence: 0.198762] [G loss: 0.956465, KL Divergence: 0.956444, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5197 [D loss: 0.841871, acc.: 64.31%, KL Divergence: 0.198747] [G loss: 0.985869, KL Divergence: 0.985848, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5198 [D loss: 0.824113, acc.: 62.54%, KL Divergence: 0.198733] [G loss: 0.970153, KL Divergence: 0.970133, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5199 [D loss: 0.821593, acc.: 62.29%, KL Divergence: 0.198731] [G loss: 0.913034, KL Divergence: 0.913014, FID: 46.577779]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 85ms/step
4/4 [==============================] - 2s 100ms/step
5200 [D loss: 0.833945, acc.: 63.52%, KL Divergence: 0.198736] [G loss: 0.945620, KL Divergence: 0.945601, FID: 41.819886]
1/1 [==============================] - 0s 35ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5201 [D loss: 0.869970, acc.: 67.12%, KL Divergence: 0.198730] [G loss: 0.861536, KL Divergence: 0.861515, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5202 [D loss: 0.865056, acc.: 66.63%, KL Divergence: 0.198738] [G loss: 0.912311, KL Divergence: 0.912290, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5203 [D loss: 0.868180, acc.: 66.95%, KL Divergence: 0.198729] [G loss: 0.956430, KL Divergence: 0.956410, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5204 [D loss: 0.833536, acc.: 63.48%, KL Divergence: 0.198740] [G loss: 1.074026, KL Divergence: 1.074005, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5205 [D loss: 0.843563, acc.: 64.48%, KL Divergence: 0.198731] [G loss: 0.961173, KL Divergence: 0.961152, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5206 [D loss: 0.837608, acc.: 63.89%, KL Divergence: 0.198753] [G loss: 0.977778, KL Divergence: 0.977756, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5207 [D loss: 0.866187, acc.: 66.74%, KL Divergence: 0.198754] [G loss: 0.952677, KL Divergence: 0.952655, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5208 [D loss: 0.868640, acc.: 66.99%, KL Divergence: 0.198752] [G loss: 0.902583, KL Divergence: 0.902560, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5209 [D loss: 0.860224, acc.: 66.15%, KL Divergence: 0.198741] [G loss: 1.010910, KL Divergence: 1.010889, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5210 [D loss: 0.813104, acc.: 61.44%, KL Divergence: 0.198731] [G loss: 1.096192, KL Divergence: 1.096172, FID: 41.819886]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5211 [D loss: 0.823404, acc.: 62.47%, KL Divergence: 0.198720] [G loss: 1.018908, KL Divergence: 1.018889, FID: 41.819886]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5212 [D loss: 0.811979, acc.: 61.33%, KL Divergence: 0.198718] [G loss: 0.956136, KL Divergence: 0.956118, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
5213 [D loss: 0.832723, acc.: 63.40%, KL Divergence: 0.198726] [G loss: 0.929724, KL Divergence: 0.929704, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
5214 [D loss: 0.842115, acc.: 64.34%, KL Divergence: 0.198728] [G loss: 0.938633, KL Divergence: 0.938613, FID: 41.819886]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5215 [D loss: 0.825433, acc.: 62.67%, KL Divergence: 0.198738] [G loss: 0.981181, KL Divergence: 0.981160, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5216 [D loss: 0.833124, acc.: 63.44%, KL Divergence: 0.198752] [G loss: 0.976306, KL Divergence: 0.976284, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5217 [D loss: 0.851642, acc.: 65.29%, KL Divergence: 0.198765] [G loss: 1.080953, KL Divergence: 1.080930, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5218 [D loss: 0.845264, acc.: 64.65%, KL Divergence: 0.198760] [G loss: 1.028005, KL Divergence: 1.027983, FID: 41.819886]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 12ms/step
5219 [D loss: 0.819535, acc.: 62.08%, KL Divergence: 0.198753] [G loss: 1.074805, KL Divergence: 1.074782, FID: 41.819886]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 31ms/step
4/4 [==============================] - 0s 8ms/step
5220 [D loss: 0.820508, acc.: 62.18%, KL Divergence: 0.198737] [G loss: 0.997679, KL Divergence: 0.997658, FID: 41.819886]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
5221 [D loss: 0.838604, acc.: 63.98%, KL Divergence: 0.198756] [G loss: 0.956099, KL Divergence: 0.956077, FID: 41.819886]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
5222 [D loss: 0.849310, acc.: 65.06%, KL Divergence: 0.198732] [G loss: 0.931286, KL Divergence: 0.931265, FID: 41.819886]
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 13ms/step
5223 [D loss: 0.868520, acc.: 66.98%, KL Divergence: 0.198734] [G loss: 0.911277, KL Divergence: 0.911257, FID: 41.819886]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 9ms/step
5224 [D loss: 0.861845, acc.: 66.31%, KL Divergence: 0.198724] [G loss: 0.916582, KL Divergence: 0.916563, FID: 41.819886]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 8ms/step
5225 [D loss: 0.852073, acc.: 65.34%, KL Divergence: 0.198716] [G loss: 0.945635, KL Divergence: 0.945616, FID: 41.819886]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 12ms/step
5226 [D loss: 0.822611, acc.: 62.39%, KL Divergence: 0.198729] [G loss: 1.073264, KL Divergence: 1.073244, FID: 41.819886]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 4ms/step
5227 [D loss: 0.844839, acc.: 64.61%, KL Divergence: 0.198727] [G loss: 0.986168, KL Divergence: 0.986148, FID: 41.819886]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5228 [D loss: 0.829980, acc.: 63.12%, KL Divergence: 0.198731] [G loss: 0.945826, KL Divergence: 0.945805, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5229 [D loss: 0.847152, acc.: 64.84%, KL Divergence: 0.198742] [G loss: 0.912295, KL Divergence: 0.912272, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5230 [D loss: 0.873118, acc.: 67.44%, KL Divergence: 0.198755] [G loss: 0.870821, KL Divergence: 0.870799, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5231 [D loss: 0.872096, acc.: 67.34%, KL Divergence: 0.198744] [G loss: 0.953600, KL Divergence: 0.953576, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5232 [D loss: 0.835967, acc.: 63.72%, KL Divergence: 0.198734] [G loss: 0.968133, KL Divergence: 0.968113, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5233 [D loss: 0.848501, acc.: 64.98%, KL Divergence: 0.198729] [G loss: 0.934132, KL Divergence: 0.934111, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5234 [D loss: 0.809510, acc.: 61.08%, KL Divergence: 0.198736] [G loss: 1.027405, KL Divergence: 1.027382, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5235 [D loss: 0.818121, acc.: 61.94%, KL Divergence: 0.198731] [G loss: 0.973792, KL Divergence: 0.973774, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5236 [D loss: 0.837026, acc.: 63.83%, KL Divergence: 0.198748] [G loss: 0.944836, KL Divergence: 0.944818, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5237 [D loss: 0.851659, acc.: 65.29%, KL Divergence: 0.198740] [G loss: 0.953214, KL Divergence: 0.953193, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5238 [D loss: 0.823747, acc.: 62.50%, KL Divergence: 0.198749] [G loss: 0.956249, KL Divergence: 0.956227, FID: 41.819886]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5239 [D loss: 0.826824, acc.: 62.81%, KL Divergence: 0.198746] [G loss: 1.052015, KL Divergence: 1.051994, FID: 41.819886]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5240 [D loss: 0.853379, acc.: 65.46%, KL Divergence: 0.198735] [G loss: 0.922859, KL Divergence: 0.922838, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5241 [D loss: 0.842976, acc.: 64.42%, KL Divergence: 0.198741] [G loss: 1.006931, KL Divergence: 1.006910, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5242 [D loss: 0.846001, acc.: 64.73%, KL Divergence: 0.198734] [G loss: 1.003516, KL Divergence: 1.003494, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5243 [D loss: 0.840663, acc.: 64.19%, KL Divergence: 0.198728] [G loss: 0.958103, KL Divergence: 0.958082, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5244 [D loss: 0.850465, acc.: 65.17%, KL Divergence: 0.198731] [G loss: 0.851832, KL Divergence: 0.851813, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5245 [D loss: 0.841268, acc.: 64.25%, KL Divergence: 0.198733] [G loss: 0.877556, KL Divergence: 0.877535, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5246 [D loss: 0.821854, acc.: 62.31%, KL Divergence: 0.198715] [G loss: 0.987775, KL Divergence: 0.987756, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5247 [D loss: 0.839801, acc.: 64.11%, KL Divergence: 0.198729] [G loss: 0.876903, KL Divergence: 0.876885, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5248 [D loss: 0.820160, acc.: 62.14%, KL Divergence: 0.198722] [G loss: 0.969671, KL Divergence: 0.969650, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5249 [D loss: 0.831411, acc.: 63.27%, KL Divergence: 0.198714] [G loss: 0.939230, KL Divergence: 0.939211, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5250 [D loss: 0.834621, acc.: 63.59%, KL Divergence: 0.198727] [G loss: 0.953654, KL Divergence: 0.953633, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5251 [D loss: 0.861244, acc.: 66.25%, KL Divergence: 0.198739] [G loss: 0.885724, KL Divergence: 0.885703, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5252 [D loss: 0.845474, acc.: 64.68%, KL Divergence: 0.198724] [G loss: 0.877974, KL Divergence: 0.877955, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5253 [D loss: 0.856662, acc.: 65.79%, KL Divergence: 0.198734] [G loss: 0.974942, KL Divergence: 0.974921, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5254 [D loss: 0.837910, acc.: 63.92%, KL Divergence: 0.198724] [G loss: 0.985517, KL Divergence: 0.985498, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5255 [D loss: 0.845865, acc.: 64.71%, KL Divergence: 0.198736] [G loss: 1.003985, KL Divergence: 1.003964, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5256 [D loss: 0.834587, acc.: 63.59%, KL Divergence: 0.198730] [G loss: 1.022292, KL Divergence: 1.022272, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
5257 [D loss: 0.836013, acc.: 63.73%, KL Divergence: 0.198729] [G loss: 0.956875, KL Divergence: 0.956854, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5258 [D loss: 0.851196, acc.: 65.25%, KL Divergence: 0.198721] [G loss: 0.905427, KL Divergence: 0.905408, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5259 [D loss: 0.855700, acc.: 65.70%, KL Divergence: 0.198726] [G loss: 0.910830, KL Divergence: 0.910810, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5260 [D loss: 0.843511, acc.: 64.48%, KL Divergence: 0.198715] [G loss: 0.953845, KL Divergence: 0.953827, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5261 [D loss: 0.828133, acc.: 62.94%, KL Divergence: 0.198723] [G loss: 0.995832, KL Divergence: 0.995811, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5262 [D loss: 0.846674, acc.: 64.80%, KL Divergence: 0.198716] [G loss: 0.883049, KL Divergence: 0.883031, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5263 [D loss: 0.849433, acc.: 65.07%, KL Divergence: 0.198724] [G loss: 0.955440, KL Divergence: 0.955419, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5264 [D loss: 0.858427, acc.: 65.97%, KL Divergence: 0.198721] [G loss: 0.847085, KL Divergence: 0.847066, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5265 [D loss: 0.866476, acc.: 66.78%, KL Divergence: 0.198724] [G loss: 0.868695, KL Divergence: 0.868674, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5266 [D loss: 0.831626, acc.: 63.29%, KL Divergence: 0.198718] [G loss: 1.020072, KL Divergence: 1.020053, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5267 [D loss: 0.843330, acc.: 64.46%, KL Divergence: 0.198722] [G loss: 0.961619, KL Divergence: 0.961599, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5268 [D loss: 0.839780, acc.: 64.11%, KL Divergence: 0.198715] [G loss: 0.900174, KL Divergence: 0.900155, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5269 [D loss: 0.829128, acc.: 63.04%, KL Divergence: 0.198718] [G loss: 0.954613, KL Divergence: 0.954592, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5270 [D loss: 0.828117, acc.: 62.94%, KL Divergence: 0.198726] [G loss: 0.944364, KL Divergence: 0.944344, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5271 [D loss: 0.843362, acc.: 64.46%, KL Divergence: 0.198726] [G loss: 0.923421, KL Divergence: 0.923401, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5272 [D loss: 0.841157, acc.: 64.24%, KL Divergence: 0.198719] [G loss: 0.938421, KL Divergence: 0.938402, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5273 [D loss: 0.837996, acc.: 63.93%, KL Divergence: 0.198741] [G loss: 1.011196, KL Divergence: 1.011174, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5274 [D loss: 0.843165, acc.: 64.44%, KL Divergence: 0.198718] [G loss: 1.008826, KL Divergence: 1.008807, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5275 [D loss: 0.835142, acc.: 63.64%, KL Divergence: 0.198726] [G loss: 1.079422, KL Divergence: 1.079402, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5276 [D loss: 0.847594, acc.: 64.89%, KL Divergence: 0.198723] [G loss: 0.962701, KL Divergence: 0.962681, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5277 [D loss: 0.850449, acc.: 65.17%, KL Divergence: 0.198725] [G loss: 0.891792, KL Divergence: 0.891773, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5278 [D loss: 0.831630, acc.: 63.29%, KL Divergence: 0.198717] [G loss: 1.008163, KL Divergence: 1.008143, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5279 [D loss: 0.849467, acc.: 65.07%, KL Divergence: 0.198720] [G loss: 0.937480, KL Divergence: 0.937460, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5280 [D loss: 0.833852, acc.: 63.51%, KL Divergence: 0.198716] [G loss: 0.986013, KL Divergence: 0.985994, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5281 [D loss: 0.849774, acc.: 65.11%, KL Divergence: 0.198718] [G loss: 0.923890, KL Divergence: 0.923870, FID: 41.819886]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5282 [D loss: 0.855856, acc.: 65.71%, KL Divergence: 0.198712] [G loss: 0.955774, KL Divergence: 0.955755, FID: 41.819886]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5283 [D loss: 0.856328, acc.: 65.76%, KL Divergence: 0.198716] [G loss: 0.942155, KL Divergence: 0.942136, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5284 [D loss: 0.845455, acc.: 64.67%, KL Divergence: 0.198714] [G loss: 0.969680, KL Divergence: 0.969661, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5285 [D loss: 0.853610, acc.: 65.49%, KL Divergence: 0.198714] [G loss: 0.929656, KL Divergence: 0.929638, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5286 [D loss: 0.843900, acc.: 64.52%, KL Divergence: 0.198709] [G loss: 0.932377, KL Divergence: 0.932359, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5287 [D loss: 0.834874, acc.: 63.62%, KL Divergence: 0.198721] [G loss: 0.985139, KL Divergence: 0.985119, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5288 [D loss: 0.834866, acc.: 63.62%, KL Divergence: 0.198715] [G loss: 0.963855, KL Divergence: 0.963837, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5289 [D loss: 0.842142, acc.: 64.34%, KL Divergence: 0.198726] [G loss: 0.963262, KL Divergence: 0.963240, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5290 [D loss: 0.843439, acc.: 64.47%, KL Divergence: 0.198729] [G loss: 0.975434, KL Divergence: 0.975415, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5291 [D loss: 0.854190, acc.: 65.55%, KL Divergence: 0.198734] [G loss: 0.958760, KL Divergence: 0.958739, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5292 [D loss: 0.861718, acc.: 66.30%, KL Divergence: 0.198722] [G loss: 0.961785, KL Divergence: 0.961766, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5293 [D loss: 0.838145, acc.: 63.94%, KL Divergence: 0.198723] [G loss: 0.977660, KL Divergence: 0.977640, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5294 [D loss: 0.808304, acc.: 60.96%, KL Divergence: 0.198714] [G loss: 1.027682, KL Divergence: 1.027663, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5295 [D loss: 0.835194, acc.: 63.65%, KL Divergence: 0.198720] [G loss: 0.946712, KL Divergence: 0.946694, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5296 [D loss: 0.827188, acc.: 62.85%, KL Divergence: 0.198714] [G loss: 1.009453, KL Divergence: 1.009435, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5297 [D loss: 0.856046, acc.: 65.73%, KL Divergence: 0.198714] [G loss: 0.974194, KL Divergence: 0.974176, FID: 41.819886]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5298 [D loss: 0.857411, acc.: 65.87%, KL Divergence: 0.198722] [G loss: 0.937172, KL Divergence: 0.937153, FID: 41.819886]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5299 [D loss: 0.859710, acc.: 66.10%, KL Divergence: 0.198709] [G loss: 0.956252, KL Divergence: 0.956234, FID: 41.819886]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 2s 105ms/step
4/4 [==============================] - 2s 124ms/step
5300 [D loss: 0.838489, acc.: 63.98%, KL Divergence: 0.198712] [G loss: 1.017581, KL Divergence: 1.017562, FID: 39.188256]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 53ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5301 [D loss: 0.835359, acc.: 63.66%, KL Divergence: 0.198718] [G loss: 0.944128, KL Divergence: 0.944108, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5302 [D loss: 0.853898, acc.: 65.52%, KL Divergence: 0.198716] [G loss: 0.883810, KL Divergence: 0.883791, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5303 [D loss: 0.846736, acc.: 64.80%, KL Divergence: 0.198731] [G loss: 0.968310, KL Divergence: 0.968289, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5304 [D loss: 0.830802, acc.: 63.21%, KL Divergence: 0.198719] [G loss: 0.958228, KL Divergence: 0.958210, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5305 [D loss: 0.835546, acc.: 63.68%, KL Divergence: 0.198729] [G loss: 1.003436, KL Divergence: 1.003416, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5306 [D loss: 0.837759, acc.: 63.90%, KL Divergence: 0.198718] [G loss: 0.904253, KL Divergence: 0.904236, FID: 39.188256]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5307 [D loss: 0.842656, acc.: 64.39%, KL Divergence: 0.198708] [G loss: 0.895699, KL Divergence: 0.895681, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5308 [D loss: 0.847378, acc.: 64.87%, KL Divergence: 0.198706] [G loss: 0.905519, KL Divergence: 0.905502, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5309 [D loss: 0.849697, acc.: 65.10%, KL Divergence: 0.198700] [G loss: 0.855916, KL Divergence: 0.855899, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5310 [D loss: 0.835714, acc.: 63.70%, KL Divergence: 0.198708] [G loss: 0.898758, KL Divergence: 0.898740, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5311 [D loss: 0.845209, acc.: 64.65%, KL Divergence: 0.198717] [G loss: 0.881371, KL Divergence: 0.881352, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5312 [D loss: 0.850736, acc.: 65.20%, KL Divergence: 0.198719] [G loss: 1.009110, KL Divergence: 1.009091, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5313 [D loss: 0.873241, acc.: 67.45%, KL Divergence: 0.198725] [G loss: 0.921339, KL Divergence: 0.921320, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5314 [D loss: 0.858773, acc.: 66.01%, KL Divergence: 0.198721] [G loss: 0.921364, KL Divergence: 0.921345, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5315 [D loss: 0.842928, acc.: 64.42%, KL Divergence: 0.198718] [G loss: 0.990826, KL Divergence: 0.990807, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5316 [D loss: 0.861251, acc.: 66.25%, KL Divergence: 0.198723] [G loss: 0.946839, KL Divergence: 0.946819, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5317 [D loss: 0.834929, acc.: 63.62%, KL Divergence: 0.198709] [G loss: 0.928265, KL Divergence: 0.928247, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5318 [D loss: 0.835233, acc.: 63.65%, KL Divergence: 0.198719] [G loss: 0.983092, KL Divergence: 0.983073, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5319 [D loss: 0.842230, acc.: 64.35%, KL Divergence: 0.198708] [G loss: 0.886715, KL Divergence: 0.886698, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5320 [D loss: 0.849347, acc.: 65.06%, KL Divergence: 0.198715] [G loss: 0.868707, KL Divergence: 0.868690, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5321 [D loss: 0.831377, acc.: 63.27%, KL Divergence: 0.198709] [G loss: 0.942981, KL Divergence: 0.942963, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5322 [D loss: 0.856064, acc.: 65.74%, KL Divergence: 0.198703] [G loss: 0.850155, KL Divergence: 0.850138, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5323 [D loss: 0.846604, acc.: 64.79%, KL Divergence: 0.198710] [G loss: 0.940712, KL Divergence: 0.940693, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5324 [D loss: 0.836838, acc.: 63.81%, KL Divergence: 0.198708] [G loss: 0.993409, KL Divergence: 0.993392, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5325 [D loss: 0.820507, acc.: 62.18%, KL Divergence: 0.198717] [G loss: 0.944589, KL Divergence: 0.944571, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
5326 [D loss: 0.834996, acc.: 63.63%, KL Divergence: 0.198707] [G loss: 0.953411, KL Divergence: 0.953393, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5327 [D loss: 0.839190, acc.: 64.05%, KL Divergence: 0.198717] [G loss: 0.942406, KL Divergence: 0.942386, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5328 [D loss: 0.850920, acc.: 65.22%, KL Divergence: 0.198719] [G loss: 0.920821, KL Divergence: 0.920802, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5329 [D loss: 0.850188, acc.: 65.15%, KL Divergence: 0.198722] [G loss: 0.933057, KL Divergence: 0.933037, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5330 [D loss: 0.862704, acc.: 66.40%, KL Divergence: 0.198718] [G loss: 0.936507, KL Divergence: 0.936487, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5331 [D loss: 0.858299, acc.: 65.96%, KL Divergence: 0.198712] [G loss: 0.923037, KL Divergence: 0.923018, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5332 [D loss: 0.816005, acc.: 61.73%, KL Divergence: 0.198718] [G loss: 1.002624, KL Divergence: 1.002606, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5333 [D loss: 0.816959, acc.: 61.82%, KL Divergence: 0.198722] [G loss: 1.042462, KL Divergence: 1.042443, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5334 [D loss: 0.842014, acc.: 64.33%, KL Divergence: 0.198707] [G loss: 0.892300, KL Divergence: 0.892284, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5335 [D loss: 0.846476, acc.: 64.78%, KL Divergence: 0.198703] [G loss: 0.858325, KL Divergence: 0.858307, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5336 [D loss: 0.841140, acc.: 64.24%, KL Divergence: 0.198706] [G loss: 0.975557, KL Divergence: 0.975539, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5337 [D loss: 0.841516, acc.: 64.28%, KL Divergence: 0.198705] [G loss: 0.902398, KL Divergence: 0.902381, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5338 [D loss: 0.842096, acc.: 64.34%, KL Divergence: 0.198708] [G loss: 0.970109, KL Divergence: 0.970091, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5339 [D loss: 0.836174, acc.: 63.75%, KL Divergence: 0.198700] [G loss: 1.013867, KL Divergence: 1.013849, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5340 [D loss: 0.835920, acc.: 63.72%, KL Divergence: 0.198698] [G loss: 1.000390, KL Divergence: 1.000371, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5341 [D loss: 0.819732, acc.: 62.10%, KL Divergence: 0.198707] [G loss: 1.029717, KL Divergence: 1.029699, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5342 [D loss: 0.850798, acc.: 65.21%, KL Divergence: 0.198709] [G loss: 0.884826, KL Divergence: 0.884807, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5343 [D loss: 0.848277, acc.: 64.96%, KL Divergence: 0.198709] [G loss: 0.895772, KL Divergence: 0.895754, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5344 [D loss: 0.844156, acc.: 64.55%, KL Divergence: 0.198702] [G loss: 1.037557, KL Divergence: 1.037539, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5345 [D loss: 0.842103, acc.: 64.34%, KL Divergence: 0.198705] [G loss: 0.955953, KL Divergence: 0.955935, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5346 [D loss: 0.832026, acc.: 63.33%, KL Divergence: 0.198709] [G loss: 0.937917, KL Divergence: 0.937898, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5347 [D loss: 0.808385, acc.: 60.97%, KL Divergence: 0.198698] [G loss: 0.986377, KL Divergence: 0.986360, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5348 [D loss: 0.830138, acc.: 63.14%, KL Divergence: 0.198714] [G loss: 0.951661, KL Divergence: 0.951642, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5349 [D loss: 0.848726, acc.: 65.00%, KL Divergence: 0.198705] [G loss: 0.896283, KL Divergence: 0.896265, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5350 [D loss: 0.852158, acc.: 65.35%, KL Divergence: 0.198707] [G loss: 0.893832, KL Divergence: 0.893815, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5351 [D loss: 0.863361, acc.: 66.47%, KL Divergence: 0.198690] [G loss: 0.875125, KL Divergence: 0.875109, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5352 [D loss: 0.852936, acc.: 65.42%, KL Divergence: 0.198696] [G loss: 0.941329, KL Divergence: 0.941312, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5353 [D loss: 0.842794, acc.: 64.41%, KL Divergence: 0.198700] [G loss: 0.955731, KL Divergence: 0.955714, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5354 [D loss: 0.832979, acc.: 63.43%, KL Divergence: 0.198691] [G loss: 1.007814, KL Divergence: 1.007796, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5355 [D loss: 0.840507, acc.: 64.18%, KL Divergence: 0.198701] [G loss: 0.964864, KL Divergence: 0.964846, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5356 [D loss: 0.847619, acc.: 64.89%, KL Divergence: 0.198706] [G loss: 0.977968, KL Divergence: 0.977949, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5357 [D loss: 0.834447, acc.: 63.57%, KL Divergence: 0.198723] [G loss: 0.989131, KL Divergence: 0.989112, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5358 [D loss: 0.856804, acc.: 65.81%, KL Divergence: 0.198723] [G loss: 0.983217, KL Divergence: 0.983196, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5359 [D loss: 0.857810, acc.: 65.91%, KL Divergence: 0.198720] [G loss: 0.952572, KL Divergence: 0.952553, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5360 [D loss: 0.842571, acc.: 64.38%, KL Divergence: 0.198732] [G loss: 1.003937, KL Divergence: 1.003916, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5361 [D loss: 0.818520, acc.: 61.98%, KL Divergence: 0.198717] [G loss: 0.948933, KL Divergence: 0.948916, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5362 [D loss: 0.839512, acc.: 64.08%, KL Divergence: 0.198718] [G loss: 0.944171, KL Divergence: 0.944152, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5363 [D loss: 0.838669, acc.: 64.00%, KL Divergence: 0.198716] [G loss: 0.899253, KL Divergence: 0.899237, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5364 [D loss: 0.846472, acc.: 64.78%, KL Divergence: 0.198709] [G loss: 0.885267, KL Divergence: 0.885251, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5365 [D loss: 0.851498, acc.: 65.28%, KL Divergence: 0.198702] [G loss: 0.943247, KL Divergence: 0.943229, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5366 [D loss: 0.827881, acc.: 62.92%, KL Divergence: 0.198705] [G loss: 0.968478, KL Divergence: 0.968461, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5367 [D loss: 0.818051, acc.: 61.93%, KL Divergence: 0.198708] [G loss: 0.986709, KL Divergence: 0.986690, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5368 [D loss: 0.826918, acc.: 62.82%, KL Divergence: 0.198696] [G loss: 0.964673, KL Divergence: 0.964656, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5369 [D loss: 0.836186, acc.: 63.75%, KL Divergence: 0.198707] [G loss: 1.012001, KL Divergence: 1.011983, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5370 [D loss: 0.827097, acc.: 62.84%, KL Divergence: 0.198708] [G loss: 1.067393, KL Divergence: 1.067373, FID: 39.188256]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5371 [D loss: 0.860941, acc.: 66.22%, KL Divergence: 0.198708] [G loss: 0.931888, KL Divergence: 0.931869, FID: 39.188256]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5372 [D loss: 0.858391, acc.: 65.97%, KL Divergence: 0.198718] [G loss: 0.936464, KL Divergence: 0.936444, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5373 [D loss: 0.838525, acc.: 63.98%, KL Divergence: 0.198700] [G loss: 0.930715, KL Divergence: 0.930699, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5374 [D loss: 0.832810, acc.: 63.41%, KL Divergence: 0.198706] [G loss: 0.980068, KL Divergence: 0.980049, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5375 [D loss: 0.821603, acc.: 62.29%, KL Divergence: 0.198702] [G loss: 0.997988, KL Divergence: 0.997972, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5376 [D loss: 0.818004, acc.: 61.93%, KL Divergence: 0.198708] [G loss: 1.020367, KL Divergence: 1.020350, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5377 [D loss: 0.846447, acc.: 64.78%, KL Divergence: 0.198691] [G loss: 0.867711, KL Divergence: 0.867696, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5378 [D loss: 0.860742, acc.: 66.20%, KL Divergence: 0.198699] [G loss: 0.934601, KL Divergence: 0.934584, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5379 [D loss: 0.848439, acc.: 64.97%, KL Divergence: 0.198696] [G loss: 0.928619, KL Divergence: 0.928601, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5380 [D loss: 0.827480, acc.: 62.88%, KL Divergence: 0.198696] [G loss: 0.993693, KL Divergence: 0.993676, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5381 [D loss: 0.824301, acc.: 62.56%, KL Divergence: 0.198704] [G loss: 1.010255, KL Divergence: 1.010237, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5382 [D loss: 0.837731, acc.: 63.90%, KL Divergence: 0.198691] [G loss: 0.964795, KL Divergence: 0.964779, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5383 [D loss: 0.832050, acc.: 63.34%, KL Divergence: 0.198696] [G loss: 0.947529, KL Divergence: 0.947512, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5384 [D loss: 0.861948, acc.: 66.32%, KL Divergence: 0.198703] [G loss: 0.888350, KL Divergence: 0.888333, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5385 [D loss: 0.857051, acc.: 65.84%, KL Divergence: 0.198695] [G loss: 0.938447, KL Divergence: 0.938430, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5386 [D loss: 0.868117, acc.: 66.94%, KL Divergence: 0.198699] [G loss: 0.888756, KL Divergence: 0.888737, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5387 [D loss: 0.847818, acc.: 64.91%, KL Divergence: 0.198695] [G loss: 1.008103, KL Divergence: 1.008085, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5388 [D loss: 0.842962, acc.: 64.43%, KL Divergence: 0.198707] [G loss: 0.932734, KL Divergence: 0.932715, FID: 39.188256]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5389 [D loss: 0.829523, acc.: 63.08%, KL Divergence: 0.198700] [G loss: 0.904642, KL Divergence: 0.904626, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5390 [D loss: 0.839344, acc.: 64.06%, KL Divergence: 0.198702] [G loss: 0.932744, KL Divergence: 0.932725, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5391 [D loss: 0.830200, acc.: 63.15%, KL Divergence: 0.198695] [G loss: 0.946759, KL Divergence: 0.946743, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5392 [D loss: 0.859497, acc.: 66.08%, KL Divergence: 0.198695] [G loss: 0.888415, KL Divergence: 0.888399, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5393 [D loss: 0.850400, acc.: 65.17%, KL Divergence: 0.198696] [G loss: 0.927217, KL Divergence: 0.927201, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5394 [D loss: 0.824793, acc.: 62.61%, KL Divergence: 0.198695] [G loss: 1.045528, KL Divergence: 1.045510, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5395 [D loss: 0.834919, acc.: 63.62%, KL Divergence: 0.198693] [G loss: 0.978549, KL Divergence: 0.978531, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5396 [D loss: 0.850198, acc.: 65.15%, KL Divergence: 0.198697] [G loss: 0.952374, KL Divergence: 0.952357, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5397 [D loss: 0.858252, acc.: 65.96%, KL Divergence: 0.198693] [G loss: 0.937447, KL Divergence: 0.937431, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5398 [D loss: 0.849193, acc.: 65.05%, KL Divergence: 0.198702] [G loss: 0.989445, KL Divergence: 0.989426, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5399 [D loss: 0.847513, acc.: 64.88%, KL Divergence: 0.198697] [G loss: 1.000916, KL Divergence: 1.000899, FID: 39.188256]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 2s 104ms/step
4/4 [==============================] - 2s 93ms/step
5400 [D loss: 0.837002, acc.: 63.83%, KL Divergence: 0.198697] [G loss: 1.037219, KL Divergence: 1.037200, FID: 46.591083]
1/1 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5401 [D loss: 0.858852, acc.: 66.02%, KL Divergence: 0.198699] [G loss: 0.950961, KL Divergence: 0.950943, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5402 [D loss: 0.854481, acc.: 65.58%, KL Divergence: 0.198695] [G loss: 0.940130, KL Divergence: 0.940114, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5403 [D loss: 0.854230, acc.: 65.55%, KL Divergence: 0.198702] [G loss: 0.931850, KL Divergence: 0.931831, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5404 [D loss: 0.852262, acc.: 65.36%, KL Divergence: 0.198699] [G loss: 0.935354, KL Divergence: 0.935338, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5405 [D loss: 0.850042, acc.: 65.13%, KL Divergence: 0.198693] [G loss: 0.910086, KL Divergence: 0.910070, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5406 [D loss: 0.851008, acc.: 65.23%, KL Divergence: 0.198683] [G loss: 0.889957, KL Divergence: 0.889942, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5407 [D loss: 0.851607, acc.: 65.29%, KL Divergence: 0.198684] [G loss: 0.881800, KL Divergence: 0.881785, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5408 [D loss: 0.852495, acc.: 65.38%, KL Divergence: 0.198685] [G loss: 0.958377, KL Divergence: 0.958361, FID: 46.591083]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
5409 [D loss: 0.828492, acc.: 62.98%, KL Divergence: 0.198693] [G loss: 0.989073, KL Divergence: 0.989056, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5410 [D loss: 0.813957, acc.: 61.53%, KL Divergence: 0.198698] [G loss: 0.982689, KL Divergence: 0.982671, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5411 [D loss: 0.837016, acc.: 63.83%, KL Divergence: 0.198700] [G loss: 0.909062, KL Divergence: 0.909044, FID: 46.591083]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5412 [D loss: 0.855789, acc.: 65.71%, KL Divergence: 0.198709] [G loss: 0.958425, KL Divergence: 0.958406, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5413 [D loss: 0.874531, acc.: 67.58%, KL Divergence: 0.198725] [G loss: 0.911163, KL Divergence: 0.911144, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5414 [D loss: 0.858587, acc.: 65.99%, KL Divergence: 0.198725] [G loss: 0.955340, KL Divergence: 0.955322, FID: 46.591083]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5415 [D loss: 0.846814, acc.: 64.81%, KL Divergence: 0.198716] [G loss: 1.017542, KL Divergence: 1.017522, FID: 46.591083]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5416 [D loss: 0.831581, acc.: 63.29%, KL Divergence: 0.198696] [G loss: 1.009248, KL Divergence: 1.009232, FID: 46.591083]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5417 [D loss: 0.829471, acc.: 63.08%, KL Divergence: 0.198699] [G loss: 1.034511, KL Divergence: 1.034496, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
5418 [D loss: 0.827760, acc.: 62.91%, KL Divergence: 0.198690] [G loss: 0.917764, KL Divergence: 0.917750, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5419 [D loss: 0.858028, acc.: 65.94%, KL Divergence: 0.198677] [G loss: 0.874484, KL Divergence: 0.874470, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5420 [D loss: 0.854888, acc.: 65.62%, KL Divergence: 0.198684] [G loss: 0.899179, KL Divergence: 0.899163, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5421 [D loss: 0.856951, acc.: 65.83%, KL Divergence: 0.198697] [G loss: 0.919208, KL Divergence: 0.919190, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5422 [D loss: 0.829654, acc.: 63.10%, KL Divergence: 0.198687] [G loss: 1.008844, KL Divergence: 1.008827, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5423 [D loss: 0.840649, acc.: 64.20%, KL Divergence: 0.198690] [G loss: 1.010844, KL Divergence: 1.010826, FID: 46.591083]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5424 [D loss: 0.837002, acc.: 63.83%, KL Divergence: 0.198697] [G loss: 0.939129, KL Divergence: 0.939112, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5425 [D loss: 0.835801, acc.: 63.71%, KL Divergence: 0.198705] [G loss: 1.000736, KL Divergence: 1.000717, FID: 46.591083]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5426 [D loss: 0.837447, acc.: 63.87%, KL Divergence: 0.198699] [G loss: 0.898841, KL Divergence: 0.898825, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5427 [D loss: 0.848306, acc.: 64.96%, KL Divergence: 0.198707] [G loss: 0.945083, KL Divergence: 0.945064, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
5428 [D loss: 0.852738, acc.: 65.40%, KL Divergence: 0.198689] [G loss: 0.888267, KL Divergence: 0.888251, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5429 [D loss: 0.832119, acc.: 63.34%, KL Divergence: 0.198687] [G loss: 0.933796, KL Divergence: 0.933781, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5430 [D loss: 0.833212, acc.: 63.45%, KL Divergence: 0.198680] [G loss: 0.954026, KL Divergence: 0.954010, FID: 46.591083]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5431 [D loss: 0.824791, acc.: 62.61%, KL Divergence: 0.198680] [G loss: 1.015043, KL Divergence: 1.015028, FID: 46.591083]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5432 [D loss: 0.847572, acc.: 64.89%, KL Divergence: 0.198679] [G loss: 0.899208, KL Divergence: 0.899193, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5433 [D loss: 0.832516, acc.: 63.38%, KL Divergence: 0.198693] [G loss: 0.933550, KL Divergence: 0.933533, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5434 [D loss: 0.864426, acc.: 66.57%, KL Divergence: 0.198689] [G loss: 0.913165, KL Divergence: 0.913148, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5435 [D loss: 0.837739, acc.: 63.90%, KL Divergence: 0.198694] [G loss: 0.992091, KL Divergence: 0.992074, FID: 46.591083]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5436 [D loss: 0.833857, acc.: 63.52%, KL Divergence: 0.198688] [G loss: 1.023266, KL Divergence: 1.023249, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5437 [D loss: 0.832748, acc.: 63.41%, KL Divergence: 0.198686] [G loss: 0.976765, KL Divergence: 0.976748, FID: 46.591083]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5438 [D loss: 0.835013, acc.: 63.63%, KL Divergence: 0.198688] [G loss: 0.979668, KL Divergence: 0.979650, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5439 [D loss: 0.858012, acc.: 65.93%, KL Divergence: 0.198686] [G loss: 0.906899, KL Divergence: 0.906884, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5440 [D loss: 0.864109, acc.: 66.54%, KL Divergence: 0.198698] [G loss: 0.975676, KL Divergence: 0.975658, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5441 [D loss: 0.850599, acc.: 65.19%, KL Divergence: 0.198688] [G loss: 1.097832, KL Divergence: 1.097816, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5442 [D loss: 0.829173, acc.: 63.05%, KL Divergence: 0.198681] [G loss: 1.065022, KL Divergence: 1.065006, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5443 [D loss: 0.827813, acc.: 62.91%, KL Divergence: 0.198672] [G loss: 0.968283, KL Divergence: 0.968269, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5444 [D loss: 0.827323, acc.: 62.86%, KL Divergence: 0.198675] [G loss: 0.929558, KL Divergence: 0.929543, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5445 [D loss: 0.822469, acc.: 62.38%, KL Divergence: 0.198683] [G loss: 0.960814, KL Divergence: 0.960799, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5446 [D loss: 0.842744, acc.: 64.41%, KL Divergence: 0.198685] [G loss: 0.974845, KL Divergence: 0.974828, FID: 46.591083]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5447 [D loss: 0.834453, acc.: 63.58%, KL Divergence: 0.198697] [G loss: 0.894851, KL Divergence: 0.894835, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5448 [D loss: 0.861282, acc.: 66.26%, KL Divergence: 0.198684] [G loss: 0.891909, KL Divergence: 0.891892, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5449 [D loss: 0.856036, acc.: 65.73%, KL Divergence: 0.198700] [G loss: 0.971116, KL Divergence: 0.971097, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5450 [D loss: 0.851336, acc.: 65.27%, KL Divergence: 0.198686] [G loss: 0.900008, KL Divergence: 0.899992, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5451 [D loss: 0.849333, acc.: 65.06%, KL Divergence: 0.198690] [G loss: 0.952249, KL Divergence: 0.952233, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5452 [D loss: 0.834122, acc.: 63.54%, KL Divergence: 0.198687] [G loss: 0.923654, KL Divergence: 0.923638, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5453 [D loss: 0.849867, acc.: 65.12%, KL Divergence: 0.198689] [G loss: 0.933239, KL Divergence: 0.933224, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5454 [D loss: 0.834191, acc.: 63.55%, KL Divergence: 0.198675] [G loss: 0.954383, KL Divergence: 0.954368, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5455 [D loss: 0.849630, acc.: 65.09%, KL Divergence: 0.198682] [G loss: 0.920133, KL Divergence: 0.920117, FID: 46.591083]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5456 [D loss: 0.826790, acc.: 62.81%, KL Divergence: 0.198683] [G loss: 1.017798, KL Divergence: 1.017782, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5457 [D loss: 0.832328, acc.: 63.36%, KL Divergence: 0.198685] [G loss: 0.886152, KL Divergence: 0.886135, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5458 [D loss: 0.837134, acc.: 63.85%, KL Divergence: 0.198678] [G loss: 0.872490, KL Divergence: 0.872474, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5459 [D loss: 0.836861, acc.: 63.82%, KL Divergence: 0.198705] [G loss: 0.996566, KL Divergence: 0.996547, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5460 [D loss: 0.833538, acc.: 63.48%, KL Divergence: 0.198709] [G loss: 0.973828, KL Divergence: 0.973812, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5461 [D loss: 0.853166, acc.: 65.45%, KL Divergence: 0.198705] [G loss: 0.923626, KL Divergence: 0.923608, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5462 [D loss: 0.846174, acc.: 64.75%, KL Divergence: 0.198684] [G loss: 0.981352, KL Divergence: 0.981336, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5463 [D loss: 0.850399, acc.: 65.17%, KL Divergence: 0.198686] [G loss: 0.895479, KL Divergence: 0.895463, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5464 [D loss: 0.845162, acc.: 64.65%, KL Divergence: 0.198681] [G loss: 0.935652, KL Divergence: 0.935637, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5465 [D loss: 0.834993, acc.: 63.63%, KL Divergence: 0.198681] [G loss: 0.952300, KL Divergence: 0.952284, FID: 46.591083]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5466 [D loss: 0.844761, acc.: 64.61%, KL Divergence: 0.198681] [G loss: 0.928189, KL Divergence: 0.928174, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5467 [D loss: 0.817472, acc.: 61.88%, KL Divergence: 0.198682] [G loss: 1.035151, KL Divergence: 1.035136, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5468 [D loss: 0.831407, acc.: 63.27%, KL Divergence: 0.198680] [G loss: 0.926511, KL Divergence: 0.926495, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5469 [D loss: 0.853738, acc.: 65.51%, KL Divergence: 0.198674] [G loss: 0.837933, KL Divergence: 0.837918, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5470 [D loss: 0.858039, acc.: 65.94%, KL Divergence: 0.198689] [G loss: 0.883440, KL Divergence: 0.883423, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5471 [D loss: 0.857761, acc.: 65.91%, KL Divergence: 0.198683] [G loss: 0.944961, KL Divergence: 0.944944, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5472 [D loss: 0.858835, acc.: 66.02%, KL Divergence: 0.198681] [G loss: 0.892698, KL Divergence: 0.892682, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5473 [D loss: 0.831824, acc.: 63.31%, KL Divergence: 0.198685] [G loss: 0.966975, KL Divergence: 0.966960, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5474 [D loss: 0.835141, acc.: 63.65%, KL Divergence: 0.198682] [G loss: 0.981431, KL Divergence: 0.981415, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5475 [D loss: 0.838911, acc.: 64.02%, KL Divergence: 0.198680] [G loss: 0.905769, KL Divergence: 0.905754, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5476 [D loss: 0.834763, acc.: 63.61%, KL Divergence: 0.198687] [G loss: 1.034018, KL Divergence: 1.034001, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5477 [D loss: 0.835667, acc.: 63.70%, KL Divergence: 0.198682] [G loss: 0.908447, KL Divergence: 0.908432, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5478 [D loss: 0.837268, acc.: 63.86%, KL Divergence: 0.198687] [G loss: 0.971402, KL Divergence: 0.971386, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5479 [D loss: 0.827366, acc.: 62.87%, KL Divergence: 0.198678] [G loss: 0.938709, KL Divergence: 0.938694, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5480 [D loss: 0.866060, acc.: 66.74%, KL Divergence: 0.198689] [G loss: 0.984555, KL Divergence: 0.984538, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5481 [D loss: 0.849191, acc.: 65.05%, KL Divergence: 0.198695] [G loss: 0.881496, KL Divergence: 0.881480, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5482 [D loss: 0.849632, acc.: 65.09%, KL Divergence: 0.198686] [G loss: 0.954299, KL Divergence: 0.954283, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5483 [D loss: 0.851251, acc.: 65.26%, KL Divergence: 0.198686] [G loss: 0.964051, KL Divergence: 0.964035, FID: 46.591083]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5484 [D loss: 0.858155, acc.: 65.95%, KL Divergence: 0.198683] [G loss: 0.921584, KL Divergence: 0.921567, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5485 [D loss: 0.836526, acc.: 63.79%, KL Divergence: 0.198669] [G loss: 0.954830, KL Divergence: 0.954816, FID: 46.591083]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5486 [D loss: 0.848302, acc.: 64.96%, KL Divergence: 0.198674] [G loss: 0.909355, KL Divergence: 0.909340, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5487 [D loss: 0.843229, acc.: 64.45%, KL Divergence: 0.198683] [G loss: 0.977418, KL Divergence: 0.977403, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5488 [D loss: 0.849210, acc.: 65.05%, KL Divergence: 0.198676] [G loss: 0.973839, KL Divergence: 0.973824, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5489 [D loss: 0.842829, acc.: 64.42%, KL Divergence: 0.198677] [G loss: 0.990455, KL Divergence: 0.990439, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5490 [D loss: 0.829977, acc.: 63.13%, KL Divergence: 0.198682] [G loss: 1.022827, KL Divergence: 1.022811, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5491 [D loss: 0.850532, acc.: 65.18%, KL Divergence: 0.198691] [G loss: 0.922913, KL Divergence: 0.922896, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5492 [D loss: 0.845904, acc.: 64.72%, KL Divergence: 0.198686] [G loss: 0.992890, KL Divergence: 0.992873, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5493 [D loss: 0.845855, acc.: 64.72%, KL Divergence: 0.198692] [G loss: 0.952173, KL Divergence: 0.952156, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5494 [D loss: 0.866898, acc.: 66.82%, KL Divergence: 0.198690] [G loss: 0.928479, KL Divergence: 0.928464, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5495 [D loss: 0.852994, acc.: 65.43%, KL Divergence: 0.198688] [G loss: 0.923039, KL Divergence: 0.923023, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5496 [D loss: 0.834952, acc.: 63.63%, KL Divergence: 0.198683] [G loss: 0.940317, KL Divergence: 0.940303, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5497 [D loss: 0.837266, acc.: 63.86%, KL Divergence: 0.198691] [G loss: 0.983372, KL Divergence: 0.983356, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5498 [D loss: 0.831719, acc.: 63.30%, KL Divergence: 0.198678] [G loss: 0.983812, KL Divergence: 0.983798, FID: 46.591083]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5499 [D loss: 0.818975, acc.: 62.03%, KL Divergence: 0.198675] [G loss: 0.970094, KL Divergence: 0.970079, FID: 46.591083]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 83ms/step
4/4 [==============================] - 1s 121ms/step
5500 [D loss: 0.825742, acc.: 62.71%, KL Divergence: 0.198672] [G loss: 0.919027, KL Divergence: 0.919013, FID: 52.461354]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 79ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5501 [D loss: 0.839395, acc.: 64.07%, KL Divergence: 0.198682] [G loss: 0.926258, KL Divergence: 0.926242, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5502 [D loss: 0.859089, acc.: 66.04%, KL Divergence: 0.198679] [G loss: 0.903558, KL Divergence: 0.903543, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5503 [D loss: 0.835734, acc.: 63.71%, KL Divergence: 0.198683] [G loss: 0.976153, KL Divergence: 0.976137, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5504 [D loss: 0.853191, acc.: 65.45%, KL Divergence: 0.198690] [G loss: 0.926462, KL Divergence: 0.926445, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5505 [D loss: 0.834226, acc.: 63.55%, KL Divergence: 0.198702] [G loss: 1.048520, KL Divergence: 1.048503, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5506 [D loss: 0.846425, acc.: 64.77%, KL Divergence: 0.198695] [G loss: 1.039917, KL Divergence: 1.039900, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5507 [D loss: 0.853045, acc.: 65.43%, KL Divergence: 0.198698] [G loss: 0.981892, KL Divergence: 0.981874, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5508 [D loss: 0.839755, acc.: 64.11%, KL Divergence: 0.198685] [G loss: 0.971761, KL Divergence: 0.971745, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5509 [D loss: 0.832475, acc.: 63.38%, KL Divergence: 0.198679] [G loss: 0.998446, KL Divergence: 0.998430, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5510 [D loss: 0.838813, acc.: 64.01%, KL Divergence: 0.198684] [G loss: 0.958985, KL Divergence: 0.958971, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5511 [D loss: 0.831417, acc.: 63.27%, KL Divergence: 0.198674] [G loss: 0.942443, KL Divergence: 0.942429, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5512 [D loss: 0.858394, acc.: 65.97%, KL Divergence: 0.198669] [G loss: 0.888895, KL Divergence: 0.888881, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5513 [D loss: 0.845353, acc.: 64.67%, KL Divergence: 0.198673] [G loss: 0.865857, KL Divergence: 0.865842, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5514 [D loss: 0.868903, acc.: 67.02%, KL Divergence: 0.198676] [G loss: 0.848360, KL Divergence: 0.848346, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5515 [D loss: 0.853132, acc.: 65.45%, KL Divergence: 0.198674] [G loss: 0.883820, KL Divergence: 0.883806, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5516 [D loss: 0.840994, acc.: 64.23%, KL Divergence: 0.198682] [G loss: 0.970247, KL Divergence: 0.970233, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5517 [D loss: 0.828022, acc.: 62.93%, KL Divergence: 0.198677] [G loss: 0.975302, KL Divergence: 0.975287, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5518 [D loss: 0.837765, acc.: 63.91%, KL Divergence: 0.198678] [G loss: 0.999700, KL Divergence: 0.999685, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5519 [D loss: 0.833991, acc.: 63.53%, KL Divergence: 0.198688] [G loss: 0.917425, KL Divergence: 0.917408, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5520 [D loss: 0.829302, acc.: 63.06%, KL Divergence: 0.198687] [G loss: 1.000311, KL Divergence: 1.000296, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5521 [D loss: 0.850979, acc.: 65.23%, KL Divergence: 0.198696] [G loss: 0.879541, KL Divergence: 0.879523, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5522 [D loss: 0.857354, acc.: 65.87%, KL Divergence: 0.198682] [G loss: 0.904710, KL Divergence: 0.904695, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5523 [D loss: 0.849845, acc.: 65.12%, KL Divergence: 0.198686] [G loss: 0.946875, KL Divergence: 0.946860, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5524 [D loss: 0.857547, acc.: 65.89%, KL Divergence: 0.198677] [G loss: 0.981604, KL Divergence: 0.981589, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5525 [D loss: 0.844576, acc.: 64.59%, KL Divergence: 0.198670] [G loss: 0.938081, KL Divergence: 0.938067, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5526 [D loss: 0.822265, acc.: 62.36%, KL Divergence: 0.198668] [G loss: 0.977498, KL Divergence: 0.977484, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5527 [D loss: 0.815886, acc.: 61.72%, KL Divergence: 0.198680] [G loss: 1.030234, KL Divergence: 1.030219, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5528 [D loss: 0.830545, acc.: 63.19%, KL Divergence: 0.198676] [G loss: 0.983944, KL Divergence: 0.983929, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5529 [D loss: 0.845503, acc.: 64.68%, KL Divergence: 0.198685] [G loss: 1.015784, KL Divergence: 1.015768, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5530 [D loss: 0.840177, acc.: 64.15%, KL Divergence: 0.198683] [G loss: 0.953781, KL Divergence: 0.953765, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5531 [D loss: 0.851955, acc.: 65.33%, KL Divergence: 0.198685] [G loss: 0.958366, KL Divergence: 0.958350, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5532 [D loss: 0.851533, acc.: 65.29%, KL Divergence: 0.198672] [G loss: 0.942095, KL Divergence: 0.942080, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5533 [D loss: 0.842824, acc.: 64.41%, KL Divergence: 0.198691] [G loss: 1.051157, KL Divergence: 1.051138, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5534 [D loss: 0.844421, acc.: 64.57%, KL Divergence: 0.198678] [G loss: 0.922392, KL Divergence: 0.922378, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5535 [D loss: 0.850130, acc.: 65.15%, KL Divergence: 0.198671] [G loss: 0.917197, KL Divergence: 0.917182, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5536 [D loss: 0.836330, acc.: 63.77%, KL Divergence: 0.198674] [G loss: 0.912285, KL Divergence: 0.912271, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5537 [D loss: 0.839783, acc.: 64.11%, KL Divergence: 0.198681] [G loss: 0.929972, KL Divergence: 0.929957, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5538 [D loss: 0.840241, acc.: 64.16%, KL Divergence: 0.198671] [G loss: 0.892480, KL Divergence: 0.892466, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5539 [D loss: 0.830124, acc.: 63.14%, KL Divergence: 0.198679] [G loss: 0.922470, KL Divergence: 0.922455, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5540 [D loss: 0.829630, acc.: 63.10%, KL Divergence: 0.198679] [G loss: 0.977886, KL Divergence: 0.977872, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5541 [D loss: 0.851762, acc.: 65.31%, KL Divergence: 0.198684] [G loss: 0.901717, KL Divergence: 0.901702, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5542 [D loss: 0.846492, acc.: 64.78%, KL Divergence: 0.198669] [G loss: 0.945659, KL Divergence: 0.945645, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5543 [D loss: 0.854137, acc.: 65.55%, KL Divergence: 0.198685] [G loss: 0.980594, KL Divergence: 0.980577, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5544 [D loss: 0.832702, acc.: 63.40%, KL Divergence: 0.198680] [G loss: 0.962799, KL Divergence: 0.962784, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5545 [D loss: 0.845075, acc.: 64.64%, KL Divergence: 0.198676] [G loss: 0.978440, KL Divergence: 0.978425, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5546 [D loss: 0.825081, acc.: 62.64%, KL Divergence: 0.198672] [G loss: 1.019177, KL Divergence: 1.019162, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5547 [D loss: 0.833608, acc.: 63.49%, KL Divergence: 0.198684] [G loss: 1.024391, KL Divergence: 1.024375, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5548 [D loss: 0.826466, acc.: 62.78%, KL Divergence: 0.198676] [G loss: 0.942924, KL Divergence: 0.942910, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5549 [D loss: 0.856589, acc.: 65.79%, KL Divergence: 0.198677] [G loss: 0.889733, KL Divergence: 0.889718, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5550 [D loss: 0.853202, acc.: 65.45%, KL Divergence: 0.198671] [G loss: 0.948999, KL Divergence: 0.948984, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5551 [D loss: 0.863687, acc.: 66.50%, KL Divergence: 0.198671] [G loss: 0.938067, KL Divergence: 0.938052, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5552 [D loss: 0.850147, acc.: 65.15%, KL Divergence: 0.198668] [G loss: 0.938685, KL Divergence: 0.938671, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5553 [D loss: 0.825785, acc.: 62.71%, KL Divergence: 0.198673] [G loss: 0.938161, KL Divergence: 0.938148, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5554 [D loss: 0.825568, acc.: 62.69%, KL Divergence: 0.198663] [G loss: 0.963643, KL Divergence: 0.963630, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5555 [D loss: 0.835235, acc.: 63.66%, KL Divergence: 0.198669] [G loss: 0.867581, KL Divergence: 0.867567, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5556 [D loss: 0.834675, acc.: 63.60%, KL Divergence: 0.198670] [G loss: 0.942404, KL Divergence: 0.942389, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5557 [D loss: 0.848855, acc.: 65.02%, KL Divergence: 0.198680] [G loss: 0.942319, KL Divergence: 0.942303, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5558 [D loss: 0.840965, acc.: 64.23%, KL Divergence: 0.198680] [G loss: 0.900693, KL Divergence: 0.900679, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5559 [D loss: 0.827817, acc.: 62.91%, KL Divergence: 0.198692] [G loss: 0.944468, KL Divergence: 0.944452, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5560 [D loss: 0.833488, acc.: 63.48%, KL Divergence: 0.198686] [G loss: 1.041166, KL Divergence: 1.041151, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5561 [D loss: 0.848634, acc.: 64.99%, KL Divergence: 0.198684] [G loss: 0.954227, KL Divergence: 0.954211, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
5562 [D loss: 0.832689, acc.: 63.40%, KL Divergence: 0.198670] [G loss: 0.990422, KL Divergence: 0.990408, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5563 [D loss: 0.831506, acc.: 63.28%, KL Divergence: 0.198678] [G loss: 0.987392, KL Divergence: 0.987377, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5564 [D loss: 0.847036, acc.: 64.84%, KL Divergence: 0.198677] [G loss: 0.918269, KL Divergence: 0.918254, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5565 [D loss: 0.857292, acc.: 65.86%, KL Divergence: 0.198683] [G loss: 0.973982, KL Divergence: 0.973965, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5566 [D loss: 0.842137, acc.: 64.35%, KL Divergence: 0.198681] [G loss: 0.997981, KL Divergence: 0.997966, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5567 [D loss: 0.849173, acc.: 65.05%, KL Divergence: 0.198682] [G loss: 0.987222, KL Divergence: 0.987206, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5568 [D loss: 0.839648, acc.: 64.10%, KL Divergence: 0.198666] [G loss: 0.953680, KL Divergence: 0.953666, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5569 [D loss: 0.848214, acc.: 64.95%, KL Divergence: 0.198668] [G loss: 0.923560, KL Divergence: 0.923545, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5570 [D loss: 0.825936, acc.: 62.73%, KL Divergence: 0.198673] [G loss: 0.955669, KL Divergence: 0.955655, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5571 [D loss: 0.821064, acc.: 62.24%, KL Divergence: 0.198676] [G loss: 0.922855, KL Divergence: 0.922840, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5572 [D loss: 0.845074, acc.: 64.64%, KL Divergence: 0.198672] [G loss: 0.884481, KL Divergence: 0.884468, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5573 [D loss: 0.846839, acc.: 64.82%, KL Divergence: 0.198675] [G loss: 0.936759, KL Divergence: 0.936745, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5574 [D loss: 0.838981, acc.: 64.03%, KL Divergence: 0.198676] [G loss: 1.030075, KL Divergence: 1.030060, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5575 [D loss: 0.850341, acc.: 65.17%, KL Divergence: 0.198673] [G loss: 0.888628, KL Divergence: 0.888614, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5576 [D loss: 0.846820, acc.: 64.81%, KL Divergence: 0.198676] [G loss: 0.961002, KL Divergence: 0.960986, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5577 [D loss: 0.834082, acc.: 63.54%, KL Divergence: 0.198673] [G loss: 0.983962, KL Divergence: 0.983945, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5578 [D loss: 0.836318, acc.: 63.76%, KL Divergence: 0.198679] [G loss: 0.978793, KL Divergence: 0.978778, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5579 [D loss: 0.834878, acc.: 63.62%, KL Divergence: 0.198685] [G loss: 0.982872, KL Divergence: 0.982855, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5580 [D loss: 0.843460, acc.: 64.48%, KL Divergence: 0.198672] [G loss: 0.972854, KL Divergence: 0.972839, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5581 [D loss: 0.832124, acc.: 63.34%, KL Divergence: 0.198680] [G loss: 0.986538, KL Divergence: 0.986523, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5582 [D loss: 0.841608, acc.: 64.29%, KL Divergence: 0.198665] [G loss: 0.898461, KL Divergence: 0.898447, FID: 52.461354]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5583 [D loss: 0.835717, acc.: 63.70%, KL Divergence: 0.198674] [G loss: 1.006879, KL Divergence: 1.006864, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5584 [D loss: 0.832415, acc.: 63.37%, KL Divergence: 0.198670] [G loss: 0.931306, KL Divergence: 0.931293, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5585 [D loss: 0.842927, acc.: 64.43%, KL Divergence: 0.198673] [G loss: 0.948166, KL Divergence: 0.948152, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5586 [D loss: 0.852690, acc.: 65.40%, KL Divergence: 0.198668] [G loss: 0.860731, KL Divergence: 0.860716, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5587 [D loss: 0.837036, acc.: 63.84%, KL Divergence: 0.198673] [G loss: 0.998302, KL Divergence: 0.998286, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5588 [D loss: 0.843842, acc.: 64.52%, KL Divergence: 0.198683] [G loss: 0.921157, KL Divergence: 0.921141, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5589 [D loss: 0.855362, acc.: 65.67%, KL Divergence: 0.198684] [G loss: 0.895904, KL Divergence: 0.895889, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5590 [D loss: 0.845684, acc.: 64.70%, KL Divergence: 0.198689] [G loss: 0.959038, KL Divergence: 0.959022, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5591 [D loss: 0.836325, acc.: 63.76%, KL Divergence: 0.198703] [G loss: 0.960859, KL Divergence: 0.960845, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5592 [D loss: 0.857396, acc.: 65.87%, KL Divergence: 0.198679] [G loss: 0.918143, KL Divergence: 0.918129, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5593 [D loss: 0.828958, acc.: 63.03%, KL Divergence: 0.198692] [G loss: 0.942974, KL Divergence: 0.942960, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5594 [D loss: 0.815747, acc.: 61.71%, KL Divergence: 0.198690] [G loss: 0.998492, KL Divergence: 0.998477, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5595 [D loss: 0.847028, acc.: 64.84%, KL Divergence: 0.198663] [G loss: 0.941526, KL Divergence: 0.941512, FID: 52.461354]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5596 [D loss: 0.843912, acc.: 64.52%, KL Divergence: 0.198670] [G loss: 0.903233, KL Divergence: 0.903219, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5597 [D loss: 0.830510, acc.: 63.18%, KL Divergence: 0.198674] [G loss: 0.992018, KL Divergence: 0.992003, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5598 [D loss: 0.842513, acc.: 64.38%, KL Divergence: 0.198679] [G loss: 1.015951, KL Divergence: 1.015936, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5599 [D loss: 0.860332, acc.: 66.16%, KL Divergence: 0.198686] [G loss: 0.961391, KL Divergence: 0.961374, FID: 52.461354]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 82ms/step
4/4 [==============================] - 1s 98ms/step
5600 [D loss: 0.857706, acc.: 65.90%, KL Divergence: 0.198685] [G loss: 0.994921, KL Divergence: 0.994906, FID: 47.909522]
1/1 [==============================] - 0s 23ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5601 [D loss: 0.861853, acc.: 66.32%, KL Divergence: 0.198682] [G loss: 0.992904, KL Divergence: 0.992888, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5602 [D loss: 0.844564, acc.: 64.59%, KL Divergence: 0.198671] [G loss: 1.045179, KL Divergence: 1.045164, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5603 [D loss: 0.832070, acc.: 63.34%, KL Divergence: 0.198674] [G loss: 0.980505, KL Divergence: 0.980489, FID: 47.909522]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5604 [D loss: 0.837450, acc.: 63.88%, KL Divergence: 0.198666] [G loss: 0.923055, KL Divergence: 0.923042, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5605 [D loss: 0.847979, acc.: 64.93%, KL Divergence: 0.198683] [G loss: 0.932485, KL Divergence: 0.932470, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5606 [D loss: 0.838587, acc.: 63.99%, KL Divergence: 0.198670] [G loss: 0.953142, KL Divergence: 0.953127, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5607 [D loss: 0.855675, acc.: 65.70%, KL Divergence: 0.198666] [G loss: 0.890580, KL Divergence: 0.890566, FID: 47.909522]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5608 [D loss: 0.847555, acc.: 64.89%, KL Divergence: 0.198657] [G loss: 0.922534, KL Divergence: 0.922521, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5609 [D loss: 0.845641, acc.: 64.70%, KL Divergence: 0.198665] [G loss: 0.931412, KL Divergence: 0.931397, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5610 [D loss: 0.836001, acc.: 63.73%, KL Divergence: 0.198664] [G loss: 0.919939, KL Divergence: 0.919926, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5611 [D loss: 0.845656, acc.: 64.70%, KL Divergence: 0.198665] [G loss: 0.924047, KL Divergence: 0.924032, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5612 [D loss: 0.851725, acc.: 65.31%, KL Divergence: 0.198666] [G loss: 0.937912, KL Divergence: 0.937898, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5613 [D loss: 0.848058, acc.: 64.94%, KL Divergence: 0.198676] [G loss: 0.956132, KL Divergence: 0.956116, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5614 [D loss: 0.837640, acc.: 63.90%, KL Divergence: 0.198676] [G loss: 0.943718, KL Divergence: 0.943704, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5615 [D loss: 0.840618, acc.: 64.19%, KL Divergence: 0.198681] [G loss: 0.955380, KL Divergence: 0.955364, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5616 [D loss: 0.836352, acc.: 63.77%, KL Divergence: 0.198674] [G loss: 0.924762, KL Divergence: 0.924748, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5617 [D loss: 0.852660, acc.: 65.40%, KL Divergence: 0.198676] [G loss: 0.912374, KL Divergence: 0.912360, FID: 47.909522]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5618 [D loss: 0.862569, acc.: 66.39%, KL Divergence: 0.198657] [G loss: 0.922269, KL Divergence: 0.922256, FID: 47.909522]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5619 [D loss: 0.841875, acc.: 64.32%, KL Divergence: 0.198662] [G loss: 0.911494, KL Divergence: 0.911481, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5620 [D loss: 0.830315, acc.: 63.17%, KL Divergence: 0.198663] [G loss: 0.983252, KL Divergence: 0.983238, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5621 [D loss: 0.847082, acc.: 64.84%, KL Divergence: 0.198655] [G loss: 0.898552, KL Divergence: 0.898539, FID: 47.909522]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5622 [D loss: 0.831693, acc.: 63.30%, KL Divergence: 0.198660] [G loss: 1.001771, KL Divergence: 1.001757, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5623 [D loss: 0.855828, acc.: 65.72%, KL Divergence: 0.198666] [G loss: 0.916499, KL Divergence: 0.916486, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5624 [D loss: 0.836962, acc.: 63.83%, KL Divergence: 0.198666] [G loss: 0.952213, KL Divergence: 0.952200, FID: 47.909522]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5625 [D loss: 0.831030, acc.: 63.24%, KL Divergence: 0.198678] [G loss: 0.990883, KL Divergence: 0.990866, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5626 [D loss: 0.843437, acc.: 64.47%, KL Divergence: 0.198689] [G loss: 1.019883, KL Divergence: 1.019867, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5627 [D loss: 0.863067, acc.: 66.44%, KL Divergence: 0.198679] [G loss: 0.882516, KL Divergence: 0.882501, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5628 [D loss: 0.862656, acc.: 66.40%, KL Divergence: 0.198677] [G loss: 1.002741, KL Divergence: 1.002725, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5629 [D loss: 0.842083, acc.: 64.34%, KL Divergence: 0.198660] [G loss: 0.946490, KL Divergence: 0.946477, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5630 [D loss: 0.834119, acc.: 63.54%, KL Divergence: 0.198680] [G loss: 1.011076, KL Divergence: 1.011061, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5631 [D loss: 0.816566, acc.: 61.79%, KL Divergence: 0.198661] [G loss: 0.970250, KL Divergence: 0.970237, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5632 [D loss: 0.831145, acc.: 63.25%, KL Divergence: 0.198663] [G loss: 1.001945, KL Divergence: 1.001933, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5633 [D loss: 0.825007, acc.: 62.63%, KL Divergence: 0.198664] [G loss: 1.013988, KL Divergence: 1.013974, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5634 [D loss: 0.801583, acc.: 60.29%, KL Divergence: 0.198667] [G loss: 1.102795, KL Divergence: 1.102781, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5635 [D loss: 0.797682, acc.: 59.90%, KL Divergence: 0.198669] [G loss: 1.023987, KL Divergence: 1.023973, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5636 [D loss: 0.814432, acc.: 61.57%, KL Divergence: 0.198692] [G loss: 1.001314, KL Divergence: 1.001298, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5637 [D loss: 0.822929, acc.: 62.42%, KL Divergence: 0.198700] [G loss: 1.112417, KL Divergence: 1.112398, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5638 [D loss: 0.861706, acc.: 66.30%, KL Divergence: 0.198734] [G loss: 0.877183, KL Divergence: 0.877167, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5639 [D loss: 0.862030, acc.: 66.33%, KL Divergence: 0.198724] [G loss: 0.888065, KL Divergence: 0.888050, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5640 [D loss: 0.872773, acc.: 67.41%, KL Divergence: 0.198686] [G loss: 0.972138, KL Divergence: 0.972123, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5641 [D loss: 0.848523, acc.: 64.98%, KL Divergence: 0.198681] [G loss: 0.972600, KL Divergence: 0.972585, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5642 [D loss: 0.837870, acc.: 63.92%, KL Divergence: 0.198717] [G loss: 0.942950, KL Divergence: 0.942935, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5643 [D loss: 0.837462, acc.: 63.88%, KL Divergence: 0.198674] [G loss: 0.967074, KL Divergence: 0.967061, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5644 [D loss: 0.844251, acc.: 64.56%, KL Divergence: 0.198660] [G loss: 0.914506, KL Divergence: 0.914494, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5645 [D loss: 0.825735, acc.: 62.71%, KL Divergence: 0.198657] [G loss: 0.962774, KL Divergence: 0.962760, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5646 [D loss: 0.859728, acc.: 66.11%, KL Divergence: 0.198665] [G loss: 0.934789, KL Divergence: 0.934776, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5647 [D loss: 0.838849, acc.: 64.02%, KL Divergence: 0.198666] [G loss: 1.004454, KL Divergence: 1.004440, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5648 [D loss: 0.846680, acc.: 64.80%, KL Divergence: 0.198657] [G loss: 0.903390, KL Divergence: 0.903377, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5649 [D loss: 0.838143, acc.: 63.95%, KL Divergence: 0.198675] [G loss: 0.926062, KL Divergence: 0.926048, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5650 [D loss: 0.836908, acc.: 63.82%, KL Divergence: 0.198664] [G loss: 0.914206, KL Divergence: 0.914193, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5651 [D loss: 0.851956, acc.: 65.33%, KL Divergence: 0.198684] [G loss: 0.994526, KL Divergence: 0.994508, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5652 [D loss: 0.856466, acc.: 65.78%, KL Divergence: 0.198690] [G loss: 0.963738, KL Divergence: 0.963725, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5653 [D loss: 0.843792, acc.: 64.51%, KL Divergence: 0.198666] [G loss: 0.924017, KL Divergence: 0.924003, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5654 [D loss: 0.825334, acc.: 62.67%, KL Divergence: 0.198664] [G loss: 0.980691, KL Divergence: 0.980677, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5655 [D loss: 0.845513, acc.: 64.68%, KL Divergence: 0.198668] [G loss: 0.858597, KL Divergence: 0.858584, FID: 47.909522]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5656 [D loss: 0.846724, acc.: 64.81%, KL Divergence: 0.198658] [G loss: 0.927518, KL Divergence: 0.927505, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5657 [D loss: 0.853224, acc.: 65.46%, KL Divergence: 0.198652] [G loss: 0.886388, KL Divergence: 0.886376, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5658 [D loss: 0.838031, acc.: 63.94%, KL Divergence: 0.198653] [G loss: 0.969179, KL Divergence: 0.969166, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5659 [D loss: 0.840731, acc.: 64.21%, KL Divergence: 0.198660] [G loss: 0.958948, KL Divergence: 0.958934, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5660 [D loss: 0.840807, acc.: 64.22%, KL Divergence: 0.198648] [G loss: 0.924913, KL Divergence: 0.924901, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5661 [D loss: 0.843303, acc.: 64.46%, KL Divergence: 0.198667] [G loss: 1.009401, KL Divergence: 1.009386, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5662 [D loss: 0.823583, acc.: 62.49%, KL Divergence: 0.198659] [G loss: 1.003786, KL Divergence: 1.003773, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5663 [D loss: 0.822390, acc.: 62.37%, KL Divergence: 0.198663] [G loss: 1.092766, KL Divergence: 1.092751, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5664 [D loss: 0.839045, acc.: 64.04%, KL Divergence: 0.198671] [G loss: 0.957574, KL Divergence: 0.957560, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5665 [D loss: 0.858095, acc.: 65.94%, KL Divergence: 0.198667] [G loss: 0.963512, KL Divergence: 0.963498, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5666 [D loss: 0.850806, acc.: 65.21%, KL Divergence: 0.198659] [G loss: 0.942433, KL Divergence: 0.942420, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5667 [D loss: 0.849247, acc.: 65.06%, KL Divergence: 0.198661] [G loss: 1.026393, KL Divergence: 1.026378, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5668 [D loss: 0.836826, acc.: 63.82%, KL Divergence: 0.198657] [G loss: 1.020051, KL Divergence: 1.020038, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5669 [D loss: 0.827377, acc.: 62.87%, KL Divergence: 0.198659] [G loss: 0.995494, KL Divergence: 0.995481, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5670 [D loss: 0.857631, acc.: 65.90%, KL Divergence: 0.198645] [G loss: 0.887064, KL Divergence: 0.887052, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5671 [D loss: 0.837313, acc.: 63.87%, KL Divergence: 0.198657] [G loss: 0.910014, KL Divergence: 0.910001, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5672 [D loss: 0.833450, acc.: 63.48%, KL Divergence: 0.198655] [G loss: 0.947748, KL Divergence: 0.947736, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5673 [D loss: 0.842404, acc.: 64.37%, KL Divergence: 0.198658] [G loss: 0.932841, KL Divergence: 0.932827, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5674 [D loss: 0.858120, acc.: 65.95%, KL Divergence: 0.198653] [G loss: 0.858700, KL Divergence: 0.858687, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5675 [D loss: 0.845201, acc.: 64.65%, KL Divergence: 0.198657] [G loss: 1.016457, KL Divergence: 1.016443, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5676 [D loss: 0.844929, acc.: 64.63%, KL Divergence: 0.198652] [G loss: 0.928157, KL Divergence: 0.928145, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5677 [D loss: 0.839441, acc.: 64.08%, KL Divergence: 0.198660] [G loss: 1.001315, KL Divergence: 1.001302, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5678 [D loss: 0.836151, acc.: 63.75%, KL Divergence: 0.198652] [G loss: 0.963708, KL Divergence: 0.963696, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5679 [D loss: 0.842428, acc.: 64.38%, KL Divergence: 0.198654] [G loss: 0.938107, KL Divergence: 0.938094, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5680 [D loss: 0.840097, acc.: 64.14%, KL Divergence: 0.198647] [G loss: 0.940631, KL Divergence: 0.940619, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5681 [D loss: 0.841639, acc.: 64.30%, KL Divergence: 0.198646] [G loss: 0.992816, KL Divergence: 0.992804, FID: 47.909522]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5682 [D loss: 0.830977, acc.: 63.23%, KL Divergence: 0.198648] [G loss: 1.010365, KL Divergence: 1.010352, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5683 [D loss: 0.867105, acc.: 66.85%, KL Divergence: 0.198654] [G loss: 0.894898, KL Divergence: 0.894885, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5684 [D loss: 0.858952, acc.: 66.03%, KL Divergence: 0.198661] [G loss: 0.935646, KL Divergence: 0.935632, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5685 [D loss: 0.872844, acc.: 67.42%, KL Divergence: 0.198664] [G loss: 0.920597, KL Divergence: 0.920583, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5686 [D loss: 0.848414, acc.: 64.98%, KL Divergence: 0.198653] [G loss: 0.917711, KL Divergence: 0.917698, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5687 [D loss: 0.822912, acc.: 62.43%, KL Divergence: 0.198649] [G loss: 1.015420, KL Divergence: 1.015409, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5688 [D loss: 0.828423, acc.: 62.98%, KL Divergence: 0.198657] [G loss: 0.989296, KL Divergence: 0.989283, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5689 [D loss: 0.848836, acc.: 65.02%, KL Divergence: 0.198652] [G loss: 0.906572, KL Divergence: 0.906559, FID: 47.909522]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5690 [D loss: 0.824780, acc.: 62.61%, KL Divergence: 0.198653] [G loss: 1.027050, KL Divergence: 1.027036, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5691 [D loss: 0.858288, acc.: 65.96%, KL Divergence: 0.198646] [G loss: 0.896981, KL Divergence: 0.896969, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5692 [D loss: 0.847442, acc.: 64.88%, KL Divergence: 0.198658] [G loss: 0.936587, KL Divergence: 0.936574, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5693 [D loss: 0.850504, acc.: 65.19%, KL Divergence: 0.198647] [G loss: 0.931328, KL Divergence: 0.931316, FID: 47.909522]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5694 [D loss: 0.848427, acc.: 64.98%, KL Divergence: 0.198665] [G loss: 1.061498, KL Divergence: 1.061484, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5695 [D loss: 0.848897, acc.: 65.02%, KL Divergence: 0.198657] [G loss: 0.913635, KL Divergence: 0.913622, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5696 [D loss: 0.844360, acc.: 64.57%, KL Divergence: 0.198656] [G loss: 0.893054, KL Divergence: 0.893041, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5697 [D loss: 0.852025, acc.: 65.34%, KL Divergence: 0.198662] [G loss: 0.901233, KL Divergence: 0.901221, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5698 [D loss: 0.857248, acc.: 65.86%, KL Divergence: 0.198660] [G loss: 0.939885, KL Divergence: 0.939871, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5699 [D loss: 0.839696, acc.: 64.10%, KL Divergence: 0.198651] [G loss: 0.987676, KL Divergence: 0.987664, FID: 47.909522]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 82ms/step
4/4 [==============================] - 2s 111ms/step
5700 [D loss: 0.853906, acc.: 65.52%, KL Divergence: 0.198656] [G loss: 0.921578, KL Divergence: 0.921566, FID: 41.609050]
1/1 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5701 [D loss: 0.817022, acc.: 61.84%, KL Divergence: 0.198650] [G loss: 0.984848, KL Divergence: 0.984836, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5702 [D loss: 0.829856, acc.: 63.12%, KL Divergence: 0.198651] [G loss: 0.943838, KL Divergence: 0.943825, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5703 [D loss: 0.852388, acc.: 65.37%, KL Divergence: 0.198646] [G loss: 0.911500, KL Divergence: 0.911488, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5704 [D loss: 0.855772, acc.: 65.71%, KL Divergence: 0.198650] [G loss: 0.866669, KL Divergence: 0.866657, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5705 [D loss: 0.831331, acc.: 63.27%, KL Divergence: 0.198654] [G loss: 0.988962, KL Divergence: 0.988949, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5706 [D loss: 0.823240, acc.: 62.46%, KL Divergence: 0.198658] [G loss: 1.052134, KL Divergence: 1.052121, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5707 [D loss: 0.850190, acc.: 65.15%, KL Divergence: 0.198654] [G loss: 0.885524, KL Divergence: 0.885512, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5708 [D loss: 0.845224, acc.: 64.66%, KL Divergence: 0.198657] [G loss: 0.931331, KL Divergence: 0.931318, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5709 [D loss: 0.856156, acc.: 65.75%, KL Divergence: 0.198667] [G loss: 0.990651, KL Divergence: 0.990636, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5710 [D loss: 0.851030, acc.: 65.24%, KL Divergence: 0.198656] [G loss: 0.936359, KL Divergence: 0.936346, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5711 [D loss: 0.856691, acc.: 65.80%, KL Divergence: 0.198655] [G loss: 0.995139, KL Divergence: 0.995126, FID: 41.609050]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5712 [D loss: 0.836234, acc.: 63.76%, KL Divergence: 0.198649] [G loss: 1.011222, KL Divergence: 1.011210, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5713 [D loss: 0.841467, acc.: 64.28%, KL Divergence: 0.198643] [G loss: 0.917760, KL Divergence: 0.917747, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5714 [D loss: 0.832286, acc.: 63.36%, KL Divergence: 0.198647] [G loss: 0.921200, KL Divergence: 0.921188, FID: 41.609050]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5715 [D loss: 0.832821, acc.: 63.42%, KL Divergence: 0.198645] [G loss: 0.932470, KL Divergence: 0.932458, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5716 [D loss: 0.841259, acc.: 64.26%, KL Divergence: 0.198650] [G loss: 0.905508, KL Divergence: 0.905496, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5717 [D loss: 0.842660, acc.: 64.40%, KL Divergence: 0.198656] [G loss: 0.913096, KL Divergence: 0.913083, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5718 [D loss: 0.873578, acc.: 67.49%, KL Divergence: 0.198656] [G loss: 0.911521, KL Divergence: 0.911507, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5719 [D loss: 0.864460, acc.: 66.58%, KL Divergence: 0.198650] [G loss: 0.896173, KL Divergence: 0.896160, FID: 41.609050]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5720 [D loss: 0.836049, acc.: 63.74%, KL Divergence: 0.198654] [G loss: 0.972941, KL Divergence: 0.972928, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5721 [D loss: 0.841428, acc.: 64.28%, KL Divergence: 0.198654] [G loss: 0.965421, KL Divergence: 0.965408, FID: 41.609050]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5722 [D loss: 0.829076, acc.: 63.04%, KL Divergence: 0.198655] [G loss: 1.001398, KL Divergence: 1.001385, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5723 [D loss: 0.832870, acc.: 63.42%, KL Divergence: 0.198655] [G loss: 0.969028, KL Divergence: 0.969016, FID: 41.609050]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5724 [D loss: 0.835709, acc.: 63.71%, KL Divergence: 0.198659] [G loss: 0.908789, KL Divergence: 0.908775, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5725 [D loss: 0.846881, acc.: 64.82%, KL Divergence: 0.198656] [G loss: 0.906077, KL Divergence: 0.906065, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5726 [D loss: 0.844902, acc.: 64.63%, KL Divergence: 0.198649] [G loss: 0.930644, KL Divergence: 0.930632, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5727 [D loss: 0.857143, acc.: 65.85%, KL Divergence: 0.198647] [G loss: 0.894039, KL Divergence: 0.894027, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5728 [D loss: 0.825886, acc.: 62.72%, KL Divergence: 0.198642] [G loss: 0.985081, KL Divergence: 0.985070, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5729 [D loss: 0.834195, acc.: 63.55%, KL Divergence: 0.198651] [G loss: 0.923639, KL Divergence: 0.923626, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5730 [D loss: 0.868784, acc.: 67.01%, KL Divergence: 0.198645] [G loss: 0.861160, KL Divergence: 0.861148, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5731 [D loss: 0.852530, acc.: 65.39%, KL Divergence: 0.198655] [G loss: 0.893963, KL Divergence: 0.893951, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5732 [D loss: 0.872010, acc.: 67.34%, KL Divergence: 0.198647] [G loss: 0.911076, KL Divergence: 0.911064, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5733 [D loss: 0.852590, acc.: 65.39%, KL Divergence: 0.198653] [G loss: 1.003450, KL Divergence: 1.003436, FID: 41.609050]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5734 [D loss: 0.834261, acc.: 63.56%, KL Divergence: 0.198648] [G loss: 0.971343, KL Divergence: 0.971331, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5735 [D loss: 0.823764, acc.: 62.51%, KL Divergence: 0.198655] [G loss: 0.975065, KL Divergence: 0.975053, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5736 [D loss: 0.834070, acc.: 63.54%, KL Divergence: 0.198644] [G loss: 0.924203, KL Divergence: 0.924192, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5737 [D loss: 0.832193, acc.: 63.35%, KL Divergence: 0.198657] [G loss: 0.932500, KL Divergence: 0.932487, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5738 [D loss: 0.818607, acc.: 61.99%, KL Divergence: 0.198665] [G loss: 0.965677, KL Divergence: 0.965664, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5739 [D loss: 0.872972, acc.: 67.43%, KL Divergence: 0.198653] [G loss: 0.820228, KL Divergence: 0.820215, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5740 [D loss: 0.868822, acc.: 67.02%, KL Divergence: 0.198645] [G loss: 0.901434, KL Divergence: 0.901422, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5741 [D loss: 0.831446, acc.: 63.28%, KL Divergence: 0.198652] [G loss: 0.979045, KL Divergence: 0.979033, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5742 [D loss: 0.821900, acc.: 62.33%, KL Divergence: 0.198645] [G loss: 1.003254, KL Divergence: 1.003242, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5743 [D loss: 0.838628, acc.: 64.00%, KL Divergence: 0.198642] [G loss: 0.935747, KL Divergence: 0.935735, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5744 [D loss: 0.817587, acc.: 61.89%, KL Divergence: 0.198657] [G loss: 0.920929, KL Divergence: 0.920916, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5745 [D loss: 0.843811, acc.: 64.52%, KL Divergence: 0.198651] [G loss: 0.912743, KL Divergence: 0.912730, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5746 [D loss: 0.859894, acc.: 66.12%, KL Divergence: 0.198650] [G loss: 0.896024, KL Divergence: 0.896012, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5747 [D loss: 0.849729, acc.: 65.11%, KL Divergence: 0.198659] [G loss: 0.987014, KL Divergence: 0.987000, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5748 [D loss: 0.854960, acc.: 65.63%, KL Divergence: 0.198658] [G loss: 1.011131, KL Divergence: 1.011117, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5749 [D loss: 0.838509, acc.: 63.98%, KL Divergence: 0.198660] [G loss: 1.069457, KL Divergence: 1.069445, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5750 [D loss: 0.837224, acc.: 63.86%, KL Divergence: 0.198647] [G loss: 0.941986, KL Divergence: 0.941973, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5751 [D loss: 0.832019, acc.: 63.34%, KL Divergence: 0.198652] [G loss: 1.004078, KL Divergence: 1.004065, FID: 41.609050]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5752 [D loss: 0.821425, acc.: 62.28%, KL Divergence: 0.198672] [G loss: 1.005810, KL Divergence: 1.005797, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5753 [D loss: 0.853017, acc.: 65.44%, KL Divergence: 0.198659] [G loss: 0.946865, KL Divergence: 0.946853, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5754 [D loss: 0.872133, acc.: 67.35%, KL Divergence: 0.198642] [G loss: 0.822466, KL Divergence: 0.822455, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5755 [D loss: 0.845024, acc.: 64.64%, KL Divergence: 0.198643] [G loss: 0.942299, KL Divergence: 0.942288, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
5756 [D loss: 0.828721, acc.: 63.01%, KL Divergence: 0.198651] [G loss: 0.998262, KL Divergence: 0.998249, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5757 [D loss: 0.834119, acc.: 63.55%, KL Divergence: 0.198642] [G loss: 0.961619, KL Divergence: 0.961608, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5758 [D loss: 0.837785, acc.: 63.91%, KL Divergence: 0.198647] [G loss: 0.975843, KL Divergence: 0.975830, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5759 [D loss: 0.833947, acc.: 63.53%, KL Divergence: 0.198652] [G loss: 0.942833, KL Divergence: 0.942821, FID: 41.609050]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5760 [D loss: 0.852478, acc.: 65.38%, KL Divergence: 0.198649] [G loss: 0.890502, KL Divergence: 0.890489, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5761 [D loss: 0.878651, acc.: 68.00%, KL Divergence: 0.198644] [G loss: 0.835122, KL Divergence: 0.835110, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5762 [D loss: 0.833467, acc.: 63.48%, KL Divergence: 0.198661] [G loss: 0.990557, KL Divergence: 0.990543, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5763 [D loss: 0.852942, acc.: 65.43%, KL Divergence: 0.198662] [G loss: 0.931915, KL Divergence: 0.931903, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5764 [D loss: 0.857203, acc.: 65.86%, KL Divergence: 0.198647] [G loss: 0.872256, KL Divergence: 0.872244, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5765 [D loss: 0.854268, acc.: 65.56%, KL Divergence: 0.198640] [G loss: 0.938552, KL Divergence: 0.938541, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5766 [D loss: 0.837376, acc.: 63.87%, KL Divergence: 0.198646] [G loss: 0.949088, KL Divergence: 0.949076, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5767 [D loss: 0.836384, acc.: 63.77%, KL Divergence: 0.198643] [G loss: 0.926292, KL Divergence: 0.926280, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5768 [D loss: 0.855339, acc.: 65.67%, KL Divergence: 0.198659] [G loss: 0.936402, KL Divergence: 0.936390, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5769 [D loss: 0.834877, acc.: 63.62%, KL Divergence: 0.198649] [G loss: 0.938500, KL Divergence: 0.938487, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5770 [D loss: 0.852416, acc.: 65.38%, KL Divergence: 0.198651] [G loss: 0.936173, KL Divergence: 0.936161, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5771 [D loss: 0.849298, acc.: 65.06%, KL Divergence: 0.198652] [G loss: 0.932887, KL Divergence: 0.932875, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5772 [D loss: 0.841611, acc.: 64.30%, KL Divergence: 0.198653] [G loss: 0.962661, KL Divergence: 0.962648, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5773 [D loss: 0.842972, acc.: 64.43%, KL Divergence: 0.198641] [G loss: 0.988885, KL Divergence: 0.988873, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5774 [D loss: 0.843139, acc.: 64.45%, KL Divergence: 0.198650] [G loss: 0.950944, KL Divergence: 0.950931, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
5775 [D loss: 0.831438, acc.: 63.28%, KL Divergence: 0.198649] [G loss: 0.945845, KL Divergence: 0.945833, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5776 [D loss: 0.848629, acc.: 65.00%, KL Divergence: 0.198649] [G loss: 0.912318, KL Divergence: 0.912305, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5777 [D loss: 0.855315, acc.: 65.67%, KL Divergence: 0.198644] [G loss: 0.850317, KL Divergence: 0.850305, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5778 [D loss: 0.846735, acc.: 64.81%, KL Divergence: 0.198648] [G loss: 0.979066, KL Divergence: 0.979053, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5779 [D loss: 0.842750, acc.: 64.41%, KL Divergence: 0.198653] [G loss: 0.901097, KL Divergence: 0.901086, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5780 [D loss: 0.848223, acc.: 64.96%, KL Divergence: 0.198647] [G loss: 0.941803, KL Divergence: 0.941791, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5781 [D loss: 0.839596, acc.: 64.10%, KL Divergence: 0.198642] [G loss: 0.910157, KL Divergence: 0.910146, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5782 [D loss: 0.834013, acc.: 63.54%, KL Divergence: 0.198644] [G loss: 0.960111, KL Divergence: 0.960099, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
5783 [D loss: 0.845285, acc.: 64.66%, KL Divergence: 0.198640] [G loss: 0.908131, KL Divergence: 0.908119, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5784 [D loss: 0.859178, acc.: 66.05%, KL Divergence: 0.198647] [G loss: 0.855130, KL Divergence: 0.855118, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5785 [D loss: 0.875982, acc.: 67.73%, KL Divergence: 0.198649] [G loss: 0.943458, KL Divergence: 0.943445, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5786 [D loss: 0.845367, acc.: 64.67%, KL Divergence: 0.198649] [G loss: 1.024627, KL Divergence: 1.024615, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
5787 [D loss: 0.836053, acc.: 63.74%, KL Divergence: 0.198646] [G loss: 0.963965, KL Divergence: 0.963953, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5788 [D loss: 0.845090, acc.: 64.64%, KL Divergence: 0.198655] [G loss: 0.979431, KL Divergence: 0.979419, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5789 [D loss: 0.837798, acc.: 63.91%, KL Divergence: 0.198652] [G loss: 0.979036, KL Divergence: 0.979023, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5790 [D loss: 0.848683, acc.: 65.00%, KL Divergence: 0.198646] [G loss: 0.917826, KL Divergence: 0.917815, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5791 [D loss: 0.872813, acc.: 67.42%, KL Divergence: 0.198646] [G loss: 0.856546, KL Divergence: 0.856534, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5792 [D loss: 0.842466, acc.: 64.38%, KL Divergence: 0.198640] [G loss: 0.930723, KL Divergence: 0.930712, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5793 [D loss: 0.844262, acc.: 64.56%, KL Divergence: 0.198651] [G loss: 0.966190, KL Divergence: 0.966178, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5794 [D loss: 0.823517, acc.: 62.49%, KL Divergence: 0.198646] [G loss: 1.016219, KL Divergence: 1.016207, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5795 [D loss: 0.832903, acc.: 63.43%, KL Divergence: 0.198638] [G loss: 0.950578, KL Divergence: 0.950566, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5796 [D loss: 0.837593, acc.: 63.90%, KL Divergence: 0.198636] [G loss: 0.990864, KL Divergence: 0.990852, FID: 41.609050]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5797 [D loss: 0.851061, acc.: 65.24%, KL Divergence: 0.198645] [G loss: 0.903730, KL Divergence: 0.903717, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5798 [D loss: 0.846563, acc.: 64.79%, KL Divergence: 0.198647] [G loss: 0.891149, KL Divergence: 0.891137, FID: 41.609050]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5799 [D loss: 0.853705, acc.: 65.51%, KL Divergence: 0.198650] [G loss: 0.964703, KL Divergence: 0.964689, FID: 41.609050]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 101ms/step
4/4 [==============================] - 2s 99ms/step
5800 [D loss: 0.856875, acc.: 65.82%, KL Divergence: 0.198650] [G loss: 0.866173, KL Divergence: 0.866162, FID: 38.194263]
1/1 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
5801 [D loss: 0.825948, acc.: 62.73%, KL Divergence: 0.198653] [G loss: 1.003989, KL Divergence: 1.003975, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5802 [D loss: 0.851435, acc.: 65.28%, KL Divergence: 0.198653] [G loss: 0.914612, KL Divergence: 0.914600, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5803 [D loss: 0.838245, acc.: 63.96%, KL Divergence: 0.198650] [G loss: 0.983029, KL Divergence: 0.983017, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5804 [D loss: 0.846333, acc.: 64.77%, KL Divergence: 0.198646] [G loss: 0.911466, KL Divergence: 0.911454, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5805 [D loss: 0.877473, acc.: 67.88%, KL Divergence: 0.198641] [G loss: 0.834394, KL Divergence: 0.834382, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5806 [D loss: 0.850846, acc.: 65.22%, KL Divergence: 0.198635] [G loss: 0.921623, KL Divergence: 0.921612, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5807 [D loss: 0.840007, acc.: 64.14%, KL Divergence: 0.198640] [G loss: 0.970910, KL Divergence: 0.970898, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5808 [D loss: 0.830948, acc.: 63.23%, KL Divergence: 0.198644] [G loss: 1.004344, KL Divergence: 1.004332, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5809 [D loss: 0.831992, acc.: 63.33%, KL Divergence: 0.198646] [G loss: 1.010291, KL Divergence: 1.010278, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5810 [D loss: 0.847219, acc.: 64.86%, KL Divergence: 0.198645] [G loss: 0.986913, KL Divergence: 0.986900, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5811 [D loss: 0.859915, acc.: 66.13%, KL Divergence: 0.198645] [G loss: 0.863700, KL Divergence: 0.863688, FID: 38.194263]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5812 [D loss: 0.863420, acc.: 66.48%, KL Divergence: 0.198648] [G loss: 0.956120, KL Divergence: 0.956107, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5813 [D loss: 0.851481, acc.: 65.28%, KL Divergence: 0.198639] [G loss: 0.934348, KL Divergence: 0.934336, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5814 [D loss: 0.840461, acc.: 64.18%, KL Divergence: 0.198643] [G loss: 0.987493, KL Divergence: 0.987481, FID: 38.194263]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5815 [D loss: 0.826602, acc.: 62.80%, KL Divergence: 0.198644] [G loss: 0.948893, KL Divergence: 0.948882, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5816 [D loss: 0.851268, acc.: 65.26%, KL Divergence: 0.198662] [G loss: 0.878283, KL Divergence: 0.878272, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5817 [D loss: 0.828441, acc.: 62.98%, KL Divergence: 0.198649] [G loss: 0.897061, KL Divergence: 0.897049, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5818 [D loss: 0.853256, acc.: 65.46%, KL Divergence: 0.198654] [G loss: 0.857250, KL Divergence: 0.857239, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5819 [D loss: 0.855758, acc.: 65.71%, KL Divergence: 0.198645] [G loss: 0.915840, KL Divergence: 0.915827, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5820 [D loss: 0.849555, acc.: 65.09%, KL Divergence: 0.198641] [G loss: 0.931784, KL Divergence: 0.931772, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
5821 [D loss: 0.836139, acc.: 63.75%, KL Divergence: 0.198638] [G loss: 0.930773, KL Divergence: 0.930761, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5822 [D loss: 0.845378, acc.: 64.67%, KL Divergence: 0.198639] [G loss: 0.947002, KL Divergence: 0.946990, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5823 [D loss: 0.849368, acc.: 65.07%, KL Divergence: 0.198643] [G loss: 0.980179, KL Divergence: 0.980167, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5824 [D loss: 0.853553, acc.: 65.49%, KL Divergence: 0.198634] [G loss: 0.884018, KL Divergence: 0.884007, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5825 [D loss: 0.859075, acc.: 66.04%, KL Divergence: 0.198639] [G loss: 1.011462, KL Divergence: 1.011450, FID: 38.194263]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 4ms/step
5826 [D loss: 0.839851, acc.: 64.12%, KL Divergence: 0.198639] [G loss: 1.013556, KL Divergence: 1.013545, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5827 [D loss: 0.841656, acc.: 64.30%, KL Divergence: 0.198637] [G loss: 0.985585, KL Divergence: 0.985574, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5828 [D loss: 0.843825, acc.: 64.52%, KL Divergence: 0.198641] [G loss: 0.913184, KL Divergence: 0.913172, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5829 [D loss: 0.849833, acc.: 65.12%, KL Divergence: 0.198630] [G loss: 0.907368, KL Divergence: 0.907357, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5830 [D loss: 0.842778, acc.: 64.41%, KL Divergence: 0.198641] [G loss: 0.960248, KL Divergence: 0.960236, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5831 [D loss: 0.846216, acc.: 64.76%, KL Divergence: 0.198640] [G loss: 0.933489, KL Divergence: 0.933477, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5832 [D loss: 0.858711, acc.: 66.01%, KL Divergence: 0.198642] [G loss: 0.897075, KL Divergence: 0.897062, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5833 [D loss: 0.837364, acc.: 63.87%, KL Divergence: 0.198642] [G loss: 0.899247, KL Divergence: 0.899236, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5834 [D loss: 0.821782, acc.: 62.31%, KL Divergence: 0.198654] [G loss: 1.037901, KL Divergence: 1.037886, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5835 [D loss: 0.821963, acc.: 62.33%, KL Divergence: 0.198656] [G loss: 1.002762, KL Divergence: 1.002751, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5836 [D loss: 0.837418, acc.: 63.88%, KL Divergence: 0.198647] [G loss: 0.936471, KL Divergence: 0.936459, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5837 [D loss: 0.838476, acc.: 63.98%, KL Divergence: 0.198658] [G loss: 0.911938, KL Divergence: 0.911926, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5838 [D loss: 0.844578, acc.: 64.59%, KL Divergence: 0.198648] [G loss: 0.935339, KL Divergence: 0.935327, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5839 [D loss: 0.863839, acc.: 66.52%, KL Divergence: 0.198631] [G loss: 0.855482, KL Divergence: 0.855470, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5840 [D loss: 0.854534, acc.: 65.59%, KL Divergence: 0.198636] [G loss: 0.953594, KL Divergence: 0.953583, FID: 38.194263]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5841 [D loss: 0.850625, acc.: 65.20%, KL Divergence: 0.198633] [G loss: 0.945207, KL Divergence: 0.945196, FID: 38.194263]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5842 [D loss: 0.831614, acc.: 63.30%, KL Divergence: 0.198640] [G loss: 1.012279, KL Divergence: 1.012267, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5843 [D loss: 0.834068, acc.: 63.54%, KL Divergence: 0.198645] [G loss: 1.080373, KL Divergence: 1.080360, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5844 [D loss: 0.843311, acc.: 64.47%, KL Divergence: 0.198640] [G loss: 0.930041, KL Divergence: 0.930029, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5845 [D loss: 0.861537, acc.: 66.29%, KL Divergence: 0.198645] [G loss: 0.921279, KL Divergence: 0.921266, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5846 [D loss: 0.852138, acc.: 65.35%, KL Divergence: 0.198650] [G loss: 0.868267, KL Divergence: 0.868256, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5847 [D loss: 0.859742, acc.: 66.11%, KL Divergence: 0.198640] [G loss: 0.942626, KL Divergence: 0.942614, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5848 [D loss: 0.850098, acc.: 65.15%, KL Divergence: 0.198636] [G loss: 0.878793, KL Divergence: 0.878782, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5849 [D loss: 0.843343, acc.: 64.47%, KL Divergence: 0.198638] [G loss: 1.008177, KL Divergence: 1.008167, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5850 [D loss: 0.821969, acc.: 62.33%, KL Divergence: 0.198634] [G loss: 0.994915, KL Divergence: 0.994902, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5851 [D loss: 0.841628, acc.: 64.30%, KL Divergence: 0.198631] [G loss: 0.846400, KL Divergence: 0.846389, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5852 [D loss: 0.854758, acc.: 65.61%, KL Divergence: 0.198634] [G loss: 0.947180, KL Divergence: 0.947169, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5853 [D loss: 0.842823, acc.: 64.42%, KL Divergence: 0.198635] [G loss: 0.910860, KL Divergence: 0.910849, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5854 [D loss: 0.848478, acc.: 64.98%, KL Divergence: 0.198648] [G loss: 0.950544, KL Divergence: 0.950531, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5855 [D loss: 0.856944, acc.: 65.83%, KL Divergence: 0.198644] [G loss: 0.942455, KL Divergence: 0.942444, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5856 [D loss: 0.842660, acc.: 64.40%, KL Divergence: 0.198638] [G loss: 1.010029, KL Divergence: 1.010017, FID: 38.194263]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5857 [D loss: 0.841391, acc.: 64.28%, KL Divergence: 0.198634] [G loss: 0.988500, KL Divergence: 0.988489, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5858 [D loss: 0.845226, acc.: 64.66%, KL Divergence: 0.198632] [G loss: 0.932019, KL Divergence: 0.932008, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5859 [D loss: 0.841838, acc.: 64.32%, KL Divergence: 0.198631] [G loss: 0.926744, KL Divergence: 0.926733, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5860 [D loss: 0.827264, acc.: 62.86%, KL Divergence: 0.198639] [G loss: 1.036958, KL Divergence: 1.036946, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5861 [D loss: 0.838135, acc.: 63.95%, KL Divergence: 0.198645] [G loss: 1.006644, KL Divergence: 1.006632, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5862 [D loss: 0.844768, acc.: 64.61%, KL Divergence: 0.198630] [G loss: 0.869514, KL Divergence: 0.869504, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5863 [D loss: 0.848635, acc.: 65.00%, KL Divergence: 0.198638] [G loss: 0.887386, KL Divergence: 0.887374, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5864 [D loss: 0.841351, acc.: 64.27%, KL Divergence: 0.198636] [G loss: 0.968130, KL Divergence: 0.968119, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5865 [D loss: 0.849758, acc.: 65.11%, KL Divergence: 0.198630] [G loss: 0.888886, KL Divergence: 0.888875, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5866 [D loss: 0.851811, acc.: 65.32%, KL Divergence: 0.198634] [G loss: 0.976107, KL Divergence: 0.976096, FID: 38.194263]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5867 [D loss: 0.843317, acc.: 64.47%, KL Divergence: 0.198643] [G loss: 0.976075, KL Divergence: 0.976063, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5868 [D loss: 0.831851, acc.: 63.32%, KL Divergence: 0.198642] [G loss: 0.933868, KL Divergence: 0.933857, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5869 [D loss: 0.840214, acc.: 64.16%, KL Divergence: 0.198643] [G loss: 1.040644, KL Divergence: 1.040632, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5870 [D loss: 0.832342, acc.: 63.37%, KL Divergence: 0.198637] [G loss: 0.949022, KL Divergence: 0.949011, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5871 [D loss: 0.827778, acc.: 62.91%, KL Divergence: 0.198642] [G loss: 0.985618, KL Divergence: 0.985606, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5872 [D loss: 0.822009, acc.: 62.34%, KL Divergence: 0.198640] [G loss: 0.932132, KL Divergence: 0.932121, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5873 [D loss: 0.834491, acc.: 63.59%, KL Divergence: 0.198639] [G loss: 0.978759, KL Divergence: 0.978747, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5874 [D loss: 0.853610, acc.: 65.50%, KL Divergence: 0.198639] [G loss: 0.915960, KL Divergence: 0.915948, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5875 [D loss: 0.862765, acc.: 66.41%, KL Divergence: 0.198638] [G loss: 0.918275, KL Divergence: 0.918263, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5876 [D loss: 0.829250, acc.: 63.06%, KL Divergence: 0.198634] [G loss: 1.006043, KL Divergence: 1.006032, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5877 [D loss: 0.838782, acc.: 64.01%, KL Divergence: 0.198640] [G loss: 0.941881, KL Divergence: 0.941870, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5878 [D loss: 0.848909, acc.: 65.03%, KL Divergence: 0.198641] [G loss: 0.956285, KL Divergence: 0.956274, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5879 [D loss: 0.848438, acc.: 64.98%, KL Divergence: 0.198626] [G loss: 0.956126, KL Divergence: 0.956116, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5880 [D loss: 0.842760, acc.: 64.41%, KL Divergence: 0.198636] [G loss: 0.969071, KL Divergence: 0.969060, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5881 [D loss: 0.843493, acc.: 64.49%, KL Divergence: 0.198638] [G loss: 0.964039, KL Divergence: 0.964028, FID: 38.194263]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5882 [D loss: 0.845514, acc.: 64.69%, KL Divergence: 0.198642] [G loss: 0.996080, KL Divergence: 0.996068, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5883 [D loss: 0.825346, acc.: 62.67%, KL Divergence: 0.198643] [G loss: 0.999695, KL Divergence: 0.999683, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5884 [D loss: 0.834649, acc.: 63.60%, KL Divergence: 0.198633] [G loss: 0.951412, KL Divergence: 0.951401, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5885 [D loss: 0.845873, acc.: 64.72%, KL Divergence: 0.198633] [G loss: 0.916232, KL Divergence: 0.916222, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5886 [D loss: 0.840334, acc.: 64.17%, KL Divergence: 0.198643] [G loss: 0.944816, KL Divergence: 0.944804, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5887 [D loss: 0.848407, acc.: 64.98%, KL Divergence: 0.198630] [G loss: 0.887838, KL Divergence: 0.887828, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5888 [D loss: 0.850481, acc.: 65.18%, KL Divergence: 0.198636] [G loss: 0.968660, KL Divergence: 0.968649, FID: 38.194263]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5889 [D loss: 0.854362, acc.: 65.57%, KL Divergence: 0.198629] [G loss: 0.896412, KL Divergence: 0.896401, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5890 [D loss: 0.851310, acc.: 65.27%, KL Divergence: 0.198627] [G loss: 0.901050, KL Divergence: 0.901040, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5891 [D loss: 0.848415, acc.: 64.98%, KL Divergence: 0.198634] [G loss: 0.961675, KL Divergence: 0.961663, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5892 [D loss: 0.834271, acc.: 63.56%, KL Divergence: 0.198635] [G loss: 0.970509, KL Divergence: 0.970498, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5893 [D loss: 0.840858, acc.: 64.22%, KL Divergence: 0.198638] [G loss: 0.997916, KL Divergence: 0.997904, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5894 [D loss: 0.842785, acc.: 64.42%, KL Divergence: 0.198634] [G loss: 0.961437, KL Divergence: 0.961426, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5895 [D loss: 0.842693, acc.: 64.41%, KL Divergence: 0.198636] [G loss: 0.964216, KL Divergence: 0.964205, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5896 [D loss: 0.834269, acc.: 63.56%, KL Divergence: 0.198633] [G loss: 1.076100, KL Divergence: 1.076088, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5897 [D loss: 0.871404, acc.: 67.28%, KL Divergence: 0.198635] [G loss: 0.872834, KL Divergence: 0.872824, FID: 38.194263]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5898 [D loss: 0.862519, acc.: 66.39%, KL Divergence: 0.198632] [G loss: 0.934824, KL Divergence: 0.934813, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5899 [D loss: 0.832380, acc.: 63.37%, KL Divergence: 0.198634] [G loss: 1.021531, KL Divergence: 1.021520, FID: 38.194263]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 114ms/step
4/4 [==============================] - 2s 74ms/step
5900 [D loss: 0.852468, acc.: 65.38%, KL Divergence: 0.198632] [G loss: 0.906290, KL Divergence: 0.906279, FID: 46.402807]
1/1 [==============================] - 0s 35ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5901 [D loss: 0.846447, acc.: 64.78%, KL Divergence: 0.198637] [G loss: 0.889131, KL Divergence: 0.889120, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5902 [D loss: 0.833650, acc.: 63.50%, KL Divergence: 0.198636] [G loss: 0.934151, KL Divergence: 0.934140, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5903 [D loss: 0.856481, acc.: 65.78%, KL Divergence: 0.198638] [G loss: 0.909050, KL Divergence: 0.909038, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5904 [D loss: 0.833149, acc.: 63.45%, KL Divergence: 0.198649] [G loss: 0.985438, KL Divergence: 0.985427, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5905 [D loss: 0.817695, acc.: 61.91%, KL Divergence: 0.198640] [G loss: 0.985796, KL Divergence: 0.985785, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5906 [D loss: 0.833796, acc.: 63.52%, KL Divergence: 0.198637] [G loss: 0.909720, KL Divergence: 0.909710, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5907 [D loss: 0.823838, acc.: 62.52%, KL Divergence: 0.198658] [G loss: 0.994503, KL Divergence: 0.994491, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5908 [D loss: 0.850072, acc.: 65.14%, KL Divergence: 0.198642] [G loss: 0.900183, KL Divergence: 0.900172, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
5909 [D loss: 0.829749, acc.: 63.11%, KL Divergence: 0.198643] [G loss: 1.044383, KL Divergence: 1.044370, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5910 [D loss: 0.850493, acc.: 65.19%, KL Divergence: 0.198637] [G loss: 0.975664, KL Divergence: 0.975653, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5911 [D loss: 0.860824, acc.: 66.22%, KL Divergence: 0.198638] [G loss: 0.906999, KL Divergence: 0.906988, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5912 [D loss: 0.836012, acc.: 63.74%, KL Divergence: 0.198635] [G loss: 0.968972, KL Divergence: 0.968960, FID: 46.402807]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5913 [D loss: 0.849662, acc.: 65.10%, KL Divergence: 0.198630] [G loss: 1.003340, KL Divergence: 1.003328, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5914 [D loss: 0.842032, acc.: 64.34%, KL Divergence: 0.198634] [G loss: 0.985264, KL Divergence: 0.985253, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5915 [D loss: 0.839240, acc.: 64.06%, KL Divergence: 0.198629] [G loss: 0.953207, KL Divergence: 0.953196, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5916 [D loss: 0.836210, acc.: 63.76%, KL Divergence: 0.198633] [G loss: 0.930659, KL Divergence: 0.930648, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5917 [D loss: 0.836152, acc.: 63.75%, KL Divergence: 0.198627] [G loss: 0.931086, KL Divergence: 0.931076, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5918 [D loss: 0.833298, acc.: 63.47%, KL Divergence: 0.198633] [G loss: 0.959094, KL Divergence: 0.959083, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
5919 [D loss: 0.856310, acc.: 65.77%, KL Divergence: 0.198625] [G loss: 0.855189, KL Divergence: 0.855179, FID: 46.402807]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5920 [D loss: 0.861627, acc.: 66.30%, KL Divergence: 0.198629] [G loss: 0.919429, KL Divergence: 0.919418, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5921 [D loss: 0.855889, acc.: 65.73%, KL Divergence: 0.198623] [G loss: 0.951084, KL Divergence: 0.951074, FID: 46.402807]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5922 [D loss: 0.841493, acc.: 64.29%, KL Divergence: 0.198629] [G loss: 0.999123, KL Divergence: 0.999112, FID: 46.402807]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5923 [D loss: 0.825054, acc.: 62.64%, KL Divergence: 0.198630] [G loss: 0.933257, KL Divergence: 0.933246, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5924 [D loss: 0.819279, acc.: 62.07%, KL Divergence: 0.198624] [G loss: 0.903327, KL Divergence: 0.903317, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5925 [D loss: 0.846113, acc.: 64.75%, KL Divergence: 0.198629] [G loss: 0.884433, KL Divergence: 0.884423, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5926 [D loss: 0.860552, acc.: 66.19%, KL Divergence: 0.198634] [G loss: 0.945076, KL Divergence: 0.945064, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5927 [D loss: 0.840130, acc.: 64.15%, KL Divergence: 0.198632] [G loss: 0.987652, KL Divergence: 0.987641, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5928 [D loss: 0.859299, acc.: 66.07%, KL Divergence: 0.198631] [G loss: 0.952562, KL Divergence: 0.952550, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5929 [D loss: 0.849772, acc.: 65.11%, KL Divergence: 0.198629] [G loss: 0.878454, KL Divergence: 0.878444, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5930 [D loss: 0.842339, acc.: 64.37%, KL Divergence: 0.198625] [G loss: 0.959612, KL Divergence: 0.959601, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5931 [D loss: 0.828457, acc.: 62.98%, KL Divergence: 0.198623] [G loss: 1.031388, KL Divergence: 1.031378, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5932 [D loss: 0.838054, acc.: 63.94%, KL Divergence: 0.198630] [G loss: 0.930017, KL Divergence: 0.930007, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5933 [D loss: 0.835997, acc.: 63.74%, KL Divergence: 0.198629] [G loss: 0.954138, KL Divergence: 0.954127, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5934 [D loss: 0.860015, acc.: 66.14%, KL Divergence: 0.198634] [G loss: 0.922994, KL Divergence: 0.922982, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5935 [D loss: 0.843029, acc.: 64.44%, KL Divergence: 0.198620] [G loss: 0.949668, KL Divergence: 0.949659, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5936 [D loss: 0.844482, acc.: 64.59%, KL Divergence: 0.198627] [G loss: 0.983831, KL Divergence: 0.983820, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5937 [D loss: 0.843614, acc.: 64.50%, KL Divergence: 0.198626] [G loss: 0.972148, KL Divergence: 0.972138, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5938 [D loss: 0.846716, acc.: 64.81%, KL Divergence: 0.198619] [G loss: 0.863090, KL Divergence: 0.863081, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5939 [D loss: 0.844302, acc.: 64.57%, KL Divergence: 0.198629] [G loss: 0.981827, KL Divergence: 0.981816, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5940 [D loss: 0.845760, acc.: 64.71%, KL Divergence: 0.198629] [G loss: 0.884776, KL Divergence: 0.884765, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5941 [D loss: 0.844396, acc.: 64.58%, KL Divergence: 0.198625] [G loss: 0.924858, KL Divergence: 0.924848, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5942 [D loss: 0.840298, acc.: 64.17%, KL Divergence: 0.198633] [G loss: 0.963607, KL Divergence: 0.963595, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5943 [D loss: 0.828225, acc.: 62.96%, KL Divergence: 0.198632] [G loss: 1.090808, KL Divergence: 1.090797, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5944 [D loss: 0.833114, acc.: 63.45%, KL Divergence: 0.198630] [G loss: 0.992588, KL Divergence: 0.992578, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5945 [D loss: 0.821536, acc.: 62.29%, KL Divergence: 0.198637] [G loss: 0.909264, KL Divergence: 0.909254, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
5946 [D loss: 0.853777, acc.: 65.51%, KL Divergence: 0.198636] [G loss: 0.934651, KL Divergence: 0.934639, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5947 [D loss: 0.840248, acc.: 64.16%, KL Divergence: 0.198634] [G loss: 0.895933, KL Divergence: 0.895922, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5948 [D loss: 0.883997, acc.: 68.54%, KL Divergence: 0.198632] [G loss: 0.866298, KL Divergence: 0.866287, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5949 [D loss: 0.862891, acc.: 66.43%, KL Divergence: 0.198622] [G loss: 0.910273, KL Divergence: 0.910264, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
5950 [D loss: 0.845183, acc.: 64.66%, KL Divergence: 0.198621] [G loss: 0.940844, KL Divergence: 0.940834, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5951 [D loss: 0.824178, acc.: 62.56%, KL Divergence: 0.198620] [G loss: 1.051997, KL Divergence: 1.051987, FID: 46.402807]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5952 [D loss: 0.824516, acc.: 62.59%, KL Divergence: 0.198628] [G loss: 0.986640, KL Divergence: 0.986629, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
5953 [D loss: 0.849646, acc.: 65.10%, KL Divergence: 0.198624] [G loss: 0.921993, KL Divergence: 0.921983, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5954 [D loss: 0.859318, acc.: 66.07%, KL Divergence: 0.198629] [G loss: 0.935388, KL Divergence: 0.935377, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5955 [D loss: 0.860740, acc.: 66.21%, KL Divergence: 0.198628] [G loss: 0.887161, KL Divergence: 0.887151, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5956 [D loss: 0.840375, acc.: 64.17%, KL Divergence: 0.198638] [G loss: 1.097855, KL Divergence: 1.097842, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5957 [D loss: 0.832115, acc.: 63.35%, KL Divergence: 0.198628] [G loss: 0.952830, KL Divergence: 0.952820, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5958 [D loss: 0.845268, acc.: 64.66%, KL Divergence: 0.198624] [G loss: 0.933978, KL Divergence: 0.933968, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5959 [D loss: 0.843534, acc.: 64.49%, KL Divergence: 0.198625] [G loss: 0.915646, KL Divergence: 0.915636, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5960 [D loss: 0.833634, acc.: 63.50%, KL Divergence: 0.198633] [G loss: 0.947930, KL Divergence: 0.947919, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5961 [D loss: 0.838333, acc.: 63.97%, KL Divergence: 0.198628] [G loss: 0.946674, KL Divergence: 0.946663, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
5962 [D loss: 0.846565, acc.: 64.79%, KL Divergence: 0.198629] [G loss: 0.911381, KL Divergence: 0.911370, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5963 [D loss: 0.828009, acc.: 62.94%, KL Divergence: 0.198629] [G loss: 0.987993, KL Divergence: 0.987982, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5964 [D loss: 0.830325, acc.: 63.17%, KL Divergence: 0.198632] [G loss: 0.934922, KL Divergence: 0.934911, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5965 [D loss: 0.836367, acc.: 63.77%, KL Divergence: 0.198636] [G loss: 0.932259, KL Divergence: 0.932249, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5966 [D loss: 0.840366, acc.: 64.17%, KL Divergence: 0.198629] [G loss: 0.995207, KL Divergence: 0.995196, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5967 [D loss: 0.842703, acc.: 64.41%, KL Divergence: 0.198627] [G loss: 0.973708, KL Divergence: 0.973698, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5968 [D loss: 0.893224, acc.: 69.46%, KL Divergence: 0.198626] [G loss: 0.855502, KL Divergence: 0.855492, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5969 [D loss: 0.860262, acc.: 66.16%, KL Divergence: 0.198622] [G loss: 0.933296, KL Divergence: 0.933286, FID: 46.402807]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5970 [D loss: 0.831783, acc.: 63.32%, KL Divergence: 0.198625] [G loss: 1.034179, KL Divergence: 1.034168, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5971 [D loss: 0.832848, acc.: 63.42%, KL Divergence: 0.198618] [G loss: 0.989304, KL Divergence: 0.989294, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5972 [D loss: 0.841540, acc.: 64.29%, KL Divergence: 0.198621] [G loss: 0.969173, KL Divergence: 0.969163, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5973 [D loss: 0.836844, acc.: 63.82%, KL Divergence: 0.198622] [G loss: 0.993120, KL Divergence: 0.993109, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5974 [D loss: 0.849225, acc.: 65.06%, KL Divergence: 0.198629] [G loss: 0.892396, KL Divergence: 0.892385, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
5975 [D loss: 0.844719, acc.: 64.61%, KL Divergence: 0.198624] [G loss: 0.936169, KL Divergence: 0.936160, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5976 [D loss: 0.845408, acc.: 64.68%, KL Divergence: 0.198621] [G loss: 0.960858, KL Divergence: 0.960847, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5977 [D loss: 0.807706, acc.: 60.91%, KL Divergence: 0.198622] [G loss: 1.056179, KL Divergence: 1.056169, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5978 [D loss: 0.844100, acc.: 64.55%, KL Divergence: 0.198620] [G loss: 0.860403, KL Divergence: 0.860393, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5979 [D loss: 0.840118, acc.: 64.15%, KL Divergence: 0.198625] [G loss: 0.951574, KL Divergence: 0.951564, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5980 [D loss: 0.857694, acc.: 65.91%, KL Divergence: 0.198623] [G loss: 0.867882, KL Divergence: 0.867872, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5981 [D loss: 0.847050, acc.: 64.84%, KL Divergence: 0.198624] [G loss: 0.926325, KL Divergence: 0.926314, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5982 [D loss: 0.863017, acc.: 66.44%, KL Divergence: 0.198630] [G loss: 0.919236, KL Divergence: 0.919225, FID: 46.402807]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5983 [D loss: 0.870339, acc.: 67.17%, KL Divergence: 0.198626] [G loss: 0.925734, KL Divergence: 0.925724, FID: 46.402807]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5984 [D loss: 0.826736, acc.: 62.81%, KL Divergence: 0.198625] [G loss: 1.081252, KL Divergence: 1.081241, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
5985 [D loss: 0.837418, acc.: 63.88%, KL Divergence: 0.198619] [G loss: 0.992400, KL Divergence: 0.992390, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5986 [D loss: 0.822706, acc.: 62.41%, KL Divergence: 0.198626] [G loss: 0.956628, KL Divergence: 0.956618, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5987 [D loss: 0.847053, acc.: 64.84%, KL Divergence: 0.198615] [G loss: 0.886493, KL Divergence: 0.886484, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5988 [D loss: 0.841946, acc.: 64.33%, KL Divergence: 0.198629] [G loss: 0.967593, KL Divergence: 0.967582, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5989 [D loss: 0.860099, acc.: 66.15%, KL Divergence: 0.198622] [G loss: 0.859754, KL Divergence: 0.859744, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5990 [D loss: 0.855836, acc.: 65.72%, KL Divergence: 0.198621] [G loss: 0.913340, KL Divergence: 0.913330, FID: 46.402807]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
5991 [D loss: 0.855187, acc.: 65.66%, KL Divergence: 0.198625] [G loss: 0.936999, KL Divergence: 0.936989, FID: 46.402807]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5992 [D loss: 0.842070, acc.: 64.34%, KL Divergence: 0.198626] [G loss: 0.945580, KL Divergence: 0.945570, FID: 46.402807]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5993 [D loss: 0.855308, acc.: 65.67%, KL Divergence: 0.198617] [G loss: 0.906808, KL Divergence: 0.906798, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
5994 [D loss: 0.833977, acc.: 63.54%, KL Divergence: 0.198623] [G loss: 0.905799, KL Divergence: 0.905790, FID: 46.402807]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5995 [D loss: 0.826790, acc.: 62.82%, KL Divergence: 0.198622] [G loss: 0.953572, KL Divergence: 0.953562, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5996 [D loss: 0.799930, acc.: 60.13%, KL Divergence: 0.198621] [G loss: 1.010100, KL Divergence: 1.010090, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5997 [D loss: 0.847961, acc.: 64.93%, KL Divergence: 0.198625] [G loss: 0.926896, KL Divergence: 0.926886, FID: 46.402807]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
5998 [D loss: 0.851641, acc.: 65.30%, KL Divergence: 0.198626] [G loss: 0.927647, KL Divergence: 0.927636, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
5999 [D loss: 0.861116, acc.: 66.25%, KL Divergence: 0.198623] [G loss: 0.872440, KL Divergence: 0.872430, FID: 46.402807]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 109ms/step
4/4 [==============================] - 2s 83ms/step
6000 [D loss: 0.865938, acc.: 66.73%, KL Divergence: 0.198620] [G loss: 0.981377, KL Divergence: 0.981367, FID: 40.008642]
1/1 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6001 [D loss: 0.828456, acc.: 62.98%, KL Divergence: 0.198621] [G loss: 0.981271, KL Divergence: 0.981261, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6002 [D loss: 0.818385, acc.: 61.98%, KL Divergence: 0.198630] [G loss: 1.028581, KL Divergence: 1.028570, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6003 [D loss: 0.848903, acc.: 65.03%, KL Divergence: 0.198628] [G loss: 0.890670, KL Divergence: 0.890660, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6004 [D loss: 0.828875, acc.: 63.02%, KL Divergence: 0.198631] [G loss: 0.898546, KL Divergence: 0.898536, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6005 [D loss: 0.855177, acc.: 65.65%, KL Divergence: 0.198629] [G loss: 0.895994, KL Divergence: 0.895983, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6006 [D loss: 0.837316, acc.: 63.87%, KL Divergence: 0.198625] [G loss: 0.965957, KL Divergence: 0.965947, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6007 [D loss: 0.844509, acc.: 64.59%, KL Divergence: 0.198627] [G loss: 1.016292, KL Divergence: 1.016280, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6008 [D loss: 0.831082, acc.: 63.25%, KL Divergence: 0.198622] [G loss: 0.968595, KL Divergence: 0.968585, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6009 [D loss: 0.833337, acc.: 63.47%, KL Divergence: 0.198626] [G loss: 0.992189, KL Divergence: 0.992178, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6010 [D loss: 0.827471, acc.: 62.89%, KL Divergence: 0.198620] [G loss: 0.872249, KL Divergence: 0.872240, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6011 [D loss: 0.841590, acc.: 64.30%, KL Divergence: 0.198626] [G loss: 0.999796, KL Divergence: 0.999786, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6012 [D loss: 0.871547, acc.: 67.29%, KL Divergence: 0.198625] [G loss: 0.833590, KL Divergence: 0.833581, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6013 [D loss: 0.864739, acc.: 66.61%, KL Divergence: 0.198622] [G loss: 0.862579, KL Divergence: 0.862569, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6014 [D loss: 0.850824, acc.: 65.22%, KL Divergence: 0.198623] [G loss: 0.997906, KL Divergence: 0.997896, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6015 [D loss: 0.836591, acc.: 63.80%, KL Divergence: 0.198624] [G loss: 1.025172, KL Divergence: 1.025161, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6016 [D loss: 0.813451, acc.: 61.48%, KL Divergence: 0.198627] [G loss: 1.025958, KL Divergence: 1.025947, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6017 [D loss: 0.832973, acc.: 63.43%, KL Divergence: 0.198631] [G loss: 0.967040, KL Divergence: 0.967029, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6018 [D loss: 0.844746, acc.: 64.61%, KL Divergence: 0.198624] [G loss: 0.916503, KL Divergence: 0.916493, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6019 [D loss: 0.865889, acc.: 66.73%, KL Divergence: 0.198626] [G loss: 0.905950, KL Divergence: 0.905940, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6020 [D loss: 0.859479, acc.: 66.09%, KL Divergence: 0.198618] [G loss: 0.936579, KL Divergence: 0.936569, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6021 [D loss: 0.844873, acc.: 64.62%, KL Divergence: 0.198623] [G loss: 0.978181, KL Divergence: 0.978171, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6022 [D loss: 0.838995, acc.: 64.04%, KL Divergence: 0.198623] [G loss: 1.015642, KL Divergence: 1.015632, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6023 [D loss: 0.829072, acc.: 63.05%, KL Divergence: 0.198620] [G loss: 0.923112, KL Divergence: 0.923102, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6024 [D loss: 0.823327, acc.: 62.47%, KL Divergence: 0.198626] [G loss: 1.027311, KL Divergence: 1.027299, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6025 [D loss: 0.855416, acc.: 65.68%, KL Divergence: 0.198631] [G loss: 0.873893, KL Divergence: 0.873883, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6026 [D loss: 0.840530, acc.: 64.19%, KL Divergence: 0.198633] [G loss: 0.986649, KL Divergence: 0.986638, FID: 40.008642]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6027 [D loss: 0.844806, acc.: 64.62%, KL Divergence: 0.198628] [G loss: 0.939744, KL Divergence: 0.939735, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6028 [D loss: 0.849620, acc.: 65.10%, KL Divergence: 0.198628] [G loss: 1.005298, KL Divergence: 1.005287, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6029 [D loss: 0.838006, acc.: 63.94%, KL Divergence: 0.198625] [G loss: 0.949834, KL Divergence: 0.949824, FID: 40.008642]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6030 [D loss: 0.853120, acc.: 65.45%, KL Divergence: 0.198648] [G loss: 0.903019, KL Divergence: 0.903009, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6031 [D loss: 0.842709, acc.: 64.41%, KL Divergence: 0.198645] [G loss: 0.925455, KL Divergence: 0.925446, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6032 [D loss: 0.866773, acc.: 66.82%, KL Divergence: 0.198622] [G loss: 0.886664, KL Divergence: 0.886655, FID: 40.008642]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6033 [D loss: 0.849984, acc.: 65.14%, KL Divergence: 0.198619] [G loss: 0.988048, KL Divergence: 0.988038, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6034 [D loss: 0.846418, acc.: 64.78%, KL Divergence: 0.198623] [G loss: 0.946603, KL Divergence: 0.946593, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6035 [D loss: 0.847779, acc.: 64.92%, KL Divergence: 0.198620] [G loss: 1.019758, KL Divergence: 1.019748, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6036 [D loss: 0.828849, acc.: 63.02%, KL Divergence: 0.198622] [G loss: 1.023161, KL Divergence: 1.023151, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6037 [D loss: 0.836815, acc.: 63.82%, KL Divergence: 0.198619] [G loss: 0.941804, KL Divergence: 0.941795, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6038 [D loss: 0.850199, acc.: 65.16%, KL Divergence: 0.198620] [G loss: 0.882343, KL Divergence: 0.882333, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6039 [D loss: 0.850704, acc.: 65.21%, KL Divergence: 0.198619] [G loss: 0.907852, KL Divergence: 0.907842, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6040 [D loss: 0.858757, acc.: 66.01%, KL Divergence: 0.198618] [G loss: 0.916884, KL Divergence: 0.916875, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6041 [D loss: 0.843546, acc.: 64.49%, KL Divergence: 0.198621] [G loss: 0.963926, KL Divergence: 0.963916, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6042 [D loss: 0.851136, acc.: 65.25%, KL Divergence: 0.198619] [G loss: 0.919497, KL Divergence: 0.919488, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6043 [D loss: 0.863076, acc.: 66.45%, KL Divergence: 0.198616] [G loss: 0.890100, KL Divergence: 0.890091, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6044 [D loss: 0.824900, acc.: 62.63%, KL Divergence: 0.198619] [G loss: 0.953432, KL Divergence: 0.953422, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6045 [D loss: 0.836398, acc.: 63.78%, KL Divergence: 0.198616] [G loss: 0.948079, KL Divergence: 0.948070, FID: 40.008642]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6046 [D loss: 0.838204, acc.: 63.96%, KL Divergence: 0.198623] [G loss: 0.891896, KL Divergence: 0.891887, FID: 40.008642]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6047 [D loss: 0.841258, acc.: 64.26%, KL Divergence: 0.198621] [G loss: 0.943270, KL Divergence: 0.943260, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6048 [D loss: 0.831502, acc.: 63.29%, KL Divergence: 0.198621] [G loss: 0.963247, KL Divergence: 0.963237, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6049 [D loss: 0.845257, acc.: 64.66%, KL Divergence: 0.198627] [G loss: 0.929005, KL Divergence: 0.928995, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6050 [D loss: 0.833065, acc.: 63.44%, KL Divergence: 0.198653] [G loss: 0.980390, KL Divergence: 0.980379, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6051 [D loss: 0.851121, acc.: 65.25%, KL Divergence: 0.198637] [G loss: 1.017952, KL Divergence: 1.017941, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6052 [D loss: 0.870349, acc.: 67.17%, KL Divergence: 0.198624] [G loss: 0.879985, KL Divergence: 0.879975, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6053 [D loss: 0.835752, acc.: 63.71%, KL Divergence: 0.198623] [G loss: 1.012609, KL Divergence: 1.012599, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6054 [D loss: 0.830751, acc.: 63.21%, KL Divergence: 0.198620] [G loss: 1.065375, KL Divergence: 1.065366, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6055 [D loss: 0.844114, acc.: 64.55%, KL Divergence: 0.198620] [G loss: 0.940019, KL Divergence: 0.940010, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6056 [D loss: 0.832704, acc.: 63.41%, KL Divergence: 0.198619] [G loss: 1.040525, KL Divergence: 1.040516, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6057 [D loss: 0.831690, acc.: 63.31%, KL Divergence: 0.198619] [G loss: 0.880776, KL Divergence: 0.880767, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6058 [D loss: 0.855849, acc.: 65.72%, KL Divergence: 0.198621] [G loss: 0.963893, KL Divergence: 0.963883, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6059 [D loss: 0.865257, acc.: 66.66%, KL Divergence: 0.198618] [G loss: 0.926957, KL Divergence: 0.926948, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6060 [D loss: 0.829975, acc.: 63.14%, KL Divergence: 0.198621] [G loss: 0.934833, KL Divergence: 0.934824, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6061 [D loss: 0.855765, acc.: 65.71%, KL Divergence: 0.198629] [G loss: 0.885452, KL Divergence: 0.885444, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6062 [D loss: 0.836979, acc.: 63.84%, KL Divergence: 0.198619] [G loss: 0.942103, KL Divergence: 0.942093, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6063 [D loss: 0.830213, acc.: 63.16%, KL Divergence: 0.198620] [G loss: 1.026206, KL Divergence: 1.026196, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6064 [D loss: 0.862681, acc.: 66.41%, KL Divergence: 0.198628] [G loss: 0.861735, KL Divergence: 0.861726, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6065 [D loss: 0.830993, acc.: 63.24%, KL Divergence: 0.198625] [G loss: 0.948449, KL Divergence: 0.948439, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6066 [D loss: 0.864987, acc.: 66.64%, KL Divergence: 0.198617] [G loss: 0.929289, KL Divergence: 0.929279, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6067 [D loss: 0.863521, acc.: 66.49%, KL Divergence: 0.198623] [G loss: 0.998558, KL Divergence: 0.998548, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6068 [D loss: 0.849048, acc.: 65.04%, KL Divergence: 0.198616] [G loss: 0.969420, KL Divergence: 0.969411, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6069 [D loss: 0.843592, acc.: 64.50%, KL Divergence: 0.198616] [G loss: 0.905154, KL Divergence: 0.905145, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6070 [D loss: 0.835759, acc.: 63.71%, KL Divergence: 0.198621] [G loss: 0.959927, KL Divergence: 0.959917, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6071 [D loss: 0.814528, acc.: 61.59%, KL Divergence: 0.198624] [G loss: 0.981225, KL Divergence: 0.981216, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6072 [D loss: 0.850540, acc.: 65.19%, KL Divergence: 0.198621] [G loss: 0.868466, KL Divergence: 0.868456, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6073 [D loss: 0.870882, acc.: 67.23%, KL Divergence: 0.198626] [G loss: 0.854917, KL Divergence: 0.854907, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6074 [D loss: 0.856033, acc.: 65.74%, KL Divergence: 0.198624] [G loss: 0.901834, KL Divergence: 0.901825, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6075 [D loss: 0.868797, acc.: 67.02%, KL Divergence: 0.198618] [G loss: 0.892049, KL Divergence: 0.892040, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6076 [D loss: 0.843512, acc.: 64.49%, KL Divergence: 0.198618] [G loss: 0.929968, KL Divergence: 0.929959, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6077 [D loss: 0.830368, acc.: 63.17%, KL Divergence: 0.198625] [G loss: 1.041979, KL Divergence: 1.041970, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6078 [D loss: 0.832146, acc.: 63.35%, KL Divergence: 0.198613] [G loss: 0.913542, KL Divergence: 0.913534, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6079 [D loss: 0.832220, acc.: 63.36%, KL Divergence: 0.198630] [G loss: 0.916474, KL Divergence: 0.916464, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6080 [D loss: 0.830898, acc.: 63.23%, KL Divergence: 0.198621] [G loss: 0.890177, KL Divergence: 0.890169, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6081 [D loss: 0.834894, acc.: 63.63%, KL Divergence: 0.198626] [G loss: 0.919649, KL Divergence: 0.919639, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
6082 [D loss: 0.831265, acc.: 63.26%, KL Divergence: 0.198623] [G loss: 0.949076, KL Divergence: 0.949066, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 9ms/step
6083 [D loss: 0.841577, acc.: 64.30%, KL Divergence: 0.198622] [G loss: 0.915095, KL Divergence: 0.915085, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6084 [D loss: 0.864215, acc.: 66.56%, KL Divergence: 0.198624] [G loss: 0.922816, KL Divergence: 0.922806, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6085 [D loss: 0.857657, acc.: 65.90%, KL Divergence: 0.198624] [G loss: 0.946082, KL Divergence: 0.946073, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6086 [D loss: 0.836849, acc.: 63.82%, KL Divergence: 0.198626] [G loss: 1.021437, KL Divergence: 1.021427, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6087 [D loss: 0.830062, acc.: 63.14%, KL Divergence: 0.198626] [G loss: 0.985881, KL Divergence: 0.985872, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6088 [D loss: 0.841094, acc.: 64.25%, KL Divergence: 0.198629] [G loss: 0.955990, KL Divergence: 0.955980, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6089 [D loss: 0.848646, acc.: 65.00%, KL Divergence: 0.198634] [G loss: 0.885005, KL Divergence: 0.884996, FID: 40.008642]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6090 [D loss: 0.830022, acc.: 63.14%, KL Divergence: 0.198627] [G loss: 0.974547, KL Divergence: 0.974537, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
6091 [D loss: 0.854411, acc.: 65.58%, KL Divergence: 0.198617] [G loss: 0.888295, KL Divergence: 0.888286, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6092 [D loss: 0.839941, acc.: 64.13%, KL Divergence: 0.198617] [G loss: 0.887576, KL Divergence: 0.887568, FID: 40.008642]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6093 [D loss: 0.840288, acc.: 64.17%, KL Divergence: 0.198618] [G loss: 0.957499, KL Divergence: 0.957488, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6094 [D loss: 0.838292, acc.: 63.97%, KL Divergence: 0.198616] [G loss: 0.937364, KL Divergence: 0.937355, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6095 [D loss: 0.837417, acc.: 63.88%, KL Divergence: 0.198621] [G loss: 1.015704, KL Divergence: 1.015694, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6096 [D loss: 0.845247, acc.: 64.66%, KL Divergence: 0.198616] [G loss: 0.918704, KL Divergence: 0.918695, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6097 [D loss: 0.839002, acc.: 64.04%, KL Divergence: 0.198619] [G loss: 0.982154, KL Divergence: 0.982144, FID: 40.008642]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6098 [D loss: 0.836476, acc.: 63.79%, KL Divergence: 0.198615] [G loss: 0.906354, KL Divergence: 0.906345, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6099 [D loss: 0.825707, acc.: 62.71%, KL Divergence: 0.198610] [G loss: 0.927552, KL Divergence: 0.927543, FID: 40.008642]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 3s 133ms/step
4/4 [==============================] - 1s 103ms/step
6100 [D loss: 0.838822, acc.: 64.02%, KL Divergence: 0.198610] [G loss: 0.952581, KL Divergence: 0.952572, FID: 42.076548]
1/1 [==============================] - 0s 41ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6101 [D loss: 0.838268, acc.: 63.97%, KL Divergence: 0.198614] [G loss: 0.959048, KL Divergence: 0.959039, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6102 [D loss: 0.831162, acc.: 63.26%, KL Divergence: 0.198611] [G loss: 0.977994, KL Divergence: 0.977985, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6103 [D loss: 0.825730, acc.: 62.71%, KL Divergence: 0.198612] [G loss: 0.989670, KL Divergence: 0.989660, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6104 [D loss: 0.846385, acc.: 64.78%, KL Divergence: 0.198612] [G loss: 0.900496, KL Divergence: 0.900487, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6105 [D loss: 0.835021, acc.: 63.64%, KL Divergence: 0.198615] [G loss: 0.900452, KL Divergence: 0.900442, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6106 [D loss: 0.839904, acc.: 64.13%, KL Divergence: 0.198620] [G loss: 0.962041, KL Divergence: 0.962031, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6107 [D loss: 0.835295, acc.: 63.67%, KL Divergence: 0.198627] [G loss: 1.078683, KL Divergence: 1.078672, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
6108 [D loss: 0.853727, acc.: 65.51%, KL Divergence: 0.198647] [G loss: 0.897971, KL Divergence: 0.897962, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6109 [D loss: 0.836067, acc.: 63.74%, KL Divergence: 0.198621] [G loss: 0.938283, KL Divergence: 0.938273, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6110 [D loss: 0.821299, acc.: 62.27%, KL Divergence: 0.198616] [G loss: 0.937158, KL Divergence: 0.937149, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6111 [D loss: 0.847815, acc.: 64.92%, KL Divergence: 0.198654] [G loss: 0.863004, KL Divergence: 0.862995, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6112 [D loss: 0.835916, acc.: 63.73%, KL Divergence: 0.198630] [G loss: 0.936196, KL Divergence: 0.936186, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6113 [D loss: 0.841697, acc.: 64.31%, KL Divergence: 0.198616] [G loss: 0.952851, KL Divergence: 0.952842, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6114 [D loss: 0.854444, acc.: 65.58%, KL Divergence: 0.198610] [G loss: 0.870571, KL Divergence: 0.870563, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6115 [D loss: 0.849488, acc.: 65.09%, KL Divergence: 0.198616] [G loss: 0.903754, KL Divergence: 0.903745, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6116 [D loss: 0.836310, acc.: 63.77%, KL Divergence: 0.198619] [G loss: 1.007384, KL Divergence: 1.007375, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6117 [D loss: 0.831752, acc.: 63.31%, KL Divergence: 0.198612] [G loss: 0.969120, KL Divergence: 0.969111, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6118 [D loss: 0.844208, acc.: 64.56%, KL Divergence: 0.198617] [G loss: 0.950008, KL Divergence: 0.949999, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6119 [D loss: 0.847778, acc.: 64.92%, KL Divergence: 0.198610] [G loss: 0.948486, KL Divergence: 0.948477, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6120 [D loss: 0.835436, acc.: 63.68%, KL Divergence: 0.198606] [G loss: 0.971567, KL Divergence: 0.971559, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6121 [D loss: 0.846234, acc.: 64.76%, KL Divergence: 0.198610] [G loss: 0.983471, KL Divergence: 0.983461, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6122 [D loss: 0.822821, acc.: 62.42%, KL Divergence: 0.198615] [G loss: 1.001853, KL Divergence: 1.001844, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6123 [D loss: 0.825184, acc.: 62.66%, KL Divergence: 0.198604] [G loss: 0.915754, KL Divergence: 0.915746, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6124 [D loss: 0.828224, acc.: 62.96%, KL Divergence: 0.198614] [G loss: 0.983631, KL Divergence: 0.983621, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6125 [D loss: 0.842695, acc.: 64.41%, KL Divergence: 0.198624] [G loss: 0.895461, KL Divergence: 0.895452, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6126 [D loss: 0.850819, acc.: 65.22%, KL Divergence: 0.198625] [G loss: 0.915669, KL Divergence: 0.915660, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6127 [D loss: 0.837255, acc.: 63.86%, KL Divergence: 0.198617] [G loss: 0.956641, KL Divergence: 0.956632, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6128 [D loss: 0.850000, acc.: 65.14%, KL Divergence: 0.198614] [G loss: 0.950000, KL Divergence: 0.949991, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6129 [D loss: 0.825415, acc.: 62.68%, KL Divergence: 0.198611] [G loss: 0.942406, KL Divergence: 0.942397, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6130 [D loss: 0.836708, acc.: 63.81%, KL Divergence: 0.198622] [G loss: 0.973701, KL Divergence: 0.973692, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6131 [D loss: 0.827417, acc.: 62.88%, KL Divergence: 0.198612] [G loss: 0.996985, KL Divergence: 0.996976, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6132 [D loss: 0.825392, acc.: 62.68%, KL Divergence: 0.198610] [G loss: 0.923681, KL Divergence: 0.923673, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6133 [D loss: 0.838852, acc.: 64.02%, KL Divergence: 0.198613] [G loss: 0.863818, KL Divergence: 0.863809, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6134 [D loss: 0.842898, acc.: 64.43%, KL Divergence: 0.198612] [G loss: 0.957262, KL Divergence: 0.957253, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6135 [D loss: 0.872523, acc.: 67.39%, KL Divergence: 0.198616] [G loss: 0.922121, KL Divergence: 0.922111, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6136 [D loss: 0.856821, acc.: 65.82%, KL Divergence: 0.198620] [G loss: 0.942165, KL Divergence: 0.942157, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6137 [D loss: 0.854242, acc.: 65.56%, KL Divergence: 0.198610] [G loss: 0.972859, KL Divergence: 0.972849, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6138 [D loss: 0.828686, acc.: 63.01%, KL Divergence: 0.198616] [G loss: 1.034827, KL Divergence: 1.034817, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6139 [D loss: 0.835448, acc.: 63.68%, KL Divergence: 0.198612] [G loss: 0.992086, KL Divergence: 0.992077, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6140 [D loss: 0.838813, acc.: 64.02%, KL Divergence: 0.198605] [G loss: 0.898388, KL Divergence: 0.898381, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6141 [D loss: 0.857156, acc.: 65.85%, KL Divergence: 0.198609] [G loss: 0.924230, KL Divergence: 0.924222, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6142 [D loss: 0.850949, acc.: 65.23%, KL Divergence: 0.198603] [G loss: 0.871796, KL Divergence: 0.871788, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6143 [D loss: 0.849281, acc.: 65.07%, KL Divergence: 0.198604] [G loss: 0.916976, KL Divergence: 0.916967, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6144 [D loss: 0.830690, acc.: 63.21%, KL Divergence: 0.198611] [G loss: 0.922327, KL Divergence: 0.922318, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6145 [D loss: 0.856094, acc.: 65.75%, KL Divergence: 0.198615] [G loss: 0.953397, KL Divergence: 0.953387, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6146 [D loss: 0.856247, acc.: 65.76%, KL Divergence: 0.198618] [G loss: 0.900787, KL Divergence: 0.900778, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6147 [D loss: 0.846795, acc.: 64.82%, KL Divergence: 0.198616] [G loss: 0.960362, KL Divergence: 0.960353, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6148 [D loss: 0.825215, acc.: 62.66%, KL Divergence: 0.198606] [G loss: 1.036613, KL Divergence: 1.036605, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6149 [D loss: 0.841219, acc.: 64.26%, KL Divergence: 0.198615] [G loss: 0.947766, KL Divergence: 0.947757, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6150 [D loss: 0.847982, acc.: 64.94%, KL Divergence: 0.198617] [G loss: 0.956998, KL Divergence: 0.956990, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6151 [D loss: 0.848819, acc.: 65.02%, KL Divergence: 0.198615] [G loss: 0.916571, KL Divergence: 0.916563, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6152 [D loss: 0.845951, acc.: 64.73%, KL Divergence: 0.198604] [G loss: 0.916373, KL Divergence: 0.916365, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6153 [D loss: 0.840442, acc.: 64.18%, KL Divergence: 0.198605] [G loss: 0.934169, KL Divergence: 0.934162, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6154 [D loss: 0.845813, acc.: 64.72%, KL Divergence: 0.198598] [G loss: 0.918306, KL Divergence: 0.918298, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6155 [D loss: 0.817539, acc.: 61.89%, KL Divergence: 0.198612] [G loss: 1.026883, KL Divergence: 1.026874, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6156 [D loss: 0.838785, acc.: 64.02%, KL Divergence: 0.198614] [G loss: 0.904796, KL Divergence: 0.904787, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6157 [D loss: 0.837883, acc.: 63.93%, KL Divergence: 0.198616] [G loss: 0.957082, KL Divergence: 0.957073, FID: 42.076548]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6158 [D loss: 0.857258, acc.: 65.86%, KL Divergence: 0.198626] [G loss: 0.961023, KL Divergence: 0.961013, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6159 [D loss: 0.852299, acc.: 65.36%, KL Divergence: 0.198664] [G loss: 1.024467, KL Divergence: 1.024457, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6160 [D loss: 0.863239, acc.: 66.46%, KL Divergence: 0.198657] [G loss: 0.923247, KL Divergence: 0.923236, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6161 [D loss: 0.822192, acc.: 62.35%, KL Divergence: 0.198668] [G loss: 0.940404, KL Divergence: 0.940393, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6162 [D loss: 0.849037, acc.: 65.04%, KL Divergence: 0.198651] [G loss: 0.929970, KL Divergence: 0.929960, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6163 [D loss: 0.836957, acc.: 63.82%, KL Divergence: 0.198767] [G loss: 0.985544, KL Divergence: 0.985533, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6164 [D loss: 0.858032, acc.: 65.94%, KL Divergence: 0.198632] [G loss: 0.876416, KL Divergence: 0.876407, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6165 [D loss: 0.838105, acc.: 63.95%, KL Divergence: 0.198630] [G loss: 1.033445, KL Divergence: 1.033436, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6166 [D loss: 0.842911, acc.: 64.43%, KL Divergence: 0.198630] [G loss: 0.905485, KL Divergence: 0.905477, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
6167 [D loss: 0.834440, acc.: 63.58%, KL Divergence: 0.198618] [G loss: 0.955050, KL Divergence: 0.955041, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6168 [D loss: 0.824316, acc.: 62.57%, KL Divergence: 0.198619] [G loss: 1.010993, KL Divergence: 1.010983, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6169 [D loss: 0.859404, acc.: 66.08%, KL Divergence: 0.198626] [G loss: 0.844476, KL Divergence: 0.844467, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6170 [D loss: 0.843022, acc.: 64.44%, KL Divergence: 0.198627] [G loss: 0.951493, KL Divergence: 0.951483, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6171 [D loss: 0.845779, acc.: 64.72%, KL Divergence: 0.198610] [G loss: 0.906405, KL Divergence: 0.906397, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6172 [D loss: 0.833404, acc.: 63.48%, KL Divergence: 0.198612] [G loss: 0.991044, KL Divergence: 0.991035, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
6173 [D loss: 0.818853, acc.: 62.02%, KL Divergence: 0.198613] [G loss: 0.994511, KL Divergence: 0.994502, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6174 [D loss: 0.851402, acc.: 65.28%, KL Divergence: 0.198612] [G loss: 0.872671, KL Divergence: 0.872662, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
6175 [D loss: 0.843851, acc.: 64.52%, KL Divergence: 0.198609] [G loss: 0.950254, KL Divergence: 0.950246, FID: 42.076548]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6176 [D loss: 0.866499, acc.: 66.79%, KL Divergence: 0.198606] [G loss: 0.895278, KL Divergence: 0.895270, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6177 [D loss: 0.830474, acc.: 63.19%, KL Divergence: 0.198606] [G loss: 0.934077, KL Divergence: 0.934068, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
6178 [D loss: 0.834490, acc.: 63.59%, KL Divergence: 0.198605] [G loss: 1.005381, KL Divergence: 1.005372, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6179 [D loss: 0.839337, acc.: 64.07%, KL Divergence: 0.198603] [G loss: 0.908659, KL Divergence: 0.908650, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6180 [D loss: 0.817577, acc.: 61.90%, KL Divergence: 0.198610] [G loss: 0.983689, KL Divergence: 0.983680, FID: 42.076548]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6181 [D loss: 0.863648, acc.: 66.50%, KL Divergence: 0.198607] [G loss: 0.821397, KL Divergence: 0.821389, FID: 42.076548]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6182 [D loss: 0.849935, acc.: 65.13%, KL Divergence: 0.198609] [G loss: 0.992065, KL Divergence: 0.992055, FID: 42.076548]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6183 [D loss: 0.838506, acc.: 63.99%, KL Divergence: 0.198616] [G loss: 0.997061, KL Divergence: 0.997053, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
6184 [D loss: 0.849960, acc.: 65.14%, KL Divergence: 0.198609] [G loss: 0.868872, KL Divergence: 0.868863, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6185 [D loss: 0.831446, acc.: 63.28%, KL Divergence: 0.198612] [G loss: 0.985247, KL Divergence: 0.985239, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6186 [D loss: 0.837848, acc.: 63.92%, KL Divergence: 0.198611] [G loss: 0.960901, KL Divergence: 0.960892, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6187 [D loss: 0.848992, acc.: 65.04%, KL Divergence: 0.198606] [G loss: 0.935937, KL Divergence: 0.935929, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6188 [D loss: 0.838624, acc.: 64.00%, KL Divergence: 0.198604] [G loss: 0.986095, KL Divergence: 0.986087, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6189 [D loss: 0.846178, acc.: 64.76%, KL Divergence: 0.198601] [G loss: 0.961705, KL Divergence: 0.961697, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6190 [D loss: 0.839657, acc.: 64.11%, KL Divergence: 0.198606] [G loss: 0.945719, KL Divergence: 0.945710, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6191 [D loss: 0.843088, acc.: 64.45%, KL Divergence: 0.198611] [G loss: 0.936872, KL Divergence: 0.936863, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6192 [D loss: 0.862993, acc.: 66.44%, KL Divergence: 0.198604] [G loss: 0.915443, KL Divergence: 0.915435, FID: 42.076548]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
6193 [D loss: 0.826994, acc.: 62.84%, KL Divergence: 0.198607] [G loss: 0.936671, KL Divergence: 0.936663, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6194 [D loss: 0.834185, acc.: 63.56%, KL Divergence: 0.198601] [G loss: 0.973110, KL Divergence: 0.973101, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6195 [D loss: 0.856434, acc.: 65.78%, KL Divergence: 0.198600] [G loss: 0.916194, KL Divergence: 0.916187, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6196 [D loss: 0.873677, acc.: 67.51%, KL Divergence: 0.198607] [G loss: 0.876985, KL Divergence: 0.876977, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6197 [D loss: 0.860573, acc.: 66.20%, KL Divergence: 0.198600] [G loss: 0.951302, KL Divergence: 0.951294, FID: 42.076548]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6198 [D loss: 0.859858, acc.: 66.13%, KL Divergence: 0.198603] [G loss: 1.040503, KL Divergence: 1.040495, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6199 [D loss: 0.841063, acc.: 64.25%, KL Divergence: 0.198605] [G loss: 0.964835, KL Divergence: 0.964827, FID: 42.076548]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 104ms/step
4/4 [==============================] - 1s 77ms/step
6200 [D loss: 0.837268, acc.: 63.87%, KL Divergence: 0.198609] [G loss: 1.039710, KL Divergence: 1.039701, FID: 48.008014]
1/1 [==============================] - 0s 39ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6201 [D loss: 0.847062, acc.: 64.85%, KL Divergence: 0.198604] [G loss: 0.928061, KL Divergence: 0.928053, FID: 48.008014]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6202 [D loss: 0.845464, acc.: 64.69%, KL Divergence: 0.198604] [G loss: 0.872260, KL Divergence: 0.872252, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6203 [D loss: 0.852381, acc.: 65.38%, KL Divergence: 0.198609] [G loss: 0.900885, KL Divergence: 0.900876, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6204 [D loss: 0.843421, acc.: 64.48%, KL Divergence: 0.198607] [G loss: 0.984065, KL Divergence: 0.984057, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6205 [D loss: 0.864475, acc.: 66.59%, KL Divergence: 0.198606] [G loss: 0.846915, KL Divergence: 0.846907, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6206 [D loss: 0.833708, acc.: 63.51%, KL Divergence: 0.198611] [G loss: 0.979263, KL Divergence: 0.979253, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6207 [D loss: 0.842509, acc.: 64.39%, KL Divergence: 0.198650] [G loss: 1.014891, KL Divergence: 1.014882, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6208 [D loss: 0.834689, acc.: 63.61%, KL Divergence: 0.198612] [G loss: 1.014496, KL Divergence: 1.014487, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6209 [D loss: 0.837344, acc.: 63.87%, KL Divergence: 0.198637] [G loss: 0.926565, KL Divergence: 0.926557, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6210 [D loss: 0.829489, acc.: 63.09%, KL Divergence: 0.198624] [G loss: 0.924472, KL Divergence: 0.924464, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6211 [D loss: 0.840904, acc.: 64.23%, KL Divergence: 0.198606] [G loss: 0.949417, KL Divergence: 0.949408, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6212 [D loss: 0.850419, acc.: 65.18%, KL Divergence: 0.198615] [G loss: 0.835606, KL Divergence: 0.835597, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6213 [D loss: 0.860947, acc.: 66.23%, KL Divergence: 0.198623] [G loss: 0.938385, KL Divergence: 0.938377, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6214 [D loss: 0.854177, acc.: 65.56%, KL Divergence: 0.198613] [G loss: 0.956605, KL Divergence: 0.956596, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6215 [D loss: 0.831729, acc.: 63.31%, KL Divergence: 0.198604] [G loss: 1.026855, KL Divergence: 1.026847, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6216 [D loss: 0.856985, acc.: 65.84%, KL Divergence: 0.198620] [G loss: 0.862227, KL Divergence: 0.862219, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6217 [D loss: 0.835598, acc.: 63.70%, KL Divergence: 0.198622] [G loss: 1.007606, KL Divergence: 1.007598, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6218 [D loss: 0.857411, acc.: 65.88%, KL Divergence: 0.198593] [G loss: 0.910230, KL Divergence: 0.910222, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6219 [D loss: 0.856863, acc.: 65.83%, KL Divergence: 0.198603] [G loss: 0.895549, KL Divergence: 0.895541, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6220 [D loss: 0.834826, acc.: 63.62%, KL Divergence: 0.198607] [G loss: 0.892480, KL Divergence: 0.892473, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6221 [D loss: 0.843153, acc.: 64.45%, KL Divergence: 0.198604] [G loss: 0.988634, KL Divergence: 0.988626, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6222 [D loss: 0.838293, acc.: 63.97%, KL Divergence: 0.198602] [G loss: 0.924247, KL Divergence: 0.924238, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6223 [D loss: 0.836218, acc.: 63.76%, KL Divergence: 0.198605] [G loss: 0.988715, KL Divergence: 0.988707, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6224 [D loss: 0.859065, acc.: 66.05%, KL Divergence: 0.198600] [G loss: 0.878913, KL Divergence: 0.878905, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6225 [D loss: 0.855036, acc.: 65.64%, KL Divergence: 0.198607] [G loss: 0.899343, KL Divergence: 0.899334, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6226 [D loss: 0.842327, acc.: 64.37%, KL Divergence: 0.198612] [G loss: 0.939781, KL Divergence: 0.939773, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6227 [D loss: 0.871997, acc.: 67.34%, KL Divergence: 0.198603] [G loss: 0.967692, KL Divergence: 0.967684, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6228 [D loss: 0.853098, acc.: 65.45%, KL Divergence: 0.198601] [G loss: 0.977338, KL Divergence: 0.977330, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6229 [D loss: 0.843700, acc.: 64.51%, KL Divergence: 0.198602] [G loss: 0.929387, KL Divergence: 0.929378, FID: 48.008014]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6230 [D loss: 0.843255, acc.: 64.47%, KL Divergence: 0.198603] [G loss: 0.965461, KL Divergence: 0.965453, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6231 [D loss: 0.850474, acc.: 65.19%, KL Divergence: 0.198602] [G loss: 0.937344, KL Divergence: 0.937336, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6232 [D loss: 0.855204, acc.: 65.66%, KL Divergence: 0.198602] [G loss: 0.914574, KL Divergence: 0.914566, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6233 [D loss: 0.837109, acc.: 63.85%, KL Divergence: 0.198604] [G loss: 0.952833, KL Divergence: 0.952825, FID: 48.008014]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6234 [D loss: 0.842605, acc.: 64.40%, KL Divergence: 0.198600] [G loss: 1.000880, KL Divergence: 1.000872, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6235 [D loss: 0.840208, acc.: 64.16%, KL Divergence: 0.198603] [G loss: 0.976774, KL Divergence: 0.976766, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6236 [D loss: 0.843258, acc.: 64.47%, KL Divergence: 0.198597] [G loss: 0.940085, KL Divergence: 0.940078, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6237 [D loss: 0.844153, acc.: 64.55%, KL Divergence: 0.198613] [G loss: 0.937333, KL Divergence: 0.937324, FID: 48.008014]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6238 [D loss: 0.854491, acc.: 65.59%, KL Divergence: 0.198601] [G loss: 0.939278, KL Divergence: 0.939271, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6239 [D loss: 0.830337, acc.: 63.17%, KL Divergence: 0.198602] [G loss: 0.943137, KL Divergence: 0.943129, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6240 [D loss: 0.842225, acc.: 64.36%, KL Divergence: 0.198602] [G loss: 0.950097, KL Divergence: 0.950090, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6241 [D loss: 0.855715, acc.: 65.71%, KL Divergence: 0.198605] [G loss: 0.865901, KL Divergence: 0.865894, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6242 [D loss: 0.828713, acc.: 63.01%, KL Divergence: 0.198607] [G loss: 0.957605, KL Divergence: 0.957597, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6243 [D loss: 0.829976, acc.: 63.14%, KL Divergence: 0.198603] [G loss: 1.056359, KL Divergence: 1.056351, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6244 [D loss: 0.829683, acc.: 63.11%, KL Divergence: 0.198602] [G loss: 0.885895, KL Divergence: 0.885887, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6245 [D loss: 0.846403, acc.: 64.78%, KL Divergence: 0.198602] [G loss: 0.935817, KL Divergence: 0.935809, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6246 [D loss: 0.861435, acc.: 66.28%, KL Divergence: 0.198608] [G loss: 0.921308, KL Divergence: 0.921299, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6247 [D loss: 0.853315, acc.: 65.47%, KL Divergence: 0.198610] [G loss: 0.972202, KL Divergence: 0.972194, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6248 [D loss: 0.861049, acc.: 66.24%, KL Divergence: 0.198613] [G loss: 1.017643, KL Divergence: 1.017634, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6249 [D loss: 0.841049, acc.: 64.24%, KL Divergence: 0.198613] [G loss: 0.968660, KL Divergence: 0.968653, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6250 [D loss: 0.839632, acc.: 64.10%, KL Divergence: 0.198606] [G loss: 1.016123, KL Divergence: 1.016114, FID: 48.008014]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6251 [D loss: 0.845582, acc.: 64.70%, KL Divergence: 0.198603] [G loss: 0.956429, KL Divergence: 0.956422, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
6252 [D loss: 0.854507, acc.: 65.59%, KL Divergence: 0.198610] [G loss: 0.940027, KL Divergence: 0.940020, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6253 [D loss: 0.839349, acc.: 64.08%, KL Divergence: 0.198595] [G loss: 0.951290, KL Divergence: 0.951283, FID: 48.008014]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6254 [D loss: 0.831722, acc.: 63.31%, KL Divergence: 0.198595] [G loss: 0.919408, KL Divergence: 0.919401, FID: 48.008014]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6255 [D loss: 0.832837, acc.: 63.42%, KL Divergence: 0.198603] [G loss: 0.978954, KL Divergence: 0.978946, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6256 [D loss: 0.840117, acc.: 64.15%, KL Divergence: 0.198601] [G loss: 0.927465, KL Divergence: 0.927458, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6257 [D loss: 0.846681, acc.: 64.81%, KL Divergence: 0.198605] [G loss: 0.978186, KL Divergence: 0.978177, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6258 [D loss: 0.846598, acc.: 64.80%, KL Divergence: 0.198598] [G loss: 0.894338, KL Divergence: 0.894331, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6259 [D loss: 0.852066, acc.: 65.35%, KL Divergence: 0.198597] [G loss: 0.913738, KL Divergence: 0.913730, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6260 [D loss: 0.835874, acc.: 63.73%, KL Divergence: 0.198601] [G loss: 0.890235, KL Divergence: 0.890228, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6261 [D loss: 0.842304, acc.: 64.37%, KL Divergence: 0.198601] [G loss: 0.953757, KL Divergence: 0.953749, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6262 [D loss: 0.838431, acc.: 63.98%, KL Divergence: 0.198596] [G loss: 0.903081, KL Divergence: 0.903074, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6263 [D loss: 0.835223, acc.: 63.66%, KL Divergence: 0.198610] [G loss: 0.898928, KL Divergence: 0.898921, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6264 [D loss: 0.833377, acc.: 63.48%, KL Divergence: 0.198602] [G loss: 0.968967, KL Divergence: 0.968958, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6265 [D loss: 0.851553, acc.: 65.29%, KL Divergence: 0.198604] [G loss: 0.846820, KL Divergence: 0.846813, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6266 [D loss: 0.850681, acc.: 65.21%, KL Divergence: 0.198601] [G loss: 0.869174, KL Divergence: 0.869167, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6267 [D loss: 0.852180, acc.: 65.36%, KL Divergence: 0.198595] [G loss: 0.903782, KL Divergence: 0.903774, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6268 [D loss: 0.842466, acc.: 64.39%, KL Divergence: 0.198596] [G loss: 0.898673, KL Divergence: 0.898666, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6269 [D loss: 0.855112, acc.: 65.65%, KL Divergence: 0.198602] [G loss: 0.925388, KL Divergence: 0.925380, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6270 [D loss: 0.845860, acc.: 64.73%, KL Divergence: 0.198605] [G loss: 0.971880, KL Divergence: 0.971872, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6271 [D loss: 0.854175, acc.: 65.56%, KL Divergence: 0.198594] [G loss: 0.893833, KL Divergence: 0.893826, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6272 [D loss: 0.840907, acc.: 64.23%, KL Divergence: 0.198599] [G loss: 0.966962, KL Divergence: 0.966954, FID: 48.008014]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6273 [D loss: 0.845782, acc.: 64.72%, KL Divergence: 0.198591] [G loss: 0.984276, KL Divergence: 0.984268, FID: 48.008014]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6274 [D loss: 0.840732, acc.: 64.21%, KL Divergence: 0.198595] [G loss: 0.982951, KL Divergence: 0.982943, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6275 [D loss: 0.855397, acc.: 65.68%, KL Divergence: 0.198597] [G loss: 0.989952, KL Divergence: 0.989944, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
6276 [D loss: 0.837691, acc.: 63.91%, KL Divergence: 0.198593] [G loss: 0.956753, KL Divergence: 0.956746, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6277 [D loss: 0.837093, acc.: 63.85%, KL Divergence: 0.198602] [G loss: 1.010789, KL Divergence: 1.010781, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6278 [D loss: 0.840288, acc.: 64.17%, KL Divergence: 0.198595] [G loss: 0.914871, KL Divergence: 0.914864, FID: 48.008014]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6279 [D loss: 0.826260, acc.: 62.77%, KL Divergence: 0.198597] [G loss: 0.986000, KL Divergence: 0.985992, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6280 [D loss: 0.818612, acc.: 62.00%, KL Divergence: 0.198600] [G loss: 0.996685, KL Divergence: 0.996677, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6281 [D loss: 0.861082, acc.: 66.25%, KL Divergence: 0.198594] [G loss: 0.896252, KL Divergence: 0.896245, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
6282 [D loss: 0.840332, acc.: 64.17%, KL Divergence: 0.198600] [G loss: 0.949180, KL Divergence: 0.949172, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6283 [D loss: 0.862421, acc.: 66.38%, KL Divergence: 0.198594] [G loss: 0.887686, KL Divergence: 0.887679, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6284 [D loss: 0.831084, acc.: 63.25%, KL Divergence: 0.198596] [G loss: 0.989411, KL Divergence: 0.989404, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6285 [D loss: 0.852849, acc.: 65.43%, KL Divergence: 0.198593] [G loss: 0.912368, KL Divergence: 0.912361, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6286 [D loss: 0.823352, acc.: 62.48%, KL Divergence: 0.198593] [G loss: 1.052122, KL Divergence: 1.052114, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6287 [D loss: 0.833760, acc.: 63.52%, KL Divergence: 0.198597] [G loss: 0.946509, KL Divergence: 0.946502, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6288 [D loss: 0.827269, acc.: 62.87%, KL Divergence: 0.198599] [G loss: 0.965811, KL Divergence: 0.965803, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6289 [D loss: 0.845167, acc.: 64.66%, KL Divergence: 0.198605] [G loss: 0.915609, KL Divergence: 0.915602, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6290 [D loss: 0.851232, acc.: 65.26%, KL Divergence: 0.198607] [G loss: 0.941950, KL Divergence: 0.941942, FID: 48.008014]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6291 [D loss: 0.827184, acc.: 62.86%, KL Divergence: 0.198600] [G loss: 0.985428, KL Divergence: 0.985420, FID: 48.008014]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6292 [D loss: 0.867299, acc.: 66.87%, KL Divergence: 0.198607] [G loss: 0.899592, KL Divergence: 0.899583, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6293 [D loss: 0.856765, acc.: 65.82%, KL Divergence: 0.198611] [G loss: 0.877146, KL Divergence: 0.877139, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6294 [D loss: 0.833651, acc.: 63.51%, KL Divergence: 0.198598] [G loss: 0.906524, KL Divergence: 0.906517, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6295 [D loss: 0.834258, acc.: 63.57%, KL Divergence: 0.198597] [G loss: 0.919266, KL Divergence: 0.919258, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6296 [D loss: 0.834571, acc.: 63.60%, KL Divergence: 0.198598] [G loss: 1.007469, KL Divergence: 1.007462, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6297 [D loss: 0.842869, acc.: 64.43%, KL Divergence: 0.198595] [G loss: 1.059042, KL Divergence: 1.059033, FID: 48.008014]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6298 [D loss: 0.840525, acc.: 64.19%, KL Divergence: 0.198599] [G loss: 1.006361, KL Divergence: 1.006352, FID: 48.008014]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6299 [D loss: 0.833008, acc.: 63.44%, KL Divergence: 0.198594] [G loss: 0.959514, KL Divergence: 0.959507, FID: 48.008014]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 78ms/step
4/4 [==============================] - 1s 121ms/step
6300 [D loss: 0.847044, acc.: 64.84%, KL Divergence: 0.198606] [G loss: 0.996314, KL Divergence: 0.996305, FID: 47.776017]
1/1 [==============================] - 0s 51ms/step
4/4 [==============================] - 0s 78ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6301 [D loss: 0.847707, acc.: 64.91%, KL Divergence: 0.198608] [G loss: 0.978276, KL Divergence: 0.978269, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6302 [D loss: 0.844627, acc.: 64.60%, KL Divergence: 0.198599] [G loss: 0.942555, KL Divergence: 0.942547, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6303 [D loss: 0.836660, acc.: 63.81%, KL Divergence: 0.198595] [G loss: 0.967253, KL Divergence: 0.967245, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6304 [D loss: 0.833700, acc.: 63.51%, KL Divergence: 0.198597] [G loss: 0.917172, KL Divergence: 0.917165, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6305 [D loss: 0.844894, acc.: 64.63%, KL Divergence: 0.198599] [G loss: 0.933613, KL Divergence: 0.933606, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6306 [D loss: 0.850822, acc.: 65.22%, KL Divergence: 0.198601] [G loss: 0.868700, KL Divergence: 0.868693, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6307 [D loss: 0.835019, acc.: 63.64%, KL Divergence: 0.198592] [G loss: 0.937189, KL Divergence: 0.937182, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6308 [D loss: 0.852787, acc.: 65.42%, KL Divergence: 0.198598] [G loss: 0.922163, KL Divergence: 0.922155, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6309 [D loss: 0.841814, acc.: 64.32%, KL Divergence: 0.198600] [G loss: 0.943422, KL Divergence: 0.943414, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6310 [D loss: 0.821089, acc.: 62.25%, KL Divergence: 0.198599] [G loss: 0.963003, KL Divergence: 0.962995, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6311 [D loss: 0.824713, acc.: 62.61%, KL Divergence: 0.198595] [G loss: 0.996101, KL Divergence: 0.996094, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6312 [D loss: 0.835451, acc.: 63.69%, KL Divergence: 0.198598] [G loss: 0.958227, KL Divergence: 0.958219, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6313 [D loss: 0.838723, acc.: 64.01%, KL Divergence: 0.198599] [G loss: 0.904215, KL Divergence: 0.904207, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6314 [D loss: 0.850830, acc.: 65.22%, KL Divergence: 0.198599] [G loss: 0.917563, KL Divergence: 0.917556, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6315 [D loss: 0.840520, acc.: 64.19%, KL Divergence: 0.198600] [G loss: 0.956952, KL Divergence: 0.956945, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6316 [D loss: 0.850674, acc.: 65.21%, KL Divergence: 0.198596] [G loss: 0.983924, KL Divergence: 0.983916, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6317 [D loss: 0.835397, acc.: 63.68%, KL Divergence: 0.198598] [G loss: 0.994327, KL Divergence: 0.994320, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6318 [D loss: 0.869264, acc.: 67.07%, KL Divergence: 0.198598] [G loss: 0.941773, KL Divergence: 0.941765, FID: 47.776017]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6319 [D loss: 0.847377, acc.: 64.88%, KL Divergence: 0.198599] [G loss: 1.019609, KL Divergence: 1.019601, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6320 [D loss: 0.844208, acc.: 64.56%, KL Divergence: 0.198596] [G loss: 0.958056, KL Divergence: 0.958048, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6321 [D loss: 0.838484, acc.: 63.99%, KL Divergence: 0.198591] [G loss: 0.990063, KL Divergence: 0.990056, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6322 [D loss: 0.816573, acc.: 61.80%, KL Divergence: 0.198593] [G loss: 0.972373, KL Divergence: 0.972365, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6323 [D loss: 0.849501, acc.: 65.09%, KL Divergence: 0.198589] [G loss: 0.899502, KL Divergence: 0.899495, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6324 [D loss: 0.847997, acc.: 64.94%, KL Divergence: 0.198595] [G loss: 0.928413, KL Divergence: 0.928406, FID: 47.776017]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6325 [D loss: 0.864779, acc.: 66.62%, KL Divergence: 0.198592] [G loss: 0.866481, KL Divergence: 0.866475, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6326 [D loss: 0.834706, acc.: 63.61%, KL Divergence: 0.198599] [G loss: 0.994456, KL Divergence: 0.994448, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6327 [D loss: 0.830452, acc.: 63.18%, KL Divergence: 0.198603] [G loss: 0.984736, KL Divergence: 0.984729, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6328 [D loss: 0.835064, acc.: 63.65%, KL Divergence: 0.198599] [G loss: 1.008988, KL Divergence: 1.008980, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6329 [D loss: 0.831053, acc.: 63.24%, KL Divergence: 0.198606] [G loss: 0.906906, KL Divergence: 0.906899, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6330 [D loss: 0.852791, acc.: 65.42%, KL Divergence: 0.198597] [G loss: 0.887682, KL Divergence: 0.887675, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6331 [D loss: 0.872723, acc.: 67.41%, KL Divergence: 0.198590] [G loss: 0.870422, KL Divergence: 0.870415, FID: 47.776017]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6332 [D loss: 0.868930, acc.: 67.03%, KL Divergence: 0.198597] [G loss: 0.884540, KL Divergence: 0.884533, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6333 [D loss: 0.838657, acc.: 64.01%, KL Divergence: 0.198597] [G loss: 1.021855, KL Divergence: 1.021848, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6334 [D loss: 0.827882, acc.: 62.93%, KL Divergence: 0.198590] [G loss: 0.992740, KL Divergence: 0.992733, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6335 [D loss: 0.827181, acc.: 62.86%, KL Divergence: 0.198596] [G loss: 0.947174, KL Divergence: 0.947167, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6336 [D loss: 0.837493, acc.: 63.89%, KL Divergence: 0.198597] [G loss: 0.929212, KL Divergence: 0.929204, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6337 [D loss: 0.851025, acc.: 65.24%, KL Divergence: 0.198597] [G loss: 0.949941, KL Divergence: 0.949934, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6338 [D loss: 0.855672, acc.: 65.71%, KL Divergence: 0.198598] [G loss: 0.965407, KL Divergence: 0.965399, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6339 [D loss: 0.835078, acc.: 63.65%, KL Divergence: 0.198599] [G loss: 0.991050, KL Divergence: 0.991043, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6340 [D loss: 0.837419, acc.: 63.88%, KL Divergence: 0.198590] [G loss: 0.923706, KL Divergence: 0.923699, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6341 [D loss: 0.831691, acc.: 63.31%, KL Divergence: 0.198593] [G loss: 0.986683, KL Divergence: 0.986676, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6342 [D loss: 0.842543, acc.: 64.39%, KL Divergence: 0.198594] [G loss: 0.928565, KL Divergence: 0.928558, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6343 [D loss: 0.851115, acc.: 65.25%, KL Divergence: 0.198589] [G loss: 0.906358, KL Divergence: 0.906352, FID: 47.776017]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6344 [D loss: 0.846245, acc.: 64.76%, KL Divergence: 0.198599] [G loss: 0.966632, KL Divergence: 0.966625, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6345 [D loss: 0.837245, acc.: 63.86%, KL Divergence: 0.198604] [G loss: 0.999574, KL Divergence: 0.999566, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6346 [D loss: 0.835858, acc.: 63.73%, KL Divergence: 0.198608] [G loss: 0.946078, KL Divergence: 0.946070, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6347 [D loss: 0.829284, acc.: 63.07%, KL Divergence: 0.198603] [G loss: 1.045563, KL Divergence: 1.045555, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6348 [D loss: 0.845785, acc.: 64.72%, KL Divergence: 0.198597] [G loss: 1.009252, KL Divergence: 1.009244, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6349 [D loss: 0.848290, acc.: 64.97%, KL Divergence: 0.198595] [G loss: 0.944904, KL Divergence: 0.944897, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6350 [D loss: 0.839118, acc.: 64.05%, KL Divergence: 0.198595] [G loss: 1.006059, KL Divergence: 1.006052, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6351 [D loss: 0.842412, acc.: 64.38%, KL Divergence: 0.198610] [G loss: 0.963634, KL Divergence: 0.963627, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6352 [D loss: 0.828676, acc.: 63.01%, KL Divergence: 0.198598] [G loss: 0.952578, KL Divergence: 0.952571, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6353 [D loss: 0.814889, acc.: 61.63%, KL Divergence: 0.198603] [G loss: 1.010838, KL Divergence: 1.010831, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6354 [D loss: 0.817776, acc.: 61.92%, KL Divergence: 0.198599] [G loss: 0.927651, KL Divergence: 0.927644, FID: 47.776017]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6355 [D loss: 0.810570, acc.: 61.20%, KL Divergence: 0.198615] [G loss: 1.042955, KL Divergence: 1.042947, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6356 [D loss: 0.829308, acc.: 63.07%, KL Divergence: 0.198614] [G loss: 0.969663, KL Divergence: 0.969655, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6357 [D loss: 0.853294, acc.: 65.47%, KL Divergence: 0.198615] [G loss: 0.918010, KL Divergence: 0.918002, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6358 [D loss: 0.848379, acc.: 64.97%, KL Divergence: 0.198632] [G loss: 0.923942, KL Divergence: 0.923933, FID: 47.776017]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6359 [D loss: 0.849892, acc.: 65.12%, KL Divergence: 0.198671] [G loss: 1.027823, KL Divergence: 1.027813, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6360 [D loss: 0.819778, acc.: 62.11%, KL Divergence: 0.198642] [G loss: 1.051403, KL Divergence: 1.051391, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6361 [D loss: 0.829178, acc.: 63.06%, KL Divergence: 0.198626] [G loss: 0.987977, KL Divergence: 0.987970, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6362 [D loss: 0.848255, acc.: 64.96%, KL Divergence: 0.198675] [G loss: 0.913531, KL Divergence: 0.913522, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6363 [D loss: 0.827787, acc.: 62.91%, KL Divergence: 0.198668] [G loss: 0.950835, KL Divergence: 0.950826, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6364 [D loss: 0.838907, acc.: 64.03%, KL Divergence: 0.198643] [G loss: 0.961314, KL Divergence: 0.961307, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6365 [D loss: 0.835773, acc.: 63.72%, KL Divergence: 0.198615] [G loss: 0.952410, KL Divergence: 0.952403, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6366 [D loss: 0.831599, acc.: 63.30%, KL Divergence: 0.198615] [G loss: 0.975190, KL Divergence: 0.975182, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6367 [D loss: 0.822046, acc.: 62.34%, KL Divergence: 0.198603] [G loss: 1.008201, KL Divergence: 1.008192, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6368 [D loss: 0.862121, acc.: 66.35%, KL Divergence: 0.198612] [G loss: 0.883392, KL Divergence: 0.883385, FID: 47.776017]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6369 [D loss: 0.867280, acc.: 66.87%, KL Divergence: 0.198608] [G loss: 0.956212, KL Divergence: 0.956204, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6370 [D loss: 0.851783, acc.: 65.32%, KL Divergence: 0.198607] [G loss: 1.001224, KL Divergence: 1.001216, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6371 [D loss: 0.832763, acc.: 63.42%, KL Divergence: 0.198594] [G loss: 0.998437, KL Divergence: 0.998429, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6372 [D loss: 0.828773, acc.: 63.02%, KL Divergence: 0.198606] [G loss: 0.966950, KL Divergence: 0.966943, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6373 [D loss: 0.855775, acc.: 65.72%, KL Divergence: 0.198622] [G loss: 0.983255, KL Divergence: 0.983249, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6374 [D loss: 0.841790, acc.: 64.32%, KL Divergence: 0.198589] [G loss: 0.916363, KL Divergence: 0.916357, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6375 [D loss: 0.842529, acc.: 64.39%, KL Divergence: 0.198591] [G loss: 0.981269, KL Divergence: 0.981262, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6376 [D loss: 0.833234, acc.: 63.46%, KL Divergence: 0.198590] [G loss: 0.864051, KL Divergence: 0.864044, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6377 [D loss: 0.843716, acc.: 64.51%, KL Divergence: 0.198594] [G loss: 0.940901, KL Divergence: 0.940893, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6378 [D loss: 0.845171, acc.: 64.66%, KL Divergence: 0.198593] [G loss: 0.971922, KL Divergence: 0.971914, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6379 [D loss: 0.836806, acc.: 63.82%, KL Divergence: 0.198599] [G loss: 1.005862, KL Divergence: 1.005854, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6380 [D loss: 0.832254, acc.: 63.36%, KL Divergence: 0.198606] [G loss: 0.954860, KL Divergence: 0.954853, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6381 [D loss: 0.829099, acc.: 63.05%, KL Divergence: 0.198594] [G loss: 0.962320, KL Divergence: 0.962312, FID: 47.776017]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6382 [D loss: 0.852931, acc.: 65.43%, KL Divergence: 0.198592] [G loss: 0.894045, KL Divergence: 0.894038, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6383 [D loss: 0.890691, acc.: 69.21%, KL Divergence: 0.198603] [G loss: 0.860763, KL Divergence: 0.860756, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6384 [D loss: 0.847908, acc.: 64.93%, KL Divergence: 0.198602] [G loss: 1.013123, KL Divergence: 1.013116, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6385 [D loss: 0.824853, acc.: 62.63%, KL Divergence: 0.198590] [G loss: 1.108635, KL Divergence: 1.108629, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6386 [D loss: 0.822057, acc.: 62.35%, KL Divergence: 0.198590] [G loss: 1.071174, KL Divergence: 1.071167, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6387 [D loss: 0.833316, acc.: 63.47%, KL Divergence: 0.198591] [G loss: 1.029556, KL Divergence: 1.029548, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6388 [D loss: 0.847763, acc.: 64.92%, KL Divergence: 0.198590] [G loss: 0.896849, KL Divergence: 0.896843, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6389 [D loss: 0.856890, acc.: 65.83%, KL Divergence: 0.198592] [G loss: 0.892331, KL Divergence: 0.892323, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6390 [D loss: 0.845072, acc.: 64.65%, KL Divergence: 0.198586] [G loss: 0.993980, KL Divergence: 0.993974, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6391 [D loss: 0.849191, acc.: 65.06%, KL Divergence: 0.198594] [G loss: 0.952005, KL Divergence: 0.951998, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6392 [D loss: 0.831959, acc.: 63.34%, KL Divergence: 0.198590] [G loss: 0.980528, KL Divergence: 0.980521, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6393 [D loss: 0.821943, acc.: 62.34%, KL Divergence: 0.198584] [G loss: 0.961686, KL Divergence: 0.961679, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6394 [D loss: 0.844121, acc.: 64.55%, KL Divergence: 0.198583] [G loss: 0.853602, KL Divergence: 0.853595, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6395 [D loss: 0.862091, acc.: 66.35%, KL Divergence: 0.198599] [G loss: 0.873876, KL Divergence: 0.873870, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6396 [D loss: 0.850427, acc.: 65.18%, KL Divergence: 0.198594] [G loss: 0.893019, KL Divergence: 0.893012, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6397 [D loss: 0.847075, acc.: 64.85%, KL Divergence: 0.198592] [G loss: 0.938489, KL Divergence: 0.938482, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6398 [D loss: 0.856012, acc.: 65.74%, KL Divergence: 0.198595] [G loss: 0.923730, KL Divergence: 0.923723, FID: 47.776017]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6399 [D loss: 0.826940, acc.: 62.83%, KL Divergence: 0.198598] [G loss: 1.014949, KL Divergence: 1.014941, FID: 47.776017]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 110ms/step
4/4 [==============================] - 2s 111ms/step
6400 [D loss: 0.833158, acc.: 63.46%, KL Divergence: 0.198595] [G loss: 1.024104, KL Divergence: 1.024096, FID: 46.886745]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6401 [D loss: 0.829451, acc.: 63.08%, KL Divergence: 0.198617] [G loss: 1.045729, KL Divergence: 1.045722, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6402 [D loss: 0.846377, acc.: 64.78%, KL Divergence: 0.198594] [G loss: 0.884669, KL Divergence: 0.884662, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6403 [D loss: 0.836803, acc.: 63.82%, KL Divergence: 0.198598] [G loss: 0.924828, KL Divergence: 0.924821, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6404 [D loss: 0.849565, acc.: 65.10%, KL Divergence: 0.198597] [G loss: 0.890119, KL Divergence: 0.890113, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6405 [D loss: 0.877633, acc.: 67.91%, KL Divergence: 0.198581] [G loss: 0.857635, KL Divergence: 0.857629, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6406 [D loss: 0.844696, acc.: 64.61%, KL Divergence: 0.198587] [G loss: 1.001189, KL Divergence: 1.001181, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6407 [D loss: 0.842493, acc.: 64.39%, KL Divergence: 0.198581] [G loss: 0.914794, KL Divergence: 0.914788, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6408 [D loss: 0.834481, acc.: 63.59%, KL Divergence: 0.198594] [G loss: 1.022083, KL Divergence: 1.022075, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6409 [D loss: 0.833657, acc.: 63.51%, KL Divergence: 0.198586] [G loss: 0.928741, KL Divergence: 0.928735, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6410 [D loss: 0.835003, acc.: 63.64%, KL Divergence: 0.198595] [G loss: 0.975426, KL Divergence: 0.975419, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
6411 [D loss: 0.852431, acc.: 65.38%, KL Divergence: 0.198590] [G loss: 0.891334, KL Divergence: 0.891327, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6412 [D loss: 0.865380, acc.: 66.68%, KL Divergence: 0.198595] [G loss: 0.929402, KL Divergence: 0.929394, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6413 [D loss: 0.845422, acc.: 64.68%, KL Divergence: 0.198590] [G loss: 1.035608, KL Divergence: 1.035601, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6414 [D loss: 0.827138, acc.: 62.85%, KL Divergence: 0.198595] [G loss: 0.994821, KL Divergence: 0.994814, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6415 [D loss: 0.815455, acc.: 61.69%, KL Divergence: 0.198592] [G loss: 0.990598, KL Divergence: 0.990592, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6416 [D loss: 0.832486, acc.: 63.39%, KL Divergence: 0.198591] [G loss: 0.992706, KL Divergence: 0.992698, FID: 46.886745]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6417 [D loss: 0.861262, acc.: 66.27%, KL Divergence: 0.198583] [G loss: 0.814627, KL Divergence: 0.814620, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6418 [D loss: 0.863187, acc.: 66.46%, KL Divergence: 0.198589] [G loss: 0.931275, KL Divergence: 0.931267, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6419 [D loss: 0.843146, acc.: 64.46%, KL Divergence: 0.198585] [G loss: 0.902032, KL Divergence: 0.902026, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6420 [D loss: 0.840631, acc.: 64.20%, KL Divergence: 0.198586] [G loss: 1.010408, KL Divergence: 1.010401, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6421 [D loss: 0.819178, acc.: 62.06%, KL Divergence: 0.198592] [G loss: 1.023963, KL Divergence: 1.023956, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6422 [D loss: 0.829161, acc.: 63.06%, KL Divergence: 0.198588] [G loss: 1.014077, KL Divergence: 1.014070, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6423 [D loss: 0.842696, acc.: 64.41%, KL Divergence: 0.198588] [G loss: 0.875572, KL Divergence: 0.875566, FID: 46.886745]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6424 [D loss: 0.846042, acc.: 64.75%, KL Divergence: 0.198590] [G loss: 1.027928, KL Divergence: 1.027920, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
6425 [D loss: 0.839466, acc.: 64.09%, KL Divergence: 0.198598] [G loss: 0.979520, KL Divergence: 0.979513, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6426 [D loss: 0.870878, acc.: 67.23%, KL Divergence: 0.198587] [G loss: 0.908648, KL Divergence: 0.908642, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6427 [D loss: 0.838203, acc.: 63.96%, KL Divergence: 0.198586] [G loss: 0.981349, KL Divergence: 0.981342, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6428 [D loss: 0.837145, acc.: 63.86%, KL Divergence: 0.198589] [G loss: 0.957750, KL Divergence: 0.957744, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6429 [D loss: 0.834630, acc.: 63.60%, KL Divergence: 0.198592] [G loss: 0.959510, KL Divergence: 0.959504, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6430 [D loss: 0.827731, acc.: 62.91%, KL Divergence: 0.198588] [G loss: 0.868247, KL Divergence: 0.868241, FID: 46.886745]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6431 [D loss: 0.841826, acc.: 64.32%, KL Divergence: 0.198582] [G loss: 0.889246, KL Divergence: 0.889240, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6432 [D loss: 0.850864, acc.: 65.23%, KL Divergence: 0.198589] [G loss: 0.952617, KL Divergence: 0.952610, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6433 [D loss: 0.882419, acc.: 68.38%, KL Divergence: 0.198589] [G loss: 0.864451, KL Divergence: 0.864445, FID: 46.886745]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6434 [D loss: 0.865116, acc.: 66.65%, KL Divergence: 0.198593] [G loss: 0.945896, KL Divergence: 0.945888, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6435 [D loss: 0.842978, acc.: 64.44%, KL Divergence: 0.198587] [G loss: 1.017090, KL Divergence: 1.017083, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6436 [D loss: 0.828610, acc.: 63.00%, KL Divergence: 0.198585] [G loss: 1.036246, KL Divergence: 1.036240, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6437 [D loss: 0.835211, acc.: 63.66%, KL Divergence: 0.198586] [G loss: 1.009415, KL Divergence: 1.009409, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6438 [D loss: 0.836431, acc.: 63.78%, KL Divergence: 0.198581] [G loss: 0.901234, KL Divergence: 0.901227, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6439 [D loss: 0.827692, acc.: 62.91%, KL Divergence: 0.198585] [G loss: 0.953132, KL Divergence: 0.953126, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6440 [D loss: 0.832743, acc.: 63.42%, KL Divergence: 0.198588] [G loss: 0.988705, KL Divergence: 0.988697, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6441 [D loss: 0.831948, acc.: 63.34%, KL Divergence: 0.198584] [G loss: 0.940569, KL Divergence: 0.940562, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6442 [D loss: 0.864986, acc.: 66.64%, KL Divergence: 0.198588] [G loss: 0.884315, KL Divergence: 0.884308, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6443 [D loss: 0.836080, acc.: 63.75%, KL Divergence: 0.198585] [G loss: 0.958462, KL Divergence: 0.958456, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6444 [D loss: 0.852453, acc.: 65.39%, KL Divergence: 0.198580] [G loss: 0.936945, KL Divergence: 0.936939, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6445 [D loss: 0.837789, acc.: 63.92%, KL Divergence: 0.198583] [G loss: 0.899720, KL Divergence: 0.899714, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6446 [D loss: 0.853227, acc.: 65.46%, KL Divergence: 0.198585] [G loss: 0.922974, KL Divergence: 0.922967, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6447 [D loss: 0.840670, acc.: 64.21%, KL Divergence: 0.198590] [G loss: 0.957754, KL Divergence: 0.957748, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6448 [D loss: 0.850586, acc.: 65.20%, KL Divergence: 0.198585] [G loss: 0.918511, KL Divergence: 0.918505, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6449 [D loss: 0.845709, acc.: 64.71%, KL Divergence: 0.198584] [G loss: 0.914426, KL Divergence: 0.914420, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6450 [D loss: 0.850345, acc.: 65.18%, KL Divergence: 0.198585] [G loss: 0.938321, KL Divergence: 0.938314, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6451 [D loss: 0.842584, acc.: 64.40%, KL Divergence: 0.198582] [G loss: 0.873139, KL Divergence: 0.873133, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6452 [D loss: 0.827712, acc.: 62.91%, KL Divergence: 0.198584] [G loss: 1.012899, KL Divergence: 1.012893, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6453 [D loss: 0.842024, acc.: 64.34%, KL Divergence: 0.198581] [G loss: 0.917713, KL Divergence: 0.917707, FID: 46.886745]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6454 [D loss: 0.829857, acc.: 63.13%, KL Divergence: 0.198586] [G loss: 0.967993, KL Divergence: 0.967986, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6455 [D loss: 0.842562, acc.: 64.40%, KL Divergence: 0.198582] [G loss: 0.917950, KL Divergence: 0.917944, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6456 [D loss: 0.850602, acc.: 65.20%, KL Divergence: 0.198584] [G loss: 0.924837, KL Divergence: 0.924830, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6457 [D loss: 0.862816, acc.: 66.42%, KL Divergence: 0.198582] [G loss: 0.906901, KL Divergence: 0.906895, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6458 [D loss: 0.851909, acc.: 65.33%, KL Divergence: 0.198584] [G loss: 0.910645, KL Divergence: 0.910639, FID: 46.886745]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6459 [D loss: 0.847285, acc.: 64.87%, KL Divergence: 0.198582] [G loss: 0.923190, KL Divergence: 0.923185, FID: 46.886745]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6460 [D loss: 0.853138, acc.: 65.46%, KL Divergence: 0.198583] [G loss: 0.920906, KL Divergence: 0.920900, FID: 46.886745]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6461 [D loss: 0.845311, acc.: 64.67%, KL Divergence: 0.198583] [G loss: 0.943754, KL Divergence: 0.943748, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6462 [D loss: 0.840846, acc.: 64.23%, KL Divergence: 0.198581] [G loss: 0.913714, KL Divergence: 0.913707, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6463 [D loss: 0.840619, acc.: 64.20%, KL Divergence: 0.198585] [G loss: 0.992212, KL Divergence: 0.992206, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6464 [D loss: 0.867955, acc.: 66.94%, KL Divergence: 0.198582] [G loss: 0.927270, KL Divergence: 0.927263, FID: 46.886745]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6465 [D loss: 0.837802, acc.: 63.92%, KL Divergence: 0.198590] [G loss: 0.938125, KL Divergence: 0.938119, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6466 [D loss: 0.842381, acc.: 64.38%, KL Divergence: 0.198581] [G loss: 0.947891, KL Divergence: 0.947884, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6467 [D loss: 0.841040, acc.: 64.25%, KL Divergence: 0.198581] [G loss: 0.953739, KL Divergence: 0.953733, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6468 [D loss: 0.848356, acc.: 64.98%, KL Divergence: 0.198587] [G loss: 0.932750, KL Divergence: 0.932743, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6469 [D loss: 0.837419, acc.: 63.88%, KL Divergence: 0.198585] [G loss: 0.985510, KL Divergence: 0.985503, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6470 [D loss: 0.867366, acc.: 66.88%, KL Divergence: 0.198583] [G loss: 0.888684, KL Divergence: 0.888678, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6471 [D loss: 0.859981, acc.: 66.14%, KL Divergence: 0.198584] [G loss: 0.892057, KL Divergence: 0.892051, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6472 [D loss: 0.840684, acc.: 64.21%, KL Divergence: 0.198583] [G loss: 0.962815, KL Divergence: 0.962808, FID: 46.886745]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6473 [D loss: 0.846350, acc.: 64.78%, KL Divergence: 0.198587] [G loss: 1.036944, KL Divergence: 1.036937, FID: 46.886745]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6474 [D loss: 0.836220, acc.: 63.76%, KL Divergence: 0.198583] [G loss: 0.973420, KL Divergence: 0.973414, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6475 [D loss: 0.831725, acc.: 63.31%, KL Divergence: 0.198586] [G loss: 1.043309, KL Divergence: 1.043303, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6476 [D loss: 0.853428, acc.: 65.48%, KL Divergence: 0.198586] [G loss: 0.948998, KL Divergence: 0.948991, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6477 [D loss: 0.846874, acc.: 64.83%, KL Divergence: 0.198589] [G loss: 0.939953, KL Divergence: 0.939947, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6478 [D loss: 0.854896, acc.: 65.63%, KL Divergence: 0.198586] [G loss: 0.975222, KL Divergence: 0.975216, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6479 [D loss: 0.822128, acc.: 62.35%, KL Divergence: 0.198591] [G loss: 0.990194, KL Divergence: 0.990188, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6480 [D loss: 0.837743, acc.: 63.92%, KL Divergence: 0.198590] [G loss: 0.927617, KL Divergence: 0.927611, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6481 [D loss: 0.823583, acc.: 62.50%, KL Divergence: 0.198597] [G loss: 0.946547, KL Divergence: 0.946540, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6482 [D loss: 0.862472, acc.: 66.39%, KL Divergence: 0.198587] [G loss: 0.865750, KL Divergence: 0.865744, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6483 [D loss: 0.838058, acc.: 63.95%, KL Divergence: 0.198583] [G loss: 0.965695, KL Divergence: 0.965689, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6484 [D loss: 0.861786, acc.: 66.32%, KL Divergence: 0.198586] [G loss: 0.975732, KL Divergence: 0.975726, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6485 [D loss: 0.859720, acc.: 66.11%, KL Divergence: 0.198584] [G loss: 0.960192, KL Divergence: 0.960186, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6486 [D loss: 0.847675, acc.: 64.91%, KL Divergence: 0.198585] [G loss: 0.901562, KL Divergence: 0.901556, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6487 [D loss: 0.842533, acc.: 64.39%, KL Divergence: 0.198588] [G loss: 1.003342, KL Divergence: 1.003336, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6488 [D loss: 0.856835, acc.: 65.82%, KL Divergence: 0.198596] [G loss: 1.026106, KL Divergence: 1.026100, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6489 [D loss: 0.844652, acc.: 64.61%, KL Divergence: 0.198587] [G loss: 0.996080, KL Divergence: 0.996074, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6490 [D loss: 0.835007, acc.: 63.64%, KL Divergence: 0.198590] [G loss: 0.997222, KL Divergence: 0.997215, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
6491 [D loss: 0.849248, acc.: 65.07%, KL Divergence: 0.198591] [G loss: 0.930008, KL Divergence: 0.930001, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6492 [D loss: 0.843500, acc.: 64.49%, KL Divergence: 0.198590] [G loss: 0.878142, KL Divergence: 0.878137, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6493 [D loss: 0.849827, acc.: 65.12%, KL Divergence: 0.198588] [G loss: 0.898357, KL Divergence: 0.898351, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6494 [D loss: 0.830149, acc.: 63.16%, KL Divergence: 0.198588] [G loss: 0.967311, KL Divergence: 0.967304, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6495 [D loss: 0.816306, acc.: 61.77%, KL Divergence: 0.198608] [G loss: 1.014572, KL Divergence: 1.014565, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6496 [D loss: 0.828031, acc.: 62.94%, KL Divergence: 0.198589] [G loss: 0.933390, KL Divergence: 0.933384, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6497 [D loss: 0.848153, acc.: 64.96%, KL Divergence: 0.198591] [G loss: 0.965003, KL Divergence: 0.964997, FID: 46.886745]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6498 [D loss: 0.852039, acc.: 65.35%, KL Divergence: 0.198582] [G loss: 0.846821, KL Divergence: 0.846815, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6499 [D loss: 0.834577, acc.: 63.60%, KL Divergence: 0.198591] [G loss: 0.992138, KL Divergence: 0.992130, FID: 46.886745]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 2s 114ms/step
4/4 [==============================] - 2s 79ms/step
6500 [D loss: 0.849090, acc.: 65.05%, KL Divergence: 0.198612] [G loss: 0.974510, KL Divergence: 0.974503, FID: 44.007286]
1/1 [==============================] - 0s 32ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6501 [D loss: 0.848296, acc.: 64.97%, KL Divergence: 0.198596] [G loss: 0.967100, KL Divergence: 0.967093, FID: 44.007286]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6502 [D loss: 0.830077, acc.: 63.15%, KL Divergence: 0.198598] [G loss: 1.027601, KL Divergence: 1.027594, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6503 [D loss: 0.839643, acc.: 64.10%, KL Divergence: 0.198596] [G loss: 0.974595, KL Divergence: 0.974588, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6504 [D loss: 0.837255, acc.: 63.87%, KL Divergence: 0.198583] [G loss: 1.021423, KL Divergence: 1.021417, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6505 [D loss: 0.837527, acc.: 63.89%, KL Divergence: 0.198583] [G loss: 0.996810, KL Divergence: 0.996803, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6506 [D loss: 0.838057, acc.: 63.95%, KL Divergence: 0.198583] [G loss: 0.904439, KL Divergence: 0.904433, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6507 [D loss: 0.857033, acc.: 65.85%, KL Divergence: 0.198581] [G loss: 0.853577, KL Divergence: 0.853571, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6508 [D loss: 0.856522, acc.: 65.79%, KL Divergence: 0.198585] [G loss: 0.886084, KL Divergence: 0.886078, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 3ms/step
6509 [D loss: 0.832883, acc.: 63.43%, KL Divergence: 0.198598] [G loss: 0.974060, KL Divergence: 0.974053, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6510 [D loss: 0.822257, acc.: 62.37%, KL Divergence: 0.198589] [G loss: 0.901056, KL Divergence: 0.901050, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6511 [D loss: 0.838420, acc.: 63.98%, KL Divergence: 0.198593] [G loss: 0.934878, KL Divergence: 0.934871, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6512 [D loss: 0.852528, acc.: 65.39%, KL Divergence: 0.198591] [G loss: 0.898854, KL Divergence: 0.898847, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6513 [D loss: 0.842813, acc.: 64.42%, KL Divergence: 0.198585] [G loss: 0.939867, KL Divergence: 0.939861, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6514 [D loss: 0.853944, acc.: 65.54%, KL Divergence: 0.198582] [G loss: 0.951009, KL Divergence: 0.951002, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6515 [D loss: 0.861634, acc.: 66.30%, KL Divergence: 0.198585] [G loss: 0.912694, KL Divergence: 0.912688, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6516 [D loss: 0.859910, acc.: 66.13%, KL Divergence: 0.198578] [G loss: 0.906605, KL Divergence: 0.906599, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6517 [D loss: 0.843608, acc.: 64.50%, KL Divergence: 0.198585] [G loss: 0.950933, KL Divergence: 0.950926, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6518 [D loss: 0.829443, acc.: 63.09%, KL Divergence: 0.198583] [G loss: 0.963102, KL Divergence: 0.963097, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6519 [D loss: 0.852693, acc.: 65.41%, KL Divergence: 0.198581] [G loss: 0.888373, KL Divergence: 0.888367, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6520 [D loss: 0.831974, acc.: 63.34%, KL Divergence: 0.198586] [G loss: 0.964832, KL Divergence: 0.964826, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6521 [D loss: 0.839970, acc.: 64.14%, KL Divergence: 0.198579] [G loss: 0.887792, KL Divergence: 0.887787, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6522 [D loss: 0.858389, acc.: 65.98%, KL Divergence: 0.198578] [G loss: 0.946355, KL Divergence: 0.946349, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6523 [D loss: 0.849574, acc.: 65.10%, KL Divergence: 0.198578] [G loss: 0.864928, KL Divergence: 0.864922, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6524 [D loss: 0.829878, acc.: 63.13%, KL Divergence: 0.198582] [G loss: 0.984841, KL Divergence: 0.984835, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6525 [D loss: 0.841878, acc.: 64.33%, KL Divergence: 0.198579] [G loss: 0.910525, KL Divergence: 0.910519, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6526 [D loss: 0.840597, acc.: 64.20%, KL Divergence: 0.198582] [G loss: 0.963426, KL Divergence: 0.963420, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6527 [D loss: 0.842929, acc.: 64.44%, KL Divergence: 0.198578] [G loss: 0.937812, KL Divergence: 0.937806, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6528 [D loss: 0.861748, acc.: 66.32%, KL Divergence: 0.198579] [G loss: 0.890911, KL Divergence: 0.890904, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6529 [D loss: 0.841780, acc.: 64.32%, KL Divergence: 0.198580] [G loss: 0.884778, KL Divergence: 0.884772, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6530 [D loss: 0.849627, acc.: 65.10%, KL Divergence: 0.198582] [G loss: 0.904658, KL Divergence: 0.904653, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6531 [D loss: 0.814763, acc.: 61.62%, KL Divergence: 0.198588] [G loss: 1.074239, KL Divergence: 1.074233, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6532 [D loss: 0.842957, acc.: 64.44%, KL Divergence: 0.198582] [G loss: 0.917664, KL Divergence: 0.917657, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6533 [D loss: 0.863699, acc.: 66.51%, KL Divergence: 0.198582] [G loss: 0.945464, KL Divergence: 0.945458, FID: 44.007286]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6534 [D loss: 0.840510, acc.: 64.19%, KL Divergence: 0.198581] [G loss: 0.959766, KL Divergence: 0.959759, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6535 [D loss: 0.842910, acc.: 64.43%, KL Divergence: 0.198581] [G loss: 0.994364, KL Divergence: 0.994358, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6536 [D loss: 0.855600, acc.: 65.70%, KL Divergence: 0.198586] [G loss: 0.948022, KL Divergence: 0.948016, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6537 [D loss: 0.832915, acc.: 63.43%, KL Divergence: 0.198607] [G loss: 1.000910, KL Divergence: 1.000903, FID: 44.007286]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6538 [D loss: 0.836973, acc.: 63.83%, KL Divergence: 0.198637] [G loss: 1.027872, KL Divergence: 1.027864, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6539 [D loss: 0.823864, acc.: 62.53%, KL Divergence: 0.198595] [G loss: 0.949215, KL Divergence: 0.949209, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6540 [D loss: 0.850857, acc.: 65.22%, KL Divergence: 0.198615] [G loss: 0.900040, KL Divergence: 0.900034, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6541 [D loss: 0.899121, acc.: 70.05%, KL Divergence: 0.198630] [G loss: 0.867380, KL Divergence: 0.867374, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6542 [D loss: 0.851234, acc.: 65.26%, KL Divergence: 0.198585] [G loss: 0.992747, KL Divergence: 0.992740, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6543 [D loss: 0.835712, acc.: 63.71%, KL Divergence: 0.198603] [G loss: 1.018849, KL Divergence: 1.018843, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
6544 [D loss: 0.812808, acc.: 61.42%, KL Divergence: 0.198591] [G loss: 0.932060, KL Divergence: 0.932053, FID: 44.007286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6545 [D loss: 0.812510, acc.: 61.39%, KL Divergence: 0.198601] [G loss: 0.930640, KL Divergence: 0.930633, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6546 [D loss: 0.841366, acc.: 64.28%, KL Divergence: 0.198608] [G loss: 0.944869, KL Divergence: 0.944862, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6547 [D loss: 0.826758, acc.: 62.82%, KL Divergence: 0.198598] [G loss: 0.950943, KL Divergence: 0.950936, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6548 [D loss: 0.857086, acc.: 65.85%, KL Divergence: 0.198590] [G loss: 0.968591, KL Divergence: 0.968584, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6549 [D loss: 0.855958, acc.: 65.73%, KL Divergence: 0.198613] [G loss: 0.962833, KL Divergence: 0.962826, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6550 [D loss: 0.844670, acc.: 64.60%, KL Divergence: 0.198628] [G loss: 1.016707, KL Divergence: 1.016698, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6551 [D loss: 0.834651, acc.: 63.61%, KL Divergence: 0.198599] [G loss: 0.939835, KL Divergence: 0.939828, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6552 [D loss: 0.828919, acc.: 63.03%, KL Divergence: 0.198669] [G loss: 1.034133, KL Divergence: 1.034124, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6553 [D loss: 0.841993, acc.: 64.33%, KL Divergence: 0.198722] [G loss: 0.954024, KL Divergence: 0.954014, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6554 [D loss: 0.838946, acc.: 64.03%, KL Divergence: 0.198599] [G loss: 0.892049, KL Divergence: 0.892043, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6555 [D loss: 0.854015, acc.: 65.54%, KL Divergence: 0.198611] [G loss: 0.860055, KL Divergence: 0.860049, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6556 [D loss: 0.836925, acc.: 63.83%, KL Divergence: 0.198588] [G loss: 0.946026, KL Divergence: 0.946020, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6557 [D loss: 0.860408, acc.: 66.18%, KL Divergence: 0.198582] [G loss: 0.940842, KL Divergence: 0.940836, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6558 [D loss: 0.862393, acc.: 66.38%, KL Divergence: 0.198577] [G loss: 0.902246, KL Divergence: 0.902241, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6559 [D loss: 0.858476, acc.: 65.99%, KL Divergence: 0.198585] [G loss: 1.009371, KL Divergence: 1.009364, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6560 [D loss: 0.845406, acc.: 64.68%, KL Divergence: 0.198592] [G loss: 0.953531, KL Divergence: 0.953525, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6561 [D loss: 0.857777, acc.: 65.92%, KL Divergence: 0.198582] [G loss: 0.942653, KL Divergence: 0.942647, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6562 [D loss: 0.838811, acc.: 64.02%, KL Divergence: 0.198581] [G loss: 0.984776, KL Divergence: 0.984771, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6563 [D loss: 0.840208, acc.: 64.16%, KL Divergence: 0.198584] [G loss: 0.910296, KL Divergence: 0.910291, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6564 [D loss: 0.824589, acc.: 62.60%, KL Divergence: 0.198584] [G loss: 0.943942, KL Divergence: 0.943937, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6565 [D loss: 0.840694, acc.: 64.21%, KL Divergence: 0.198582] [G loss: 1.090543, KL Divergence: 1.090536, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6566 [D loss: 0.857254, acc.: 65.87%, KL Divergence: 0.198589] [G loss: 1.009230, KL Divergence: 1.009223, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6567 [D loss: 0.852516, acc.: 65.39%, KL Divergence: 0.198584] [G loss: 0.953119, KL Divergence: 0.953113, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6568 [D loss: 0.837682, acc.: 63.91%, KL Divergence: 0.198584] [G loss: 0.960783, KL Divergence: 0.960777, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6569 [D loss: 0.865074, acc.: 66.65%, KL Divergence: 0.198584] [G loss: 0.875029, KL Divergence: 0.875023, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6570 [D loss: 0.832187, acc.: 63.36%, KL Divergence: 0.198599] [G loss: 1.043016, KL Divergence: 1.043009, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6571 [D loss: 0.860320, acc.: 66.17%, KL Divergence: 0.198585] [G loss: 0.998805, KL Divergence: 0.998799, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6572 [D loss: 0.849307, acc.: 65.07%, KL Divergence: 0.198592] [G loss: 0.928184, KL Divergence: 0.928178, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6573 [D loss: 0.837198, acc.: 63.86%, KL Divergence: 0.198598] [G loss: 0.943172, KL Divergence: 0.943166, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6574 [D loss: 0.824622, acc.: 62.60%, KL Divergence: 0.198582] [G loss: 0.981069, KL Divergence: 0.981063, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6575 [D loss: 0.840305, acc.: 64.17%, KL Divergence: 0.198589] [G loss: 0.942104, KL Divergence: 0.942098, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6576 [D loss: 0.843713, acc.: 64.51%, KL Divergence: 0.198580] [G loss: 0.919442, KL Divergence: 0.919436, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6577 [D loss: 0.812184, acc.: 61.36%, KL Divergence: 0.198586] [G loss: 1.003993, KL Divergence: 1.003987, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6578 [D loss: 0.844291, acc.: 64.57%, KL Divergence: 0.198581] [G loss: 0.923019, KL Divergence: 0.923013, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6579 [D loss: 0.859390, acc.: 66.08%, KL Divergence: 0.198593] [G loss: 1.016675, KL Divergence: 1.016669, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6580 [D loss: 0.866760, acc.: 66.82%, KL Divergence: 0.198602] [G loss: 0.928841, KL Divergence: 0.928834, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6581 [D loss: 0.840395, acc.: 64.18%, KL Divergence: 0.198585] [G loss: 1.021742, KL Divergence: 1.021735, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6582 [D loss: 0.825332, acc.: 62.67%, KL Divergence: 0.198588] [G loss: 1.066136, KL Divergence: 1.066129, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6583 [D loss: 0.829776, acc.: 63.12%, KL Divergence: 0.198615] [G loss: 1.015955, KL Divergence: 1.015948, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6584 [D loss: 0.838375, acc.: 63.98%, KL Divergence: 0.198581] [G loss: 0.919059, KL Divergence: 0.919054, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6585 [D loss: 0.829990, acc.: 63.14%, KL Divergence: 0.198581] [G loss: 1.047995, KL Divergence: 1.047989, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6586 [D loss: 0.850282, acc.: 65.17%, KL Divergence: 0.198575] [G loss: 0.908144, KL Divergence: 0.908139, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6587 [D loss: 0.829144, acc.: 63.06%, KL Divergence: 0.198576] [G loss: 0.922830, KL Divergence: 0.922825, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6588 [D loss: 0.846938, acc.: 64.84%, KL Divergence: 0.198576] [G loss: 0.904690, KL Divergence: 0.904684, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6589 [D loss: 0.850820, acc.: 65.22%, KL Divergence: 0.198578] [G loss: 0.939197, KL Divergence: 0.939191, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6590 [D loss: 0.851267, acc.: 65.27%, KL Divergence: 0.198580] [G loss: 0.962601, KL Divergence: 0.962595, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6591 [D loss: 0.876148, acc.: 67.76%, KL Divergence: 0.198581] [G loss: 0.908715, KL Divergence: 0.908709, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6592 [D loss: 0.839301, acc.: 64.07%, KL Divergence: 0.198592] [G loss: 0.965344, KL Divergence: 0.965339, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6593 [D loss: 0.825636, acc.: 62.71%, KL Divergence: 0.198582] [G loss: 1.046835, KL Divergence: 1.046829, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6594 [D loss: 0.815117, acc.: 61.65%, KL Divergence: 0.198580] [G loss: 1.008518, KL Divergence: 1.008512, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6595 [D loss: 0.849306, acc.: 65.07%, KL Divergence: 0.198582] [G loss: 0.847193, KL Divergence: 0.847188, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6596 [D loss: 0.831832, acc.: 63.32%, KL Divergence: 0.198582] [G loss: 0.936398, KL Divergence: 0.936392, FID: 44.007286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6597 [D loss: 0.828289, acc.: 62.97%, KL Divergence: 0.198578] [G loss: 0.947499, KL Divergence: 0.947494, FID: 44.007286]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6598 [D loss: 0.833510, acc.: 63.49%, KL Divergence: 0.198578] [G loss: 0.919026, KL Divergence: 0.919021, FID: 44.007286]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6599 [D loss: 0.863047, acc.: 66.45%, KL Divergence: 0.198578] [G loss: 0.871943, KL Divergence: 0.871937, FID: 44.007286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 2s 78ms/step
4/4 [==============================] - 2s 79ms/step
6600 [D loss: 0.847227, acc.: 64.86%, KL Divergence: 0.198579] [G loss: 0.955431, KL Divergence: 0.955425, FID: 45.032284]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
6601 [D loss: 0.822419, acc.: 62.38%, KL Divergence: 0.198583] [G loss: 1.007607, KL Divergence: 1.007601, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6602 [D loss: 0.849506, acc.: 65.09%, KL Divergence: 0.198589] [G loss: 0.949487, KL Divergence: 0.949481, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6603 [D loss: 0.840098, acc.: 64.15%, KL Divergence: 0.198576] [G loss: 0.923908, KL Divergence: 0.923902, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6604 [D loss: 0.832931, acc.: 63.44%, KL Divergence: 0.198574] [G loss: 0.976638, KL Divergence: 0.976633, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6605 [D loss: 0.849774, acc.: 65.12%, KL Divergence: 0.198577] [G loss: 0.910285, KL Divergence: 0.910280, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6606 [D loss: 0.865892, acc.: 66.73%, KL Divergence: 0.198573] [G loss: 0.873847, KL Divergence: 0.873842, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6607 [D loss: 0.849191, acc.: 65.06%, KL Divergence: 0.198577] [G loss: 0.970357, KL Divergence: 0.970351, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6608 [D loss: 0.840443, acc.: 64.19%, KL Divergence: 0.198577] [G loss: 0.995360, KL Divergence: 0.995355, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6609 [D loss: 0.837173, acc.: 63.86%, KL Divergence: 0.198573] [G loss: 0.914093, KL Divergence: 0.914088, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6610 [D loss: 0.839030, acc.: 64.05%, KL Divergence: 0.198574] [G loss: 0.921224, KL Divergence: 0.921219, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6611 [D loss: 0.840943, acc.: 64.24%, KL Divergence: 0.198576] [G loss: 0.939987, KL Divergence: 0.939981, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6612 [D loss: 0.853658, acc.: 65.51%, KL Divergence: 0.198573] [G loss: 0.887662, KL Divergence: 0.887656, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6613 [D loss: 0.839792, acc.: 64.12%, KL Divergence: 0.198576] [G loss: 0.952350, KL Divergence: 0.952344, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6614 [D loss: 0.842199, acc.: 64.36%, KL Divergence: 0.198576] [G loss: 0.960010, KL Divergence: 0.960005, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6615 [D loss: 0.848116, acc.: 64.95%, KL Divergence: 0.198578] [G loss: 0.953825, KL Divergence: 0.953820, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6616 [D loss: 0.836467, acc.: 63.79%, KL Divergence: 0.198575] [G loss: 0.957848, KL Divergence: 0.957843, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6617 [D loss: 0.840428, acc.: 64.19%, KL Divergence: 0.198573] [G loss: 0.933068, KL Divergence: 0.933063, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6618 [D loss: 0.842069, acc.: 64.35%, KL Divergence: 0.198573] [G loss: 0.939463, KL Divergence: 0.939458, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6619 [D loss: 0.847175, acc.: 64.86%, KL Divergence: 0.198572] [G loss: 0.906097, KL Divergence: 0.906092, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6620 [D loss: 0.863651, acc.: 66.51%, KL Divergence: 0.198569] [G loss: 0.865423, KL Divergence: 0.865418, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6621 [D loss: 0.835303, acc.: 63.67%, KL Divergence: 0.198577] [G loss: 1.002178, KL Divergence: 1.002172, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6622 [D loss: 0.846123, acc.: 64.75%, KL Divergence: 0.198578] [G loss: 0.970781, KL Divergence: 0.970775, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6623 [D loss: 0.870522, acc.: 67.19%, KL Divergence: 0.198572] [G loss: 0.856500, KL Divergence: 0.856495, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6624 [D loss: 0.842694, acc.: 64.41%, KL Divergence: 0.198575] [G loss: 0.974268, KL Divergence: 0.974262, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6625 [D loss: 0.841020, acc.: 64.24%, KL Divergence: 0.198574] [G loss: 0.943967, KL Divergence: 0.943961, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6626 [D loss: 0.854097, acc.: 65.55%, KL Divergence: 0.198573] [G loss: 0.893854, KL Divergence: 0.893849, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6627 [D loss: 0.837626, acc.: 63.91%, KL Divergence: 0.198571] [G loss: 0.918129, KL Divergence: 0.918124, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6628 [D loss: 0.837013, acc.: 63.84%, KL Divergence: 0.198573] [G loss: 1.012702, KL Divergence: 1.012696, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6629 [D loss: 0.849202, acc.: 65.06%, KL Divergence: 0.198571] [G loss: 0.892930, KL Divergence: 0.892925, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6630 [D loss: 0.851063, acc.: 65.25%, KL Divergence: 0.198571] [G loss: 0.959756, KL Divergence: 0.959750, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6631 [D loss: 0.839154, acc.: 64.06%, KL Divergence: 0.198575] [G loss: 0.930969, KL Divergence: 0.930964, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6632 [D loss: 0.835984, acc.: 63.74%, KL Divergence: 0.198570] [G loss: 0.920672, KL Divergence: 0.920667, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6633 [D loss: 0.840160, acc.: 64.16%, KL Divergence: 0.198570] [G loss: 0.921254, KL Divergence: 0.921249, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6634 [D loss: 0.861975, acc.: 66.34%, KL Divergence: 0.198569] [G loss: 0.902481, KL Divergence: 0.902475, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6635 [D loss: 0.856424, acc.: 65.79%, KL Divergence: 0.198571] [G loss: 0.853807, KL Divergence: 0.853802, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
6636 [D loss: 0.861537, acc.: 66.30%, KL Divergence: 0.198570] [G loss: 0.903218, KL Divergence: 0.903213, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6637 [D loss: 0.834841, acc.: 63.63%, KL Divergence: 0.198573] [G loss: 0.987276, KL Divergence: 0.987270, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6638 [D loss: 0.846935, acc.: 64.84%, KL Divergence: 0.198575] [G loss: 0.950628, KL Divergence: 0.950623, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6639 [D loss: 0.855982, acc.: 65.74%, KL Divergence: 0.198571] [G loss: 0.936645, KL Divergence: 0.936640, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6640 [D loss: 0.846570, acc.: 64.80%, KL Divergence: 0.198579] [G loss: 0.991451, KL Divergence: 0.991446, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6641 [D loss: 0.848154, acc.: 64.96%, KL Divergence: 0.198573] [G loss: 0.956576, KL Divergence: 0.956571, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6642 [D loss: 0.838360, acc.: 63.98%, KL Divergence: 0.198571] [G loss: 0.926424, KL Divergence: 0.926419, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6643 [D loss: 0.856091, acc.: 65.75%, KL Divergence: 0.198571] [G loss: 0.851473, KL Divergence: 0.851468, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6644 [D loss: 0.840763, acc.: 64.22%, KL Divergence: 0.198568] [G loss: 0.913047, KL Divergence: 0.913042, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6645 [D loss: 0.846433, acc.: 64.79%, KL Divergence: 0.198571] [G loss: 0.897557, KL Divergence: 0.897552, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6646 [D loss: 0.835961, acc.: 63.74%, KL Divergence: 0.198580] [G loss: 0.984228, KL Divergence: 0.984223, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6647 [D loss: 0.860518, acc.: 66.19%, KL Divergence: 0.198574] [G loss: 0.941355, KL Divergence: 0.941349, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6648 [D loss: 0.836107, acc.: 63.75%, KL Divergence: 0.198575] [G loss: 0.965305, KL Divergence: 0.965300, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6649 [D loss: 0.858554, acc.: 66.00%, KL Divergence: 0.198572] [G loss: 0.881622, KL Divergence: 0.881617, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6650 [D loss: 0.870022, acc.: 67.14%, KL Divergence: 0.198573] [G loss: 0.956684, KL Divergence: 0.956679, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6651 [D loss: 0.855322, acc.: 65.67%, KL Divergence: 0.198581] [G loss: 0.920147, KL Divergence: 0.920141, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6652 [D loss: 0.845112, acc.: 64.65%, KL Divergence: 0.198574] [G loss: 0.930993, KL Divergence: 0.930988, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 3ms/step
6653 [D loss: 0.838959, acc.: 64.04%, KL Divergence: 0.198586] [G loss: 1.024705, KL Divergence: 1.024700, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6654 [D loss: 0.835626, acc.: 63.71%, KL Divergence: 0.198570] [G loss: 0.972402, KL Divergence: 0.972397, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6655 [D loss: 0.810972, acc.: 61.24%, KL Divergence: 0.198580] [G loss: 0.957466, KL Divergence: 0.957461, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6656 [D loss: 0.844119, acc.: 64.55%, KL Divergence: 0.198577] [G loss: 0.871102, KL Divergence: 0.871097, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6657 [D loss: 0.864673, acc.: 66.61%, KL Divergence: 0.198577] [G loss: 0.889686, KL Divergence: 0.889681, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6658 [D loss: 0.854076, acc.: 65.55%, KL Divergence: 0.198577] [G loss: 0.968195, KL Divergence: 0.968189, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6659 [D loss: 0.857942, acc.: 65.94%, KL Divergence: 0.198575] [G loss: 0.919605, KL Divergence: 0.919599, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6660 [D loss: 0.819495, acc.: 62.09%, KL Divergence: 0.198574] [G loss: 1.043747, KL Divergence: 1.043741, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
6661 [D loss: 0.819670, acc.: 62.11%, KL Divergence: 0.198573] [G loss: 1.002975, KL Divergence: 1.002970, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6662 [D loss: 0.827329, acc.: 62.88%, KL Divergence: 0.198579] [G loss: 0.924896, KL Divergence: 0.924891, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6663 [D loss: 0.832038, acc.: 63.35%, KL Divergence: 0.198573] [G loss: 0.935025, KL Divergence: 0.935020, FID: 45.032284]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6664 [D loss: 0.817386, acc.: 61.88%, KL Divergence: 0.198569] [G loss: 0.917175, KL Divergence: 0.917171, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6665 [D loss: 0.834900, acc.: 63.63%, KL Divergence: 0.198578] [G loss: 0.920154, KL Divergence: 0.920148, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6666 [D loss: 0.851324, acc.: 65.27%, KL Divergence: 0.198584] [G loss: 0.909083, KL Divergence: 0.909077, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6667 [D loss: 0.848206, acc.: 64.96%, KL Divergence: 0.198593] [G loss: 0.944493, KL Divergence: 0.944487, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6668 [D loss: 0.841239, acc.: 64.27%, KL Divergence: 0.198587] [G loss: 1.002502, KL Divergence: 1.002496, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6669 [D loss: 0.846656, acc.: 64.81%, KL Divergence: 0.198577] [G loss: 0.979162, KL Divergence: 0.979157, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6670 [D loss: 0.845135, acc.: 64.66%, KL Divergence: 0.198576] [G loss: 1.015860, KL Divergence: 1.015854, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6671 [D loss: 0.815903, acc.: 61.73%, KL Divergence: 0.198575] [G loss: 1.028938, KL Divergence: 1.028933, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6672 [D loss: 0.845968, acc.: 64.74%, KL Divergence: 0.198599] [G loss: 0.913248, KL Divergence: 0.913243, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6673 [D loss: 0.853672, acc.: 65.51%, KL Divergence: 0.198589] [G loss: 0.862288, KL Divergence: 0.862283, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6674 [D loss: 0.851147, acc.: 65.26%, KL Divergence: 0.198567] [G loss: 0.943256, KL Divergence: 0.943251, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6675 [D loss: 0.840925, acc.: 64.24%, KL Divergence: 0.198571] [G loss: 0.955745, KL Divergence: 0.955740, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6676 [D loss: 0.823670, acc.: 62.51%, KL Divergence: 0.198572] [G loss: 0.977402, KL Divergence: 0.977396, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6677 [D loss: 0.846889, acc.: 64.83%, KL Divergence: 0.198572] [G loss: 0.941728, KL Divergence: 0.941722, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6678 [D loss: 0.849642, acc.: 65.11%, KL Divergence: 0.198569] [G loss: 0.875577, KL Divergence: 0.875572, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6679 [D loss: 0.859530, acc.: 66.10%, KL Divergence: 0.198578] [G loss: 0.934310, KL Divergence: 0.934304, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6680 [D loss: 0.853994, acc.: 65.54%, KL Divergence: 0.198571] [G loss: 0.907829, KL Divergence: 0.907824, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6681 [D loss: 0.844471, acc.: 64.59%, KL Divergence: 0.198574] [G loss: 0.957507, KL Divergence: 0.957502, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6682 [D loss: 0.844963, acc.: 64.64%, KL Divergence: 0.198569] [G loss: 0.933711, KL Divergence: 0.933706, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6683 [D loss: 0.814289, acc.: 61.57%, KL Divergence: 0.198577] [G loss: 1.060860, KL Divergence: 1.060854, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
6684 [D loss: 0.835505, acc.: 63.69%, KL Divergence: 0.198592] [G loss: 1.077855, KL Divergence: 1.077849, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6685 [D loss: 0.829928, acc.: 63.13%, KL Divergence: 0.198581] [G loss: 0.964018, KL Divergence: 0.964012, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6686 [D loss: 0.826977, acc.: 62.84%, KL Divergence: 0.198582] [G loss: 1.008301, KL Divergence: 1.008296, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6687 [D loss: 0.822709, acc.: 62.41%, KL Divergence: 0.198579] [G loss: 1.006119, KL Divergence: 1.006114, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
6688 [D loss: 0.843818, acc.: 64.52%, KL Divergence: 0.198587] [G loss: 0.950311, KL Divergence: 0.950305, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6689 [D loss: 0.847928, acc.: 64.93%, KL Divergence: 0.198580] [G loss: 0.986328, KL Divergence: 0.986322, FID: 45.032284]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6690 [D loss: 0.876237, acc.: 67.77%, KL Divergence: 0.198571] [G loss: 0.890206, KL Divergence: 0.890201, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6691 [D loss: 0.839683, acc.: 64.11%, KL Divergence: 0.198573] [G loss: 0.987516, KL Divergence: 0.987512, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
6692 [D loss: 0.846942, acc.: 64.84%, KL Divergence: 0.198569] [G loss: 0.957872, KL Divergence: 0.957867, FID: 45.032284]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 4ms/step
6693 [D loss: 0.839265, acc.: 64.07%, KL Divergence: 0.198566] [G loss: 1.017361, KL Divergence: 1.017356, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6694 [D loss: 0.851925, acc.: 65.34%, KL Divergence: 0.198571] [G loss: 0.915573, KL Divergence: 0.915568, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6695 [D loss: 0.829295, acc.: 63.07%, KL Divergence: 0.198576] [G loss: 0.950162, KL Divergence: 0.950156, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6696 [D loss: 0.839993, acc.: 64.14%, KL Divergence: 0.198576] [G loss: 0.967916, KL Divergence: 0.967911, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6697 [D loss: 0.841008, acc.: 64.24%, KL Divergence: 0.198577] [G loss: 1.002404, KL Divergence: 1.002399, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
6698 [D loss: 0.842634, acc.: 64.41%, KL Divergence: 0.198573] [G loss: 0.938399, KL Divergence: 0.938394, FID: 45.032284]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
6699 [D loss: 0.852345, acc.: 65.38%, KL Divergence: 0.198577] [G loss: 0.910564, KL Divergence: 0.910560, FID: 45.032284]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 2s 77ms/step
4/4 [==============================] - 2s 83ms/step
6700 [D loss: 0.844455, acc.: 64.59%, KL Divergence: 0.198578] [G loss: 0.954684, KL Divergence: 0.954678, FID: 45.851286]
1/1 [==============================] - 0s 42ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
6701 [D loss: 0.832504, acc.: 63.39%, KL Divergence: 0.198584] [G loss: 0.973947, KL Divergence: 0.973942, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
6702 [D loss: 0.839939, acc.: 64.14%, KL Divergence: 0.198581] [G loss: 0.938058, KL Divergence: 0.938053, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
6703 [D loss: 0.870872, acc.: 67.23%, KL Divergence: 0.198590] [G loss: 0.870951, KL Divergence: 0.870946, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6704 [D loss: 0.844193, acc.: 64.56%, KL Divergence: 0.198575] [G loss: 0.907392, KL Divergence: 0.907388, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6705 [D loss: 0.850483, acc.: 65.19%, KL Divergence: 0.198567] [G loss: 0.918332, KL Divergence: 0.918327, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6706 [D loss: 0.839897, acc.: 64.13%, KL Divergence: 0.198570] [G loss: 0.873255, KL Divergence: 0.873251, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
6707 [D loss: 0.834135, acc.: 63.56%, KL Divergence: 0.198581] [G loss: 0.991224, KL Divergence: 0.991219, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6708 [D loss: 0.865138, acc.: 66.66%, KL Divergence: 0.198577] [G loss: 0.845677, KL Divergence: 0.845671, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6709 [D loss: 0.866822, acc.: 66.82%, KL Divergence: 0.198580] [G loss: 0.957043, KL Divergence: 0.957038, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6710 [D loss: 0.863929, acc.: 66.54%, KL Divergence: 0.198572] [G loss: 1.044171, KL Divergence: 1.044166, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6711 [D loss: 0.848683, acc.: 65.01%, KL Divergence: 0.198570] [G loss: 1.038496, KL Divergence: 1.038490, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6712 [D loss: 0.845599, acc.: 64.70%, KL Divergence: 0.198569] [G loss: 0.915524, KL Divergence: 0.915519, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6713 [D loss: 0.830647, acc.: 63.21%, KL Divergence: 0.198568] [G loss: 1.036275, KL Divergence: 1.036269, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6714 [D loss: 0.855996, acc.: 65.74%, KL Divergence: 0.198576] [G loss: 0.913999, KL Divergence: 0.913994, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6715 [D loss: 0.853756, acc.: 65.52%, KL Divergence: 0.198568] [G loss: 0.890066, KL Divergence: 0.890062, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6716 [D loss: 0.842686, acc.: 64.41%, KL Divergence: 0.198568] [G loss: 0.903193, KL Divergence: 0.903188, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6717 [D loss: 0.846219, acc.: 64.76%, KL Divergence: 0.198570] [G loss: 0.906228, KL Divergence: 0.906223, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6718 [D loss: 0.859453, acc.: 66.09%, KL Divergence: 0.198564] [G loss: 0.919044, KL Divergence: 0.919039, FID: 45.851286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6719 [D loss: 0.847525, acc.: 64.90%, KL Divergence: 0.198565] [G loss: 0.909383, KL Divergence: 0.909378, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6720 [D loss: 0.849168, acc.: 65.06%, KL Divergence: 0.198566] [G loss: 0.943760, KL Divergence: 0.943755, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6721 [D loss: 0.832981, acc.: 63.44%, KL Divergence: 0.198570] [G loss: 0.971939, KL Divergence: 0.971934, FID: 45.851286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6722 [D loss: 0.842279, acc.: 64.37%, KL Divergence: 0.198567] [G loss: 0.964336, KL Divergence: 0.964331, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6723 [D loss: 0.823465, acc.: 62.49%, KL Divergence: 0.198576] [G loss: 0.976645, KL Divergence: 0.976640, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6724 [D loss: 0.861418, acc.: 66.28%, KL Divergence: 0.198571] [G loss: 0.887669, KL Divergence: 0.887664, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6725 [D loss: 0.857909, acc.: 65.93%, KL Divergence: 0.198567] [G loss: 0.898352, KL Divergence: 0.898347, FID: 45.851286]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6726 [D loss: 0.853023, acc.: 65.44%, KL Divergence: 0.198579] [G loss: 1.057200, KL Divergence: 1.057195, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6727 [D loss: 0.836851, acc.: 63.83%, KL Divergence: 0.198572] [G loss: 1.055790, KL Divergence: 1.055785, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6728 [D loss: 0.810885, acc.: 61.23%, KL Divergence: 0.198565] [G loss: 1.040840, KL Divergence: 1.040835, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6729 [D loss: 0.848471, acc.: 64.99%, KL Divergence: 0.198570] [G loss: 0.915868, KL Divergence: 0.915863, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6730 [D loss: 0.846820, acc.: 64.82%, KL Divergence: 0.198571] [G loss: 0.884197, KL Divergence: 0.884193, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6731 [D loss: 0.856716, acc.: 65.81%, KL Divergence: 0.198567] [G loss: 0.931323, KL Divergence: 0.931318, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6732 [D loss: 0.835219, acc.: 63.66%, KL Divergence: 0.198570] [G loss: 0.997630, KL Divergence: 0.997625, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
6733 [D loss: 0.840098, acc.: 64.15%, KL Divergence: 0.198571] [G loss: 0.933082, KL Divergence: 0.933076, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6734 [D loss: 0.836025, acc.: 63.75%, KL Divergence: 0.198574] [G loss: 0.977804, KL Divergence: 0.977799, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6735 [D loss: 0.843531, acc.: 64.50%, KL Divergence: 0.198567] [G loss: 0.909215, KL Divergence: 0.909210, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6736 [D loss: 0.831959, acc.: 63.34%, KL Divergence: 0.198569] [G loss: 0.972691, KL Divergence: 0.972686, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6737 [D loss: 0.863449, acc.: 66.49%, KL Divergence: 0.198569] [G loss: 0.861938, KL Divergence: 0.861934, FID: 45.851286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6738 [D loss: 0.858217, acc.: 65.96%, KL Divergence: 0.198569] [G loss: 0.923006, KL Divergence: 0.923002, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6739 [D loss: 0.845490, acc.: 64.69%, KL Divergence: 0.198568] [G loss: 0.974217, KL Divergence: 0.974212, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6740 [D loss: 0.835238, acc.: 63.67%, KL Divergence: 0.198566] [G loss: 0.946243, KL Divergence: 0.946238, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6741 [D loss: 0.843116, acc.: 64.45%, KL Divergence: 0.198569] [G loss: 0.939919, KL Divergence: 0.939914, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6742 [D loss: 0.839821, acc.: 64.13%, KL Divergence: 0.198569] [G loss: 0.958120, KL Divergence: 0.958115, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6743 [D loss: 0.838072, acc.: 63.95%, KL Divergence: 0.198571] [G loss: 0.949722, KL Divergence: 0.949717, FID: 45.851286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6744 [D loss: 0.846875, acc.: 64.83%, KL Divergence: 0.198573] [G loss: 0.940178, KL Divergence: 0.940173, FID: 45.851286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6745 [D loss: 0.857387, acc.: 65.88%, KL Divergence: 0.198570] [G loss: 0.918617, KL Divergence: 0.918612, FID: 45.851286]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6746 [D loss: 0.845288, acc.: 64.67%, KL Divergence: 0.198566] [G loss: 0.923055, KL Divergence: 0.923051, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6747 [D loss: 0.834141, acc.: 63.56%, KL Divergence: 0.198569] [G loss: 0.953244, KL Divergence: 0.953239, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6748 [D loss: 0.811425, acc.: 61.29%, KL Divergence: 0.198567] [G loss: 1.036122, KL Divergence: 1.036117, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6749 [D loss: 0.845038, acc.: 64.65%, KL Divergence: 0.198568] [G loss: 0.981486, KL Divergence: 0.981481, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6750 [D loss: 0.846351, acc.: 64.78%, KL Divergence: 0.198568] [G loss: 0.915079, KL Divergence: 0.915074, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6751 [D loss: 0.851805, acc.: 65.32%, KL Divergence: 0.198569] [G loss: 0.856830, KL Divergence: 0.856825, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6752 [D loss: 0.852689, acc.: 65.41%, KL Divergence: 0.198566] [G loss: 0.911495, KL Divergence: 0.911491, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6753 [D loss: 0.866654, acc.: 66.81%, KL Divergence: 0.198566] [G loss: 1.008889, KL Divergence: 1.008884, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6754 [D loss: 0.840230, acc.: 64.17%, KL Divergence: 0.198567] [G loss: 0.939934, KL Divergence: 0.939929, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6755 [D loss: 0.844803, acc.: 64.62%, KL Divergence: 0.198566] [G loss: 0.975880, KL Divergence: 0.975875, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6756 [D loss: 0.836641, acc.: 63.81%, KL Divergence: 0.198570] [G loss: 0.973041, KL Divergence: 0.973037, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6757 [D loss: 0.835934, acc.: 63.74%, KL Divergence: 0.198569] [G loss: 0.976291, KL Divergence: 0.976286, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6758 [D loss: 0.845574, acc.: 64.70%, KL Divergence: 0.198567] [G loss: 0.936497, KL Divergence: 0.936493, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6759 [D loss: 0.855749, acc.: 65.72%, KL Divergence: 0.198565] [G loss: 0.897569, KL Divergence: 0.897564, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6760 [D loss: 0.844260, acc.: 64.57%, KL Divergence: 0.198568] [G loss: 1.035715, KL Divergence: 1.035709, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6761 [D loss: 0.834990, acc.: 63.64%, KL Divergence: 0.198567] [G loss: 0.986936, KL Divergence: 0.986931, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6762 [D loss: 0.847545, acc.: 64.90%, KL Divergence: 0.198567] [G loss: 0.914499, KL Divergence: 0.914494, FID: 45.851286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6763 [D loss: 0.846511, acc.: 64.79%, KL Divergence: 0.198585] [G loss: 0.914522, KL Divergence: 0.914517, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6764 [D loss: 0.847449, acc.: 64.89%, KL Divergence: 0.198593] [G loss: 0.927694, KL Divergence: 0.927689, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6765 [D loss: 0.833519, acc.: 63.49%, KL Divergence: 0.198588] [G loss: 0.901208, KL Divergence: 0.901203, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6766 [D loss: 0.844474, acc.: 64.59%, KL Divergence: 0.198573] [G loss: 0.965111, KL Divergence: 0.965105, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6767 [D loss: 0.842271, acc.: 64.37%, KL Divergence: 0.198574] [G loss: 0.899447, KL Divergence: 0.899442, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6768 [D loss: 0.861030, acc.: 66.25%, KL Divergence: 0.198578] [G loss: 0.904802, KL Divergence: 0.904797, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6769 [D loss: 0.840276, acc.: 64.17%, KL Divergence: 0.198584] [G loss: 0.984919, KL Divergence: 0.984915, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6770 [D loss: 0.832320, acc.: 63.37%, KL Divergence: 0.198576] [G loss: 0.961267, KL Divergence: 0.961263, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6771 [D loss: 0.843022, acc.: 64.45%, KL Divergence: 0.198567] [G loss: 0.900862, KL Divergence: 0.900857, FID: 45.851286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6772 [D loss: 0.843804, acc.: 64.52%, KL Divergence: 0.198568] [G loss: 0.924034, KL Divergence: 0.924028, FID: 45.851286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6773 [D loss: 0.848076, acc.: 64.95%, KL Divergence: 0.198578] [G loss: 0.931933, KL Divergence: 0.931928, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6774 [D loss: 0.855141, acc.: 65.66%, KL Divergence: 0.198575] [G loss: 0.968847, KL Divergence: 0.968842, FID: 45.851286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6775 [D loss: 0.865484, acc.: 66.69%, KL Divergence: 0.198571] [G loss: 0.888594, KL Divergence: 0.888590, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6776 [D loss: 0.839432, acc.: 64.09%, KL Divergence: 0.198576] [G loss: 0.958564, KL Divergence: 0.958559, FID: 45.851286]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 7ms/step
6777 [D loss: 0.843766, acc.: 64.52%, KL Divergence: 0.198565] [G loss: 0.923750, KL Divergence: 0.923746, FID: 45.851286]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6778 [D loss: 0.846225, acc.: 64.77%, KL Divergence: 0.198567] [G loss: 0.964175, KL Divergence: 0.964170, FID: 45.851286]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6779 [D loss: 0.826774, acc.: 62.82%, KL Divergence: 0.198570] [G loss: 0.985826, KL Divergence: 0.985821, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
6780 [D loss: 0.861412, acc.: 66.28%, KL Divergence: 0.198567] [G loss: 0.948727, KL Divergence: 0.948722, FID: 45.851286]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6781 [D loss: 0.860056, acc.: 66.15%, KL Divergence: 0.198575] [G loss: 0.960266, KL Divergence: 0.960261, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6782 [D loss: 0.830866, acc.: 63.23%, KL Divergence: 0.198575] [G loss: 1.004284, KL Divergence: 1.004278, FID: 45.851286]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
6783 [D loss: 0.830631, acc.: 63.20%, KL Divergence: 0.198588] [G loss: 0.976029, KL Divergence: 0.976024, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6784 [D loss: 0.833165, acc.: 63.46%, KL Divergence: 0.198573] [G loss: 0.927680, KL Divergence: 0.927675, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
6785 [D loss: 0.854331, acc.: 65.58%, KL Divergence: 0.198571] [G loss: 0.856058, KL Divergence: 0.856053, FID: 45.851286]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
6786 [D loss: 0.833727, acc.: 63.51%, KL Divergence: 0.198579] [G loss: 0.969205, KL Divergence: 0.969200, FID: 45.851286]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 28ms/step
6787 [D loss: 0.849148, acc.: 65.06%, KL Divergence: 0.198579] [G loss: 0.920150, KL Divergence: 0.920145, FID: 45.851286]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 8ms/step
6788 [D loss: 0.868727, acc.: 67.02%, KL Divergence: 0.198567] [G loss: 0.880321, KL Divergence: 0.880317, FID: 45.851286]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 16ms/step
6789 [D loss: 0.846141, acc.: 64.76%, KL Divergence: 0.198563] [G loss: 0.953808, KL Divergence: 0.953803, FID: 45.851286]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
6790 [D loss: 0.847428, acc.: 64.89%, KL Divergence: 0.198564] [G loss: 0.981324, KL Divergence: 0.981319, FID: 45.851286]
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 8ms/step
6791 [D loss: 0.837930, acc.: 63.94%, KL Divergence: 0.198567] [G loss: 0.957245, KL Divergence: 0.957240, FID: 45.851286]
4/4 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 22ms/step
4/4 [==============================] - 0s 9ms/step
6792 [D loss: 0.845755, acc.: 64.72%, KL Divergence: 0.198567] [G loss: 0.949821, KL Divergence: 0.949816, FID: 45.851286]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 13ms/step
6793 [D loss: 0.842453, acc.: 64.39%, KL Divergence: 0.198565] [G loss: 0.959734, KL Divergence: 0.959729, FID: 45.851286]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 16ms/step
6794 [D loss: 0.852897, acc.: 65.43%, KL Divergence: 0.198566] [G loss: 0.907578, KL Divergence: 0.907573, FID: 45.851286]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 25ms/step
4/4 [==============================] - 0s 13ms/step
6795 [D loss: 0.865100, acc.: 66.65%, KL Divergence: 0.198569] [G loss: 0.835179, KL Divergence: 0.835175, FID: 45.851286]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 10ms/step
6796 [D loss: 0.860588, acc.: 66.20%, KL Divergence: 0.198563] [G loss: 0.939306, KL Divergence: 0.939302, FID: 45.851286]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 12ms/step
6797 [D loss: 0.857968, acc.: 65.94%, KL Divergence: 0.198563] [G loss: 0.956046, KL Divergence: 0.956042, FID: 45.851286]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 15ms/step
6798 [D loss: 0.840233, acc.: 64.16%, KL Divergence: 0.198591] [G loss: 0.983934, KL Divergence: 0.983929, FID: 45.851286]
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 11ms/step
6799 [D loss: 0.832233, acc.: 63.36%, KL Divergence: 0.198594] [G loss: 0.964107, KL Divergence: 0.964102, FID: 45.851286]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 2s 139ms/step
4/4 [==============================] - 4s 135ms/step
6800 [D loss: 0.850212, acc.: 65.16%, KL Divergence: 0.198570] [G loss: 0.913980, KL Divergence: 0.913975, FID: 51.319212]
1/1 [==============================] - 0s 30ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6801 [D loss: 0.843346, acc.: 64.48%, KL Divergence: 0.198572] [G loss: 0.962182, KL Divergence: 0.962177, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6802 [D loss: 0.834718, acc.: 63.61%, KL Divergence: 0.198589] [G loss: 0.963878, KL Divergence: 0.963873, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
6803 [D loss: 0.864891, acc.: 66.63%, KL Divergence: 0.198584] [G loss: 0.926636, KL Divergence: 0.926630, FID: 51.319212]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6804 [D loss: 0.865877, acc.: 66.73%, KL Divergence: 0.198578] [G loss: 0.919579, KL Divergence: 0.919574, FID: 51.319212]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
6805 [D loss: 0.836643, acc.: 63.81%, KL Divergence: 0.198582] [G loss: 0.942317, KL Divergence: 0.942312, FID: 51.319212]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6806 [D loss: 0.840451, acc.: 64.18%, KL Divergence: 0.198624] [G loss: 0.982478, KL Divergence: 0.982473, FID: 51.319212]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6807 [D loss: 0.843739, acc.: 64.51%, KL Divergence: 0.198594] [G loss: 0.978225, KL Divergence: 0.978220, FID: 51.319212]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6808 [D loss: 0.837482, acc.: 63.89%, KL Divergence: 0.198579] [G loss: 0.963414, KL Divergence: 0.963408, FID: 51.319212]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
6809 [D loss: 0.836267, acc.: 63.77%, KL Divergence: 0.198580] [G loss: 0.879597, KL Divergence: 0.879592, FID: 51.319212]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6810 [D loss: 0.856080, acc.: 65.75%, KL Divergence: 0.198577] [G loss: 0.907965, KL Divergence: 0.907960, FID: 51.319212]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6811 [D loss: 0.853444, acc.: 65.49%, KL Divergence: 0.198569] [G loss: 0.897181, KL Divergence: 0.897177, FID: 51.319212]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
6812 [D loss: 0.852250, acc.: 65.37%, KL Divergence: 0.198573] [G loss: 0.923700, KL Divergence: 0.923695, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
6813 [D loss: 0.857666, acc.: 65.91%, KL Divergence: 0.198568] [G loss: 0.926481, KL Divergence: 0.926476, FID: 51.319212]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6814 [D loss: 0.819203, acc.: 62.06%, KL Divergence: 0.198570] [G loss: 0.998236, KL Divergence: 0.998232, FID: 51.319212]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6815 [D loss: 0.829386, acc.: 63.08%, KL Divergence: 0.198569] [G loss: 1.018065, KL Divergence: 1.018061, FID: 51.319212]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6816 [D loss: 0.859306, acc.: 66.07%, KL Divergence: 0.198569] [G loss: 0.931788, KL Divergence: 0.931783, FID: 51.319212]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
6817 [D loss: 0.839377, acc.: 64.08%, KL Divergence: 0.198567] [G loss: 0.938591, KL Divergence: 0.938587, FID: 51.319212]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
6818 [D loss: 0.869447, acc.: 67.09%, KL Divergence: 0.198566] [G loss: 0.955401, KL Divergence: 0.955396, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
6819 [D loss: 0.820897, acc.: 62.23%, KL Divergence: 0.198563] [G loss: 0.988468, KL Divergence: 0.988464, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
6820 [D loss: 0.834238, acc.: 63.57%, KL Divergence: 0.198564] [G loss: 0.985569, KL Divergence: 0.985565, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
6821 [D loss: 0.832099, acc.: 63.35%, KL Divergence: 0.198563] [G loss: 0.896938, KL Divergence: 0.896934, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
6822 [D loss: 0.839468, acc.: 64.09%, KL Divergence: 0.198568] [G loss: 0.918783, KL Divergence: 0.918779, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
6823 [D loss: 0.846159, acc.: 64.76%, KL Divergence: 0.198565] [G loss: 0.854917, KL Divergence: 0.854913, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
6824 [D loss: 0.851631, acc.: 65.31%, KL Divergence: 0.198574] [G loss: 0.908254, KL Divergence: 0.908249, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6825 [D loss: 0.839913, acc.: 64.13%, KL Divergence: 0.198589] [G loss: 1.044631, KL Divergence: 1.044626, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6826 [D loss: 0.852229, acc.: 65.37%, KL Divergence: 0.198576] [G loss: 0.943386, KL Divergence: 0.943381, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6827 [D loss: 0.846959, acc.: 64.84%, KL Divergence: 0.198566] [G loss: 0.939314, KL Divergence: 0.939310, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6828 [D loss: 0.836341, acc.: 63.78%, KL Divergence: 0.198580] [G loss: 0.948082, KL Divergence: 0.948078, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6829 [D loss: 0.829239, acc.: 63.07%, KL Divergence: 0.198578] [G loss: 0.971984, KL Divergence: 0.971979, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6830 [D loss: 0.840162, acc.: 64.16%, KL Divergence: 0.198567] [G loss: 0.907333, KL Divergence: 0.907329, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6831 [D loss: 0.838112, acc.: 63.95%, KL Divergence: 0.198567] [G loss: 1.003453, KL Divergence: 1.003448, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6832 [D loss: 0.860878, acc.: 66.23%, KL Divergence: 0.198573] [G loss: 0.961836, KL Divergence: 0.961831, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
6833 [D loss: 0.855618, acc.: 65.71%, KL Divergence: 0.198567] [G loss: 0.960823, KL Divergence: 0.960819, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 11ms/step
6834 [D loss: 0.847156, acc.: 64.86%, KL Divergence: 0.198573] [G loss: 0.909966, KL Divergence: 0.909962, FID: 51.319212]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
6835 [D loss: 0.842443, acc.: 64.39%, KL Divergence: 0.198567] [G loss: 0.966835, KL Divergence: 0.966831, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
6836 [D loss: 0.843095, acc.: 64.45%, KL Divergence: 0.198564] [G loss: 0.950850, KL Divergence: 0.950845, FID: 51.319212]
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
6837 [D loss: 0.842448, acc.: 64.39%, KL Divergence: 0.198569] [G loss: 0.959152, KL Divergence: 0.959147, FID: 51.319212]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 13ms/step
6838 [D loss: 0.847238, acc.: 64.87%, KL Divergence: 0.198567] [G loss: 0.950107, KL Divergence: 0.950103, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
6839 [D loss: 0.843659, acc.: 64.51%, KL Divergence: 0.198563] [G loss: 0.943404, KL Divergence: 0.943400, FID: 51.319212]
4/4 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 12ms/step
6840 [D loss: 0.834224, acc.: 63.57%, KL Divergence: 0.198564] [G loss: 0.947414, KL Divergence: 0.947410, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 9ms/step
6841 [D loss: 0.847009, acc.: 64.84%, KL Divergence: 0.198567] [G loss: 0.955682, KL Divergence: 0.955677, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
6842 [D loss: 0.837423, acc.: 63.89%, KL Divergence: 0.198567] [G loss: 1.023082, KL Divergence: 1.023077, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6843 [D loss: 0.851724, acc.: 65.32%, KL Divergence: 0.198565] [G loss: 0.896366, KL Divergence: 0.896361, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
6844 [D loss: 0.836614, acc.: 63.80%, KL Divergence: 0.198583] [G loss: 0.976223, KL Divergence: 0.976219, FID: 51.319212]
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 11ms/step
6845 [D loss: 0.853340, acc.: 65.48%, KL Divergence: 0.198567] [G loss: 0.903103, KL Divergence: 0.903099, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 13ms/step
6846 [D loss: 0.852290, acc.: 65.37%, KL Divergence: 0.198571] [G loss: 0.898262, KL Divergence: 0.898258, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 12ms/step
6847 [D loss: 0.857390, acc.: 65.88%, KL Divergence: 0.198578] [G loss: 0.912325, KL Divergence: 0.912320, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
6848 [D loss: 0.849731, acc.: 65.12%, KL Divergence: 0.198572] [G loss: 0.899027, KL Divergence: 0.899023, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
6849 [D loss: 0.823391, acc.: 62.48%, KL Divergence: 0.198564] [G loss: 1.001977, KL Divergence: 1.001972, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
6850 [D loss: 0.832151, acc.: 63.36%, KL Divergence: 0.198573] [G loss: 0.921380, KL Divergence: 0.921376, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
6851 [D loss: 0.859739, acc.: 66.12%, KL Divergence: 0.198564] [G loss: 0.908037, KL Divergence: 0.908032, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 12ms/step
6852 [D loss: 0.827621, acc.: 62.91%, KL Divergence: 0.198566] [G loss: 0.942862, KL Divergence: 0.942858, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6853 [D loss: 0.858671, acc.: 66.01%, KL Divergence: 0.198565] [G loss: 0.902029, KL Divergence: 0.902024, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
6854 [D loss: 0.846061, acc.: 64.75%, KL Divergence: 0.198574] [G loss: 0.935598, KL Divergence: 0.935594, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6855 [D loss: 0.868034, acc.: 66.95%, KL Divergence: 0.198564] [G loss: 0.917489, KL Divergence: 0.917484, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6856 [D loss: 0.844899, acc.: 64.63%, KL Divergence: 0.198565] [G loss: 0.901435, KL Divergence: 0.901431, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
6857 [D loss: 0.872461, acc.: 67.39%, KL Divergence: 0.198560] [G loss: 0.833695, KL Divergence: 0.833691, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
6858 [D loss: 0.835849, acc.: 63.73%, KL Divergence: 0.198562] [G loss: 0.976983, KL Divergence: 0.976978, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6859 [D loss: 0.836118, acc.: 63.76%, KL Divergence: 0.198561] [G loss: 0.996492, KL Divergence: 0.996488, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
6860 [D loss: 0.860731, acc.: 66.22%, KL Divergence: 0.198559] [G loss: 0.904677, KL Divergence: 0.904673, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6861 [D loss: 0.848338, acc.: 64.98%, KL Divergence: 0.198564] [G loss: 0.973823, KL Divergence: 0.973818, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 11ms/step
6862 [D loss: 0.847642, acc.: 64.91%, KL Divergence: 0.198560] [G loss: 0.889191, KL Divergence: 0.889187, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6863 [D loss: 0.843559, acc.: 64.50%, KL Divergence: 0.198567] [G loss: 0.992399, KL Divergence: 0.992394, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
6864 [D loss: 0.822736, acc.: 62.42%, KL Divergence: 0.198567] [G loss: 0.979215, KL Divergence: 0.979211, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
6865 [D loss: 0.828128, acc.: 62.96%, KL Divergence: 0.198564] [G loss: 0.915984, KL Divergence: 0.915980, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
6866 [D loss: 0.843933, acc.: 64.54%, KL Divergence: 0.198563] [G loss: 0.894663, KL Divergence: 0.894659, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
6867 [D loss: 0.853619, acc.: 65.51%, KL Divergence: 0.198563] [G loss: 0.869802, KL Divergence: 0.869797, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6868 [D loss: 0.854963, acc.: 65.64%, KL Divergence: 0.198561] [G loss: 0.916516, KL Divergence: 0.916512, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6869 [D loss: 0.854171, acc.: 65.56%, KL Divergence: 0.198564] [G loss: 0.920308, KL Divergence: 0.920303, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
6870 [D loss: 0.836844, acc.: 63.83%, KL Divergence: 0.198567] [G loss: 1.001829, KL Divergence: 1.001825, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
6871 [D loss: 0.815522, acc.: 61.70%, KL Divergence: 0.198566] [G loss: 1.002224, KL Divergence: 1.002219, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
6872 [D loss: 0.836229, acc.: 63.77%, KL Divergence: 0.198571] [G loss: 0.969600, KL Divergence: 0.969596, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
6873 [D loss: 0.864532, acc.: 66.60%, KL Divergence: 0.198570] [G loss: 0.867643, KL Divergence: 0.867639, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6874 [D loss: 0.850568, acc.: 65.20%, KL Divergence: 0.198595] [G loss: 0.874375, KL Divergence: 0.874370, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
6875 [D loss: 0.854855, acc.: 65.63%, KL Divergence: 0.198582] [G loss: 0.935613, KL Divergence: 0.935608, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
6876 [D loss: 0.843430, acc.: 64.49%, KL Divergence: 0.198571] [G loss: 0.987111, KL Divergence: 0.987107, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 10ms/step
6877 [D loss: 0.837870, acc.: 63.93%, KL Divergence: 0.198575] [G loss: 0.951745, KL Divergence: 0.951741, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
6878 [D loss: 0.838095, acc.: 63.95%, KL Divergence: 0.198590] [G loss: 0.871974, KL Divergence: 0.871969, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 12ms/step
6879 [D loss: 0.832315, acc.: 63.37%, KL Divergence: 0.198575] [G loss: 0.935868, KL Divergence: 0.935862, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 12ms/step
6880 [D loss: 0.854311, acc.: 65.57%, KL Divergence: 0.198585] [G loss: 0.921664, KL Divergence: 0.921659, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
6881 [D loss: 0.861730, acc.: 66.31%, KL Divergence: 0.198620] [G loss: 0.922355, KL Divergence: 0.922351, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6882 [D loss: 0.834336, acc.: 63.57%, KL Divergence: 0.198600] [G loss: 0.989334, KL Divergence: 0.989329, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
6883 [D loss: 0.860329, acc.: 66.18%, KL Divergence: 0.198566] [G loss: 0.906570, KL Divergence: 0.906566, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
6884 [D loss: 0.861553, acc.: 66.30%, KL Divergence: 0.198569] [G loss: 0.918786, KL Divergence: 0.918782, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 10ms/step
6885 [D loss: 0.816306, acc.: 61.77%, KL Divergence: 0.198582] [G loss: 1.066454, KL Divergence: 1.066448, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
6886 [D loss: 0.847408, acc.: 64.88%, KL Divergence: 0.198597] [G loss: 0.961347, KL Divergence: 0.961341, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6887 [D loss: 0.843908, acc.: 64.53%, KL Divergence: 0.198578] [G loss: 0.932448, KL Divergence: 0.932444, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 10ms/step
6888 [D loss: 0.841445, acc.: 64.29%, KL Divergence: 0.198567] [G loss: 0.913273, KL Divergence: 0.913269, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 10ms/step
6889 [D loss: 0.840592, acc.: 64.20%, KL Divergence: 0.198570] [G loss: 0.873535, KL Divergence: 0.873531, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
6890 [D loss: 0.857010, acc.: 65.84%, KL Divergence: 0.198571] [G loss: 0.923117, KL Divergence: 0.923113, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
6891 [D loss: 0.860031, acc.: 66.15%, KL Divergence: 0.198564] [G loss: 0.941001, KL Divergence: 0.940996, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
6892 [D loss: 0.852605, acc.: 65.40%, KL Divergence: 0.198561] [G loss: 0.977650, KL Divergence: 0.977645, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
6893 [D loss: 0.819620, acc.: 62.11%, KL Divergence: 0.198563] [G loss: 1.004589, KL Divergence: 1.004585, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 12ms/step
6894 [D loss: 0.824637, acc.: 62.61%, KL Divergence: 0.198560] [G loss: 0.952441, KL Divergence: 0.952437, FID: 51.319212]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 0s 11ms/step
6895 [D loss: 0.832341, acc.: 63.38%, KL Divergence: 0.198564] [G loss: 0.945206, KL Divergence: 0.945202, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6896 [D loss: 0.836073, acc.: 63.75%, KL Divergence: 0.198563] [G loss: 0.930681, KL Divergence: 0.930676, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 11ms/step
6897 [D loss: 0.859176, acc.: 66.06%, KL Divergence: 0.198561] [G loss: 0.877968, KL Divergence: 0.877965, FID: 51.319212]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 11ms/step
6898 [D loss: 0.867562, acc.: 66.90%, KL Divergence: 0.198563] [G loss: 0.942994, KL Divergence: 0.942990, FID: 51.319212]
4/4 [==============================] - 0s 12ms/step
4/4 [==============================] - 0s 13ms/step
4/4 [==============================] - 0s 10ms/step
6899 [D loss: 0.861445, acc.: 66.29%, KL Divergence: 0.198567] [G loss: 0.972618, KL Divergence: 0.972614, FID: 51.319212]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 11ms/step
4/4 [==============================] - 3s 104ms/step
4/4 [==============================] - 3s 108ms/step
6900 [D loss: 0.840687, acc.: 64.21%, KL Divergence: 0.198562] [G loss: 0.966603, KL Divergence: 0.966598, FID: 44.715084]
1/1 [==============================] - 0s 24ms/step
4/4 [==============================] - 0s 76ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6901 [D loss: 0.838906, acc.: 64.03%, KL Divergence: 0.198560] [G loss: 0.956702, KL Divergence: 0.956699, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6902 [D loss: 0.841113, acc.: 64.26%, KL Divergence: 0.198558] [G loss: 0.937562, KL Divergence: 0.937557, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6903 [D loss: 0.835077, acc.: 63.65%, KL Divergence: 0.198562] [G loss: 0.961340, KL Divergence: 0.961336, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6904 [D loss: 0.855674, acc.: 65.71%, KL Divergence: 0.198563] [G loss: 0.900640, KL Divergence: 0.900635, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6905 [D loss: 0.827875, acc.: 62.93%, KL Divergence: 0.198561] [G loss: 0.935146, KL Divergence: 0.935142, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6906 [D loss: 0.867309, acc.: 66.87%, KL Divergence: 0.198566] [G loss: 0.838679, KL Divergence: 0.838675, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6907 [D loss: 0.847960, acc.: 64.94%, KL Divergence: 0.198573] [G loss: 0.867522, KL Divergence: 0.867518, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6908 [D loss: 0.829183, acc.: 63.06%, KL Divergence: 0.198565] [G loss: 0.983292, KL Divergence: 0.983288, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6909 [D loss: 0.853857, acc.: 65.53%, KL Divergence: 0.198561] [G loss: 0.903727, KL Divergence: 0.903723, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6910 [D loss: 0.823515, acc.: 62.50%, KL Divergence: 0.198563] [G loss: 0.985582, KL Divergence: 0.985577, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6911 [D loss: 0.842208, acc.: 64.36%, KL Divergence: 0.198563] [G loss: 0.903957, KL Divergence: 0.903953, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6912 [D loss: 0.845950, acc.: 64.74%, KL Divergence: 0.198561] [G loss: 0.920298, KL Divergence: 0.920293, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6913 [D loss: 0.853093, acc.: 65.45%, KL Divergence: 0.198559] [G loss: 0.887619, KL Divergence: 0.887615, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6914 [D loss: 0.845470, acc.: 64.69%, KL Divergence: 0.198559] [G loss: 0.933527, KL Divergence: 0.933522, FID: 44.715084]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6915 [D loss: 0.856331, acc.: 65.78%, KL Divergence: 0.198556] [G loss: 0.914686, KL Divergence: 0.914682, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6916 [D loss: 0.850100, acc.: 65.15%, KL Divergence: 0.198559] [G loss: 0.936410, KL Divergence: 0.936406, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6917 [D loss: 0.844238, acc.: 64.57%, KL Divergence: 0.198562] [G loss: 0.923797, KL Divergence: 0.923793, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6918 [D loss: 0.835006, acc.: 63.64%, KL Divergence: 0.198560] [G loss: 0.945674, KL Divergence: 0.945670, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6919 [D loss: 0.843564, acc.: 64.50%, KL Divergence: 0.198562] [G loss: 0.931215, KL Divergence: 0.931211, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6920 [D loss: 0.834697, acc.: 63.61%, KL Divergence: 0.198564] [G loss: 0.976336, KL Divergence: 0.976332, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6921 [D loss: 0.864763, acc.: 66.62%, KL Divergence: 0.198559] [G loss: 0.921861, KL Divergence: 0.921856, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6922 [D loss: 0.849998, acc.: 65.14%, KL Divergence: 0.198567] [G loss: 0.928594, KL Divergence: 0.928589, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6923 [D loss: 0.834556, acc.: 63.60%, KL Divergence: 0.198581] [G loss: 0.945942, KL Divergence: 0.945938, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6924 [D loss: 0.843133, acc.: 64.46%, KL Divergence: 0.198566] [G loss: 0.931230, KL Divergence: 0.931226, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6925 [D loss: 0.841969, acc.: 64.34%, KL Divergence: 0.198570] [G loss: 0.905334, KL Divergence: 0.905330, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6926 [D loss: 0.849967, acc.: 65.14%, KL Divergence: 0.198567] [G loss: 0.964050, KL Divergence: 0.964046, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6927 [D loss: 0.841833, acc.: 64.33%, KL Divergence: 0.198570] [G loss: 0.923309, KL Divergence: 0.923305, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6928 [D loss: 0.841015, acc.: 64.25%, KL Divergence: 0.198561] [G loss: 0.956740, KL Divergence: 0.956736, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6929 [D loss: 0.846603, acc.: 64.80%, KL Divergence: 0.198571] [G loss: 0.924828, KL Divergence: 0.924823, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
6930 [D loss: 0.839339, acc.: 64.08%, KL Divergence: 0.198567] [G loss: 0.949627, KL Divergence: 0.949623, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6931 [D loss: 0.842379, acc.: 64.38%, KL Divergence: 0.198561] [G loss: 0.974271, KL Divergence: 0.974267, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6932 [D loss: 0.841828, acc.: 64.33%, KL Divergence: 0.198563] [G loss: 0.940094, KL Divergence: 0.940090, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6933 [D loss: 0.842880, acc.: 64.43%, KL Divergence: 0.198561] [G loss: 0.940983, KL Divergence: 0.940979, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6934 [D loss: 0.865283, acc.: 66.67%, KL Divergence: 0.198568] [G loss: 0.931204, KL Divergence: 0.931200, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6935 [D loss: 0.839350, acc.: 64.08%, KL Divergence: 0.198562] [G loss: 1.015628, KL Divergence: 1.015623, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6936 [D loss: 0.843989, acc.: 64.54%, KL Divergence: 0.198568] [G loss: 0.982337, KL Divergence: 0.982333, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6937 [D loss: 0.823673, acc.: 62.51%, KL Divergence: 0.198568] [G loss: 0.997002, KL Divergence: 0.996998, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6938 [D loss: 0.841577, acc.: 64.30%, KL Divergence: 0.198561] [G loss: 0.948068, KL Divergence: 0.948063, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6939 [D loss: 0.838145, acc.: 63.96%, KL Divergence: 0.198563] [G loss: 1.027740, KL Divergence: 1.027735, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6940 [D loss: 0.857464, acc.: 65.89%, KL Divergence: 0.198565] [G loss: 0.901241, KL Divergence: 0.901237, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6941 [D loss: 0.867771, acc.: 66.92%, KL Divergence: 0.198566] [G loss: 0.934080, KL Divergence: 0.934076, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6942 [D loss: 0.836591, acc.: 63.80%, KL Divergence: 0.198559] [G loss: 0.947518, KL Divergence: 0.947515, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6943 [D loss: 0.841051, acc.: 64.25%, KL Divergence: 0.198565] [G loss: 0.936862, KL Divergence: 0.936858, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6944 [D loss: 0.832154, acc.: 63.36%, KL Divergence: 0.198569] [G loss: 0.963706, KL Divergence: 0.963702, FID: 44.715084]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6945 [D loss: 0.827379, acc.: 62.88%, KL Divergence: 0.198571] [G loss: 0.949478, KL Divergence: 0.949473, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6946 [D loss: 0.834524, acc.: 63.60%, KL Divergence: 0.198559] [G loss: 0.905402, KL Divergence: 0.905398, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6947 [D loss: 0.851829, acc.: 65.33%, KL Divergence: 0.198570] [G loss: 0.885101, KL Divergence: 0.885096, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6948 [D loss: 0.858263, acc.: 65.97%, KL Divergence: 0.198566] [G loss: 0.962024, KL Divergence: 0.962019, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6949 [D loss: 0.847805, acc.: 64.92%, KL Divergence: 0.198568] [G loss: 0.978576, KL Divergence: 0.978572, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6950 [D loss: 0.857536, acc.: 65.90%, KL Divergence: 0.198565] [G loss: 0.924697, KL Divergence: 0.924693, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6951 [D loss: 0.846444, acc.: 64.79%, KL Divergence: 0.198564] [G loss: 0.988501, KL Divergence: 0.988497, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6952 [D loss: 0.834967, acc.: 63.64%, KL Divergence: 0.198559] [G loss: 1.002161, KL Divergence: 1.002156, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6953 [D loss: 0.835403, acc.: 63.68%, KL Divergence: 0.198565] [G loss: 1.032517, KL Divergence: 1.032513, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6954 [D loss: 0.837308, acc.: 63.87%, KL Divergence: 0.198560] [G loss: 0.967638, KL Divergence: 0.967634, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6955 [D loss: 0.842840, acc.: 64.43%, KL Divergence: 0.198561] [G loss: 0.973274, KL Divergence: 0.973270, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6956 [D loss: 0.839745, acc.: 64.12%, KL Divergence: 0.198564] [G loss: 0.958994, KL Divergence: 0.958990, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6957 [D loss: 0.837239, acc.: 63.87%, KL Divergence: 0.198558] [G loss: 0.873499, KL Divergence: 0.873495, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6958 [D loss: 0.833430, acc.: 63.49%, KL Divergence: 0.198560] [G loss: 0.977256, KL Divergence: 0.977251, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6959 [D loss: 0.821783, acc.: 62.32%, KL Divergence: 0.198575] [G loss: 0.953069, KL Divergence: 0.953065, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6960 [D loss: 0.844465, acc.: 64.59%, KL Divergence: 0.198567] [G loss: 0.935179, KL Divergence: 0.935174, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6961 [D loss: 0.860916, acc.: 66.24%, KL Divergence: 0.198562] [G loss: 0.948373, KL Divergence: 0.948369, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6962 [D loss: 0.839164, acc.: 64.06%, KL Divergence: 0.198567] [G loss: 0.971793, KL Divergence: 0.971788, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6963 [D loss: 0.826307, acc.: 62.77%, KL Divergence: 0.198568] [G loss: 0.979547, KL Divergence: 0.979543, FID: 44.715084]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6964 [D loss: 0.839885, acc.: 64.13%, KL Divergence: 0.198565] [G loss: 0.993731, KL Divergence: 0.993727, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6965 [D loss: 0.829747, acc.: 63.12%, KL Divergence: 0.198562] [G loss: 0.941777, KL Divergence: 0.941773, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
6966 [D loss: 0.846531, acc.: 64.80%, KL Divergence: 0.198570] [G loss: 0.946960, KL Divergence: 0.946956, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
6967 [D loss: 0.834455, acc.: 63.59%, KL Divergence: 0.198575] [G loss: 0.899066, KL Divergence: 0.899061, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6968 [D loss: 0.829117, acc.: 63.05%, KL Divergence: 0.198569] [G loss: 0.948543, KL Divergence: 0.948539, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6969 [D loss: 0.857907, acc.: 65.93%, KL Divergence: 0.198559] [G loss: 0.932259, KL Divergence: 0.932254, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6970 [D loss: 0.862879, acc.: 66.43%, KL Divergence: 0.198566] [G loss: 0.875225, KL Divergence: 0.875221, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6971 [D loss: 0.857226, acc.: 65.87%, KL Divergence: 0.198574] [G loss: 0.958725, KL Divergence: 0.958721, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
6972 [D loss: 0.852265, acc.: 65.37%, KL Divergence: 0.198589] [G loss: 0.981309, KL Divergence: 0.981304, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6973 [D loss: 0.837828, acc.: 63.93%, KL Divergence: 0.198564] [G loss: 0.960590, KL Divergence: 0.960585, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6974 [D loss: 0.827894, acc.: 62.93%, KL Divergence: 0.198576] [G loss: 0.993278, KL Divergence: 0.993273, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6975 [D loss: 0.834043, acc.: 63.55%, KL Divergence: 0.198592] [G loss: 0.965173, KL Divergence: 0.965167, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6976 [D loss: 0.848066, acc.: 64.95%, KL Divergence: 0.198564] [G loss: 0.866468, KL Divergence: 0.866464, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6977 [D loss: 0.841215, acc.: 64.26%, KL Divergence: 0.198580] [G loss: 1.008623, KL Divergence: 1.008619, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6978 [D loss: 0.848470, acc.: 64.99%, KL Divergence: 0.198578] [G loss: 0.990831, KL Divergence: 0.990827, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6979 [D loss: 0.862654, acc.: 66.41%, KL Divergence: 0.198557] [G loss: 0.889771, KL Divergence: 0.889767, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6980 [D loss: 0.830018, acc.: 63.15%, KL Divergence: 0.198560] [G loss: 0.990679, KL Divergence: 0.990675, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6981 [D loss: 0.849706, acc.: 65.11%, KL Divergence: 0.198557] [G loss: 0.916176, KL Divergence: 0.916173, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6982 [D loss: 0.856468, acc.: 65.79%, KL Divergence: 0.198558] [G loss: 0.926240, KL Divergence: 0.926236, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6983 [D loss: 0.857411, acc.: 65.89%, KL Divergence: 0.198558] [G loss: 0.963120, KL Divergence: 0.963116, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6984 [D loss: 0.846576, acc.: 64.80%, KL Divergence: 0.198555] [G loss: 0.933336, KL Divergence: 0.933332, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
6985 [D loss: 0.839515, acc.: 64.10%, KL Divergence: 0.198559] [G loss: 1.020585, KL Divergence: 1.020581, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6986 [D loss: 0.821426, acc.: 62.29%, KL Divergence: 0.198557] [G loss: 0.960078, KL Divergence: 0.960074, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6987 [D loss: 0.820095, acc.: 62.15%, KL Divergence: 0.198558] [G loss: 1.026334, KL Divergence: 1.026330, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6988 [D loss: 0.857622, acc.: 65.91%, KL Divergence: 0.198559] [G loss: 0.857622, KL Divergence: 0.857618, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6989 [D loss: 0.873834, acc.: 67.53%, KL Divergence: 0.198563] [G loss: 0.895624, KL Divergence: 0.895620, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6990 [D loss: 0.867052, acc.: 66.85%, KL Divergence: 0.198555] [G loss: 0.862753, KL Divergence: 0.862749, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6991 [D loss: 0.842238, acc.: 64.37%, KL Divergence: 0.198559] [G loss: 1.011180, KL Divergence: 1.011176, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
6992 [D loss: 0.857627, acc.: 65.91%, KL Divergence: 0.198560] [G loss: 0.919404, KL Divergence: 0.919401, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6993 [D loss: 0.844386, acc.: 64.58%, KL Divergence: 0.198557] [G loss: 0.945122, KL Divergence: 0.945118, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
6994 [D loss: 0.822399, acc.: 62.38%, KL Divergence: 0.198561] [G loss: 0.961909, KL Divergence: 0.961906, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
6995 [D loss: 0.841919, acc.: 64.34%, KL Divergence: 0.198559] [G loss: 0.908764, KL Divergence: 0.908761, FID: 44.715084]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6996 [D loss: 0.844536, acc.: 64.60%, KL Divergence: 0.198558] [G loss: 0.901039, KL Divergence: 0.901035, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
6997 [D loss: 0.841537, acc.: 64.30%, KL Divergence: 0.198562] [G loss: 0.881353, KL Divergence: 0.881349, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
6998 [D loss: 0.857560, acc.: 65.90%, KL Divergence: 0.198578] [G loss: 0.946191, KL Divergence: 0.946187, FID: 44.715084]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
6999 [D loss: 0.842364, acc.: 64.38%, KL Divergence: 0.198605] [G loss: 0.933104, KL Divergence: 0.933100, FID: 44.715084]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 1s 85ms/step
4/4 [==============================] - 1s 82ms/step
7000 [D loss: 0.845771, acc.: 64.72%, KL Divergence: 0.198573] [G loss: 0.950103, KL Divergence: 0.950099, FID: 51.895614]
1/1 [==============================] - 0s 43ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7001 [D loss: 0.851255, acc.: 65.27%, KL Divergence: 0.198584] [G loss: 0.927842, KL Divergence: 0.927838, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7002 [D loss: 0.843668, acc.: 64.51%, KL Divergence: 0.198616] [G loss: 0.939348, KL Divergence: 0.939344, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7003 [D loss: 0.849186, acc.: 65.06%, KL Divergence: 0.198579] [G loss: 1.016375, KL Divergence: 1.016371, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7004 [D loss: 0.842347, acc.: 64.38%, KL Divergence: 0.198566] [G loss: 0.971375, KL Divergence: 0.971370, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7005 [D loss: 0.848319, acc.: 64.97%, KL Divergence: 0.198583] [G loss: 0.994032, KL Divergence: 0.994027, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7006 [D loss: 0.848674, acc.: 65.01%, KL Divergence: 0.198559] [G loss: 0.927949, KL Divergence: 0.927944, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7007 [D loss: 0.855277, acc.: 65.67%, KL Divergence: 0.198557] [G loss: 0.888868, KL Divergence: 0.888864, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7008 [D loss: 0.813824, acc.: 61.53%, KL Divergence: 0.198559] [G loss: 1.071273, KL Divergence: 1.071268, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7009 [D loss: 0.839115, acc.: 64.06%, KL Divergence: 0.198557] [G loss: 0.885315, KL Divergence: 0.885312, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7010 [D loss: 0.841473, acc.: 64.29%, KL Divergence: 0.198558] [G loss: 0.866515, KL Divergence: 0.866511, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7011 [D loss: 0.845246, acc.: 64.67%, KL Divergence: 0.198561] [G loss: 0.916806, KL Divergence: 0.916801, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7012 [D loss: 0.852345, acc.: 65.38%, KL Divergence: 0.198561] [G loss: 0.944339, KL Divergence: 0.944335, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7013 [D loss: 0.830923, acc.: 63.24%, KL Divergence: 0.198559] [G loss: 0.980385, KL Divergence: 0.980382, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7014 [D loss: 0.839716, acc.: 64.12%, KL Divergence: 0.198556] [G loss: 0.992164, KL Divergence: 0.992160, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7015 [D loss: 0.837103, acc.: 63.85%, KL Divergence: 0.198555] [G loss: 0.877985, KL Divergence: 0.877981, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7016 [D loss: 0.833986, acc.: 63.54%, KL Divergence: 0.198560] [G loss: 0.955397, KL Divergence: 0.955394, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7017 [D loss: 0.840569, acc.: 64.20%, KL Divergence: 0.198559] [G loss: 0.950233, KL Divergence: 0.950229, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7018 [D loss: 0.835618, acc.: 63.71%, KL Divergence: 0.198560] [G loss: 1.054554, KL Divergence: 1.054549, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7019 [D loss: 0.838246, acc.: 63.97%, KL Divergence: 0.198557] [G loss: 0.960319, KL Divergence: 0.960316, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7020 [D loss: 0.837602, acc.: 63.90%, KL Divergence: 0.198558] [G loss: 0.946274, KL Divergence: 0.946270, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7021 [D loss: 0.830216, acc.: 63.17%, KL Divergence: 0.198559] [G loss: 0.939788, KL Divergence: 0.939784, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7022 [D loss: 0.842328, acc.: 64.38%, KL Divergence: 0.198558] [G loss: 0.879541, KL Divergence: 0.879537, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7023 [D loss: 0.829123, acc.: 63.06%, KL Divergence: 0.198557] [G loss: 0.877886, KL Divergence: 0.877882, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7024 [D loss: 0.850422, acc.: 65.19%, KL Divergence: 0.198555] [G loss: 0.867829, KL Divergence: 0.867826, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7025 [D loss: 0.895482, acc.: 69.69%, KL Divergence: 0.198557] [G loss: 0.858834, KL Divergence: 0.858830, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7026 [D loss: 0.856537, acc.: 65.80%, KL Divergence: 0.198560] [G loss: 1.043151, KL Divergence: 1.043146, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7027 [D loss: 0.827896, acc.: 62.93%, KL Divergence: 0.198561] [G loss: 1.077366, KL Divergence: 1.077362, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7028 [D loss: 0.833032, acc.: 63.45%, KL Divergence: 0.198556] [G loss: 0.968053, KL Divergence: 0.968049, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7029 [D loss: 0.823876, acc.: 62.53%, KL Divergence: 0.198560] [G loss: 0.940956, KL Divergence: 0.940952, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7030 [D loss: 0.849188, acc.: 65.06%, KL Divergence: 0.198558] [G loss: 0.886614, KL Divergence: 0.886611, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7031 [D loss: 0.863905, acc.: 66.53%, KL Divergence: 0.198564] [G loss: 0.888440, KL Divergence: 0.888437, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7032 [D loss: 0.836190, acc.: 63.76%, KL Divergence: 0.198571] [G loss: 1.007299, KL Divergence: 1.007295, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7033 [D loss: 0.845482, acc.: 64.69%, KL Divergence: 0.198559] [G loss: 0.967181, KL Divergence: 0.967177, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7034 [D loss: 0.833181, acc.: 63.46%, KL Divergence: 0.198576] [G loss: 1.014177, KL Divergence: 1.014173, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7035 [D loss: 0.846698, acc.: 64.81%, KL Divergence: 0.198584] [G loss: 0.988274, KL Divergence: 0.988269, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7036 [D loss: 0.831343, acc.: 63.27%, KL Divergence: 0.198610] [G loss: 1.049700, KL Divergence: 1.049695, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7037 [D loss: 0.835728, acc.: 63.72%, KL Divergence: 0.198573] [G loss: 0.988433, KL Divergence: 0.988429, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7038 [D loss: 0.851069, acc.: 65.25%, KL Divergence: 0.198581] [G loss: 0.944017, KL Divergence: 0.944012, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7039 [D loss: 0.851010, acc.: 65.24%, KL Divergence: 0.198600] [G loss: 1.002565, KL Divergence: 1.002559, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7040 [D loss: 0.828378, acc.: 62.98%, KL Divergence: 0.198575] [G loss: 0.961699, KL Divergence: 0.961694, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7041 [D loss: 0.830741, acc.: 63.22%, KL Divergence: 0.198563] [G loss: 0.916990, KL Divergence: 0.916987, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7042 [D loss: 0.841461, acc.: 64.29%, KL Divergence: 0.198558] [G loss: 0.932243, KL Divergence: 0.932239, FID: 51.895614]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7043 [D loss: 0.847477, acc.: 64.89%, KL Divergence: 0.198556] [G loss: 0.878139, KL Divergence: 0.878136, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7044 [D loss: 0.837018, acc.: 63.85%, KL Divergence: 0.198558] [G loss: 0.907716, KL Divergence: 0.907712, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7045 [D loss: 0.850642, acc.: 65.21%, KL Divergence: 0.198558] [G loss: 0.971735, KL Divergence: 0.971731, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7046 [D loss: 0.861012, acc.: 66.25%, KL Divergence: 0.198557] [G loss: 0.886786, KL Divergence: 0.886783, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7047 [D loss: 0.839757, acc.: 64.12%, KL Divergence: 0.198555] [G loss: 0.949239, KL Divergence: 0.949235, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7048 [D loss: 0.846818, acc.: 64.83%, KL Divergence: 0.198557] [G loss: 0.955119, KL Divergence: 0.955115, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7049 [D loss: 0.845318, acc.: 64.68%, KL Divergence: 0.198558] [G loss: 0.973828, KL Divergence: 0.973824, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7050 [D loss: 0.812830, acc.: 61.43%, KL Divergence: 0.198559] [G loss: 0.986289, KL Divergence: 0.986285, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7051 [D loss: 0.847904, acc.: 64.93%, KL Divergence: 0.198556] [G loss: 0.919485, KL Divergence: 0.919481, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7052 [D loss: 0.849593, acc.: 65.10%, KL Divergence: 0.198559] [G loss: 0.863754, KL Divergence: 0.863750, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7053 [D loss: 0.857135, acc.: 65.86%, KL Divergence: 0.198564] [G loss: 0.901407, KL Divergence: 0.901403, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7054 [D loss: 0.856327, acc.: 65.77%, KL Divergence: 0.198579] [G loss: 0.893992, KL Divergence: 0.893988, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7055 [D loss: 0.868404, acc.: 66.98%, KL Divergence: 0.198556] [G loss: 0.914641, KL Divergence: 0.914638, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7056 [D loss: 0.827655, acc.: 62.91%, KL Divergence: 0.198574] [G loss: 1.065431, KL Divergence: 1.065426, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7057 [D loss: 0.844614, acc.: 64.60%, KL Divergence: 0.198617] [G loss: 0.911481, KL Divergence: 0.911475, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7058 [D loss: 0.820813, acc.: 62.22%, KL Divergence: 0.198575] [G loss: 0.899429, KL Divergence: 0.899425, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7059 [D loss: 0.822264, acc.: 62.36%, KL Divergence: 0.198630] [G loss: 0.955975, KL Divergence: 0.955971, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7060 [D loss: 0.848893, acc.: 65.03%, KL Divergence: 0.198603] [G loss: 0.891120, KL Divergence: 0.891115, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7061 [D loss: 0.841696, acc.: 64.31%, KL Divergence: 0.198569] [G loss: 0.966550, KL Divergence: 0.966545, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7062 [D loss: 0.836661, acc.: 63.81%, KL Divergence: 0.198578] [G loss: 1.029281, KL Divergence: 1.029276, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7063 [D loss: 0.874227, acc.: 67.57%, KL Divergence: 0.198567] [G loss: 0.940605, KL Divergence: 0.940600, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7064 [D loss: 0.833744, acc.: 63.52%, KL Divergence: 0.198559] [G loss: 0.972241, KL Divergence: 0.972237, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7065 [D loss: 0.839350, acc.: 64.08%, KL Divergence: 0.198568] [G loss: 0.989805, KL Divergence: 0.989801, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7066 [D loss: 0.837517, acc.: 63.90%, KL Divergence: 0.198564] [G loss: 0.899487, KL Divergence: 0.899483, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7067 [D loss: 0.836572, acc.: 63.80%, KL Divergence: 0.198556] [G loss: 0.968006, KL Divergence: 0.968002, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7068 [D loss: 0.825687, acc.: 62.71%, KL Divergence: 0.198557] [G loss: 0.931319, KL Divergence: 0.931316, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7069 [D loss: 0.857218, acc.: 65.87%, KL Divergence: 0.198559] [G loss: 0.886111, KL Divergence: 0.886107, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7070 [D loss: 0.844145, acc.: 64.56%, KL Divergence: 0.198557] [G loss: 0.943404, KL Divergence: 0.943400, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7071 [D loss: 0.832935, acc.: 63.44%, KL Divergence: 0.198560] [G loss: 1.017571, KL Divergence: 1.017567, FID: 51.895614]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
7072 [D loss: 0.848941, acc.: 65.04%, KL Divergence: 0.198566] [G loss: 0.994026, KL Divergence: 0.994022, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7073 [D loss: 0.833608, acc.: 63.50%, KL Divergence: 0.198588] [G loss: 0.947395, KL Divergence: 0.947391, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7074 [D loss: 0.851865, acc.: 65.33%, KL Divergence: 0.198562] [G loss: 0.976011, KL Divergence: 0.976007, FID: 51.895614]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7075 [D loss: 0.842445, acc.: 64.39%, KL Divergence: 0.198565] [G loss: 0.975052, KL Divergence: 0.975048, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7076 [D loss: 0.835507, acc.: 63.69%, KL Divergence: 0.198589] [G loss: 1.000890, KL Divergence: 1.000885, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7077 [D loss: 0.858717, acc.: 66.02%, KL Divergence: 0.198565] [G loss: 0.951936, KL Divergence: 0.951932, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7078 [D loss: 0.844059, acc.: 64.55%, KL Divergence: 0.198558] [G loss: 0.986368, KL Divergence: 0.986364, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7079 [D loss: 0.835082, acc.: 63.65%, KL Divergence: 0.198558] [G loss: 0.963433, KL Divergence: 0.963430, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7080 [D loss: 0.823984, acc.: 62.54%, KL Divergence: 0.198556] [G loss: 0.918942, KL Divergence: 0.918938, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7081 [D loss: 0.838413, acc.: 63.99%, KL Divergence: 0.198558] [G loss: 0.907754, KL Divergence: 0.907750, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7082 [D loss: 0.838627, acc.: 64.01%, KL Divergence: 0.198559] [G loss: 0.942361, KL Divergence: 0.942357, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7083 [D loss: 0.858996, acc.: 66.04%, KL Divergence: 0.198555] [G loss: 0.870166, KL Divergence: 0.870162, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7084 [D loss: 0.851087, acc.: 65.25%, KL Divergence: 0.198565] [G loss: 0.967016, KL Divergence: 0.967012, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7085 [D loss: 0.833903, acc.: 63.53%, KL Divergence: 0.198562] [G loss: 0.978994, KL Divergence: 0.978990, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7086 [D loss: 0.830384, acc.: 63.18%, KL Divergence: 0.198563] [G loss: 1.018322, KL Divergence: 1.018318, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7087 [D loss: 0.815421, acc.: 61.68%, KL Divergence: 0.198577] [G loss: 0.984657, KL Divergence: 0.984653, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7088 [D loss: 0.836676, acc.: 63.81%, KL Divergence: 0.198567] [G loss: 0.952405, KL Divergence: 0.952401, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7089 [D loss: 0.846322, acc.: 64.78%, KL Divergence: 0.198559] [G loss: 0.891839, KL Divergence: 0.891836, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7090 [D loss: 0.832809, acc.: 63.42%, KL Divergence: 0.198560] [G loss: 0.963257, KL Divergence: 0.963254, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7091 [D loss: 0.835228, acc.: 63.67%, KL Divergence: 0.198557] [G loss: 0.933037, KL Divergence: 0.933033, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7092 [D loss: 0.856555, acc.: 65.80%, KL Divergence: 0.198551] [G loss: 0.909909, KL Divergence: 0.909906, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7093 [D loss: 0.867414, acc.: 66.89%, KL Divergence: 0.198559] [G loss: 0.862202, KL Divergence: 0.862199, FID: 51.895614]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7094 [D loss: 0.863930, acc.: 66.54%, KL Divergence: 0.198579] [G loss: 0.973915, KL Divergence: 0.973910, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7095 [D loss: 0.862745, acc.: 66.42%, KL Divergence: 0.198576] [G loss: 0.999606, KL Divergence: 0.999602, FID: 51.895614]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7096 [D loss: 0.849973, acc.: 65.14%, KL Divergence: 0.198556] [G loss: 1.018362, KL Divergence: 1.018358, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7097 [D loss: 0.844597, acc.: 64.60%, KL Divergence: 0.198558] [G loss: 0.913998, KL Divergence: 0.913994, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7098 [D loss: 0.832480, acc.: 63.39%, KL Divergence: 0.198576] [G loss: 0.997577, KL Divergence: 0.997573, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7099 [D loss: 0.849755, acc.: 65.12%, KL Divergence: 0.198561] [G loss: 0.896051, KL Divergence: 0.896047, FID: 51.895614]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 2s 89ms/step
4/4 [==============================] - 2s 112ms/step
7100 [D loss: 0.823317, acc.: 62.48%, KL Divergence: 0.198559] [G loss: 0.930409, KL Divergence: 0.930405, FID: 54.097376]
1/1 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7101 [D loss: 0.859522, acc.: 66.10%, KL Divergence: 0.198561] [G loss: 0.945772, KL Divergence: 0.945768, FID: 54.097376]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7102 [D loss: 0.853724, acc.: 65.52%, KL Divergence: 0.198559] [G loss: 0.973069, KL Divergence: 0.973065, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7103 [D loss: 0.831197, acc.: 63.26%, KL Divergence: 0.198557] [G loss: 0.960807, KL Divergence: 0.960803, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7104 [D loss: 0.852467, acc.: 65.39%, KL Divergence: 0.198552] [G loss: 0.929560, KL Divergence: 0.929556, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7105 [D loss: 0.858721, acc.: 66.02%, KL Divergence: 0.198551] [G loss: 0.937634, KL Divergence: 0.937631, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7106 [D loss: 0.844843, acc.: 64.63%, KL Divergence: 0.198552] [G loss: 0.957505, KL Divergence: 0.957501, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7107 [D loss: 0.852574, acc.: 65.40%, KL Divergence: 0.198552] [G loss: 1.022894, KL Divergence: 1.022890, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7108 [D loss: 0.856077, acc.: 65.75%, KL Divergence: 0.198552] [G loss: 0.974972, KL Divergence: 0.974969, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7109 [D loss: 0.822711, acc.: 62.42%, KL Divergence: 0.198553] [G loss: 1.006236, KL Divergence: 1.006232, FID: 54.097376]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7110 [D loss: 0.827365, acc.: 62.88%, KL Divergence: 0.198553] [G loss: 1.029258, KL Divergence: 1.029255, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7111 [D loss: 0.854057, acc.: 65.55%, KL Divergence: 0.198551] [G loss: 0.844477, KL Divergence: 0.844474, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7112 [D loss: 0.840666, acc.: 64.21%, KL Divergence: 0.198558] [G loss: 1.008024, KL Divergence: 1.008020, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7113 [D loss: 0.842722, acc.: 64.41%, KL Divergence: 0.198578] [G loss: 0.907054, KL Divergence: 0.907050, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7114 [D loss: 0.858474, acc.: 65.99%, KL Divergence: 0.198556] [G loss: 0.926922, KL Divergence: 0.926918, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7115 [D loss: 0.837797, acc.: 63.92%, KL Divergence: 0.198556] [G loss: 0.965975, KL Divergence: 0.965972, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7116 [D loss: 0.850460, acc.: 65.19%, KL Divergence: 0.198555] [G loss: 0.917693, KL Divergence: 0.917689, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7117 [D loss: 0.852251, acc.: 65.37%, KL Divergence: 0.198561] [G loss: 0.918269, KL Divergence: 0.918266, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7118 [D loss: 0.857453, acc.: 65.89%, KL Divergence: 0.198555] [G loss: 0.891363, KL Divergence: 0.891360, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7119 [D loss: 0.850827, acc.: 65.23%, KL Divergence: 0.198552] [G loss: 0.957068, KL Divergence: 0.957065, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7120 [D loss: 0.829318, acc.: 63.08%, KL Divergence: 0.198552] [G loss: 0.973589, KL Divergence: 0.973585, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 6ms/step
7121 [D loss: 0.845871, acc.: 64.73%, KL Divergence: 0.198554] [G loss: 0.977756, KL Divergence: 0.977753, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7122 [D loss: 0.830294, acc.: 63.17%, KL Divergence: 0.198552] [G loss: 0.944010, KL Divergence: 0.944006, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7123 [D loss: 0.846622, acc.: 64.81%, KL Divergence: 0.198552] [G loss: 0.921266, KL Divergence: 0.921262, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7124 [D loss: 0.866493, acc.: 66.79%, KL Divergence: 0.198552] [G loss: 0.891190, KL Divergence: 0.891187, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7125 [D loss: 0.844774, acc.: 64.62%, KL Divergence: 0.198551] [G loss: 0.842591, KL Divergence: 0.842588, FID: 54.097376]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7126 [D loss: 0.853754, acc.: 65.52%, KL Divergence: 0.198553] [G loss: 0.947379, KL Divergence: 0.947375, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7127 [D loss: 0.857576, acc.: 65.90%, KL Divergence: 0.198548] [G loss: 0.850457, KL Divergence: 0.850454, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7128 [D loss: 0.832457, acc.: 63.39%, KL Divergence: 0.198551] [G loss: 0.937629, KL Divergence: 0.937626, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7129 [D loss: 0.828575, acc.: 63.00%, KL Divergence: 0.198550] [G loss: 0.934991, KL Divergence: 0.934988, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7130 [D loss: 0.841703, acc.: 64.31%, KL Divergence: 0.198554] [G loss: 0.966917, KL Divergence: 0.966914, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7131 [D loss: 0.857448, acc.: 65.89%, KL Divergence: 0.198555] [G loss: 0.922587, KL Divergence: 0.922584, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7132 [D loss: 0.853611, acc.: 65.50%, KL Divergence: 0.198567] [G loss: 0.954913, KL Divergence: 0.954909, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7133 [D loss: 0.836063, acc.: 63.75%, KL Divergence: 0.198594] [G loss: 0.933670, KL Divergence: 0.933665, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7134 [D loss: 0.826255, acc.: 62.77%, KL Divergence: 0.198569] [G loss: 0.954670, KL Divergence: 0.954666, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7135 [D loss: 0.855336, acc.: 65.68%, KL Divergence: 0.198564] [G loss: 0.887757, KL Divergence: 0.887753, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7136 [D loss: 0.846310, acc.: 64.77%, KL Divergence: 0.198582] [G loss: 0.960623, KL Divergence: 0.960618, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7137 [D loss: 0.848050, acc.: 64.95%, KL Divergence: 0.198569] [G loss: 0.963019, KL Divergence: 0.963015, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7138 [D loss: 0.864102, acc.: 66.55%, KL Divergence: 0.198558] [G loss: 0.901016, KL Divergence: 0.901012, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7139 [D loss: 0.846945, acc.: 64.84%, KL Divergence: 0.198562] [G loss: 0.976844, KL Divergence: 0.976840, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7140 [D loss: 0.850048, acc.: 65.15%, KL Divergence: 0.198556] [G loss: 0.944088, KL Divergence: 0.944084, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7141 [D loss: 0.826507, acc.: 62.80%, KL Divergence: 0.198555] [G loss: 1.044503, KL Divergence: 1.044499, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7142 [D loss: 0.831168, acc.: 63.26%, KL Divergence: 0.198556] [G loss: 0.984724, KL Divergence: 0.984720, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7143 [D loss: 0.861774, acc.: 66.32%, KL Divergence: 0.198557] [G loss: 0.844287, KL Divergence: 0.844283, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7144 [D loss: 0.847226, acc.: 64.87%, KL Divergence: 0.198564] [G loss: 0.958291, KL Divergence: 0.958287, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7145 [D loss: 0.841064, acc.: 64.25%, KL Divergence: 0.198582] [G loss: 0.963684, KL Divergence: 0.963680, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7146 [D loss: 0.837151, acc.: 63.86%, KL Divergence: 0.198560] [G loss: 0.940558, KL Divergence: 0.940555, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7147 [D loss: 0.851131, acc.: 65.26%, KL Divergence: 0.198556] [G loss: 0.915455, KL Divergence: 0.915451, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7148 [D loss: 0.851063, acc.: 65.25%, KL Divergence: 0.198572] [G loss: 0.959592, KL Divergence: 0.959588, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7149 [D loss: 0.839741, acc.: 64.12%, KL Divergence: 0.198559] [G loss: 0.913513, KL Divergence: 0.913510, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7150 [D loss: 0.829515, acc.: 63.09%, KL Divergence: 0.198590] [G loss: 1.063648, KL Divergence: 1.063643, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7151 [D loss: 0.847966, acc.: 64.94%, KL Divergence: 0.198569] [G loss: 0.937279, KL Divergence: 0.937275, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7152 [D loss: 0.837940, acc.: 63.94%, KL Divergence: 0.198561] [G loss: 0.930879, KL Divergence: 0.930876, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7153 [D loss: 0.850246, acc.: 65.16%, KL Divergence: 0.198598] [G loss: 0.982850, KL Divergence: 0.982845, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7154 [D loss: 0.826727, acc.: 62.81%, KL Divergence: 0.198630] [G loss: 1.061638, KL Divergence: 1.061631, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7155 [D loss: 0.839204, acc.: 64.06%, KL Divergence: 0.198617] [G loss: 1.016289, KL Divergence: 1.016283, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7156 [D loss: 0.863578, acc.: 66.50%, KL Divergence: 0.198592] [G loss: 0.883896, KL Divergence: 0.883892, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7157 [D loss: 0.851738, acc.: 65.31%, KL Divergence: 0.198676] [G loss: 0.977174, KL Divergence: 0.977169, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7158 [D loss: 0.831219, acc.: 63.26%, KL Divergence: 0.198586] [G loss: 1.112165, KL Divergence: 1.112161, FID: 54.097376]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7159 [D loss: 0.828143, acc.: 62.95%, KL Divergence: 0.198629] [G loss: 0.942849, KL Divergence: 0.942844, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7160 [D loss: 0.816985, acc.: 61.84%, KL Divergence: 0.198581] [G loss: 1.010643, KL Divergence: 1.010639, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7161 [D loss: 0.836851, acc.: 63.83%, KL Divergence: 0.198564] [G loss: 0.968746, KL Divergence: 0.968742, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7162 [D loss: 0.866507, acc.: 66.79%, KL Divergence: 0.198557] [G loss: 0.856519, KL Divergence: 0.856516, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7163 [D loss: 0.842692, acc.: 64.41%, KL Divergence: 0.198560] [G loss: 0.939667, KL Divergence: 0.939663, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7164 [D loss: 0.851148, acc.: 65.26%, KL Divergence: 0.198555] [G loss: 0.967154, KL Divergence: 0.967150, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7165 [D loss: 0.827044, acc.: 62.85%, KL Divergence: 0.198556] [G loss: 0.974582, KL Divergence: 0.974578, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7166 [D loss: 0.828586, acc.: 63.00%, KL Divergence: 0.198566] [G loss: 0.964906, KL Divergence: 0.964902, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7167 [D loss: 0.836168, acc.: 63.76%, KL Divergence: 0.198561] [G loss: 0.930834, KL Divergence: 0.930831, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7168 [D loss: 0.849563, acc.: 65.10%, KL Divergence: 0.198555] [G loss: 0.937830, KL Divergence: 0.937826, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7169 [D loss: 0.839861, acc.: 64.13%, KL Divergence: 0.198551] [G loss: 0.941572, KL Divergence: 0.941568, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7170 [D loss: 0.837889, acc.: 63.93%, KL Divergence: 0.198553] [G loss: 0.975569, KL Divergence: 0.975566, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7171 [D loss: 0.840476, acc.: 64.19%, KL Divergence: 0.198550] [G loss: 0.933455, KL Divergence: 0.933451, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7172 [D loss: 0.846150, acc.: 64.76%, KL Divergence: 0.198552] [G loss: 0.978161, KL Divergence: 0.978158, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7173 [D loss: 0.852731, acc.: 65.42%, KL Divergence: 0.198552] [G loss: 0.907578, KL Divergence: 0.907575, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7174 [D loss: 0.829442, acc.: 63.09%, KL Divergence: 0.198553] [G loss: 1.032842, KL Divergence: 1.032839, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7175 [D loss: 0.851268, acc.: 65.27%, KL Divergence: 0.198552] [G loss: 0.949256, KL Divergence: 0.949252, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7176 [D loss: 0.847347, acc.: 64.88%, KL Divergence: 0.198551] [G loss: 1.025824, KL Divergence: 1.025820, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7177 [D loss: 0.854708, acc.: 65.62%, KL Divergence: 0.198548] [G loss: 0.924942, KL Divergence: 0.924939, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
7178 [D loss: 0.838651, acc.: 64.01%, KL Divergence: 0.198549] [G loss: 0.992540, KL Divergence: 0.992537, FID: 54.097376]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 7ms/step
7179 [D loss: 0.862451, acc.: 66.39%, KL Divergence: 0.198550] [G loss: 0.952480, KL Divergence: 0.952477, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7180 [D loss: 0.864665, acc.: 66.61%, KL Divergence: 0.198548] [G loss: 0.899478, KL Divergence: 0.899475, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7181 [D loss: 0.850689, acc.: 65.21%, KL Divergence: 0.198551] [G loss: 0.927804, KL Divergence: 0.927801, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7182 [D loss: 0.818743, acc.: 62.02%, KL Divergence: 0.198548] [G loss: 0.989056, KL Divergence: 0.989053, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7183 [D loss: 0.839751, acc.: 64.12%, KL Divergence: 0.198553] [G loss: 0.914286, KL Divergence: 0.914283, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7184 [D loss: 0.845356, acc.: 64.68%, KL Divergence: 0.198550] [G loss: 0.881350, KL Divergence: 0.881346, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 3ms/step
4/4 [==============================] - 0s 5ms/step
7185 [D loss: 0.846626, acc.: 64.81%, KL Divergence: 0.198554] [G loss: 0.956212, KL Divergence: 0.956208, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7186 [D loss: 0.872339, acc.: 67.38%, KL Divergence: 0.198555] [G loss: 0.891559, KL Divergence: 0.891556, FID: 54.097376]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7187 [D loss: 0.851193, acc.: 65.26%, KL Divergence: 0.198552] [G loss: 1.013972, KL Divergence: 1.013969, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7188 [D loss: 0.848721, acc.: 65.02%, KL Divergence: 0.198551] [G loss: 0.964096, KL Divergence: 0.964093, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7189 [D loss: 0.845958, acc.: 64.74%, KL Divergence: 0.198552] [G loss: 0.979058, KL Divergence: 0.979055, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7190 [D loss: 0.826056, acc.: 62.75%, KL Divergence: 0.198550] [G loss: 1.000856, KL Divergence: 1.000853, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7191 [D loss: 0.847611, acc.: 64.91%, KL Divergence: 0.198549] [G loss: 0.933100, KL Divergence: 0.933097, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7192 [D loss: 0.846002, acc.: 64.75%, KL Divergence: 0.198549] [G loss: 0.939536, KL Divergence: 0.939533, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7193 [D loss: 0.848564, acc.: 65.00%, KL Divergence: 0.198548] [G loss: 0.945885, KL Divergence: 0.945881, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7194 [D loss: 0.847818, acc.: 64.93%, KL Divergence: 0.198548] [G loss: 0.890751, KL Divergence: 0.890748, FID: 54.097376]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7195 [D loss: 0.835207, acc.: 63.67%, KL Divergence: 0.198548] [G loss: 0.946611, KL Divergence: 0.946608, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7196 [D loss: 0.824636, acc.: 62.61%, KL Divergence: 0.198552] [G loss: 1.011266, KL Divergence: 1.011263, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7197 [D loss: 0.860492, acc.: 66.19%, KL Divergence: 0.198549] [G loss: 0.885486, KL Divergence: 0.885484, FID: 54.097376]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7198 [D loss: 0.861377, acc.: 66.28%, KL Divergence: 0.198549] [G loss: 0.873345, KL Divergence: 0.873342, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7199 [D loss: 0.845920, acc.: 64.74%, KL Divergence: 0.198553] [G loss: 0.962572, KL Divergence: 0.962568, FID: 54.097376]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 2s 96ms/step
4/4 [==============================] - 2s 86ms/step
7200 [D loss: 0.836722, acc.: 63.82%, KL Divergence: 0.198557] [G loss: 0.958709, KL Divergence: 0.958706, FID: 40.371419]
1/1 [==============================] - 0s 26ms/step
4/4 [==============================] - 0s 77ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7201 [D loss: 0.837496, acc.: 63.89%, KL Divergence: 0.198554] [G loss: 0.991825, KL Divergence: 0.991822, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7202 [D loss: 0.836068, acc.: 63.75%, KL Divergence: 0.198557] [G loss: 0.941347, KL Divergence: 0.941344, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7203 [D loss: 0.852392, acc.: 65.38%, KL Divergence: 0.198551] [G loss: 0.887601, KL Divergence: 0.887598, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7204 [D loss: 0.828857, acc.: 63.03%, KL Divergence: 0.198560] [G loss: 0.986621, KL Divergence: 0.986617, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7205 [D loss: 0.841228, acc.: 64.27%, KL Divergence: 0.198572] [G loss: 0.942817, KL Divergence: 0.942814, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7206 [D loss: 0.830615, acc.: 63.21%, KL Divergence: 0.198550] [G loss: 0.909596, KL Divergence: 0.909593, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7207 [D loss: 0.855476, acc.: 65.69%, KL Divergence: 0.198549] [G loss: 0.920998, KL Divergence: 0.920995, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7208 [D loss: 0.858808, acc.: 66.03%, KL Divergence: 0.198546] [G loss: 0.873463, KL Divergence: 0.873460, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7209 [D loss: 0.862189, acc.: 66.36%, KL Divergence: 0.198547] [G loss: 0.899818, KL Divergence: 0.899815, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7210 [D loss: 0.840415, acc.: 64.19%, KL Divergence: 0.198548] [G loss: 1.023648, KL Divergence: 1.023645, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7211 [D loss: 0.825822, acc.: 62.73%, KL Divergence: 0.198550] [G loss: 1.036822, KL Divergence: 1.036819, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7212 [D loss: 0.842043, acc.: 64.35%, KL Divergence: 0.198551] [G loss: 0.991825, KL Divergence: 0.991821, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7213 [D loss: 0.847273, acc.: 64.87%, KL Divergence: 0.198570] [G loss: 0.934149, KL Divergence: 0.934146, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7214 [D loss: 0.862169, acc.: 66.36%, KL Divergence: 0.198569] [G loss: 0.919581, KL Divergence: 0.919577, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7215 [D loss: 0.839126, acc.: 64.05%, KL Divergence: 0.198577] [G loss: 0.922269, KL Divergence: 0.922266, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7216 [D loss: 0.859660, acc.: 66.11%, KL Divergence: 0.198569] [G loss: 0.941188, KL Divergence: 0.941185, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7217 [D loss: 0.850720, acc.: 65.21%, KL Divergence: 0.198630] [G loss: 0.922508, KL Divergence: 0.922503, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7218 [D loss: 0.845917, acc.: 64.73%, KL Divergence: 0.198580] [G loss: 0.968197, KL Divergence: 0.968194, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7219 [D loss: 0.838584, acc.: 64.00%, KL Divergence: 0.198574] [G loss: 0.973737, KL Divergence: 0.973733, FID: 40.371419]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7220 [D loss: 0.847427, acc.: 64.89%, KL Divergence: 0.198565] [G loss: 0.950872, KL Divergence: 0.950869, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7221 [D loss: 0.864087, acc.: 66.55%, KL Divergence: 0.198555] [G loss: 0.890204, KL Divergence: 0.890200, FID: 40.371419]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7222 [D loss: 0.842313, acc.: 64.38%, KL Divergence: 0.198552] [G loss: 1.001315, KL Divergence: 1.001312, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7223 [D loss: 0.851363, acc.: 65.28%, KL Divergence: 0.198562] [G loss: 1.024359, KL Divergence: 1.024355, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
7224 [D loss: 0.836284, acc.: 63.77%, KL Divergence: 0.198558] [G loss: 0.940849, KL Divergence: 0.940845, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7225 [D loss: 0.849125, acc.: 65.06%, KL Divergence: 0.198554] [G loss: 0.949435, KL Divergence: 0.949432, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7226 [D loss: 0.853545, acc.: 65.50%, KL Divergence: 0.198553] [G loss: 0.955761, KL Divergence: 0.955758, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7227 [D loss: 0.844897, acc.: 64.63%, KL Divergence: 0.198554] [G loss: 0.926967, KL Divergence: 0.926964, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7228 [D loss: 0.830350, acc.: 63.18%, KL Divergence: 0.198555] [G loss: 0.941284, KL Divergence: 0.941281, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7229 [D loss: 0.826193, acc.: 62.76%, KL Divergence: 0.198549] [G loss: 0.938983, KL Divergence: 0.938980, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7230 [D loss: 0.827889, acc.: 62.93%, KL Divergence: 0.198552] [G loss: 1.004998, KL Divergence: 1.004995, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7231 [D loss: 0.838990, acc.: 64.04%, KL Divergence: 0.198551] [G loss: 0.982278, KL Divergence: 0.982274, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7232 [D loss: 0.845054, acc.: 64.65%, KL Divergence: 0.198557] [G loss: 0.879318, KL Divergence: 0.879315, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7233 [D loss: 0.864830, acc.: 66.63%, KL Divergence: 0.198551] [G loss: 0.951742, KL Divergence: 0.951739, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7234 [D loss: 0.869355, acc.: 67.08%, KL Divergence: 0.198549] [G loss: 0.940730, KL Divergence: 0.940727, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7235 [D loss: 0.866092, acc.: 66.75%, KL Divergence: 0.198549] [G loss: 0.951043, KL Divergence: 0.951040, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7236 [D loss: 0.843356, acc.: 64.48%, KL Divergence: 0.198549] [G loss: 1.017366, KL Divergence: 1.017363, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7237 [D loss: 0.841527, acc.: 64.30%, KL Divergence: 0.198549] [G loss: 0.989203, KL Divergence: 0.989200, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7238 [D loss: 0.842154, acc.: 64.36%, KL Divergence: 0.198549] [G loss: 0.961579, KL Divergence: 0.961576, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7239 [D loss: 0.843787, acc.: 64.52%, KL Divergence: 0.198559] [G loss: 0.935973, KL Divergence: 0.935970, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7240 [D loss: 0.842675, acc.: 64.41%, KL Divergence: 0.198556] [G loss: 0.905208, KL Divergence: 0.905205, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7241 [D loss: 0.813867, acc.: 61.53%, KL Divergence: 0.198551] [G loss: 1.006248, KL Divergence: 1.006245, FID: 40.371419]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7242 [D loss: 0.854160, acc.: 65.56%, KL Divergence: 0.198552] [G loss: 0.936566, KL Divergence: 0.936563, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7243 [D loss: 0.843513, acc.: 64.50%, KL Divergence: 0.198550] [G loss: 0.946501, KL Divergence: 0.946498, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7244 [D loss: 0.857723, acc.: 65.92%, KL Divergence: 0.198551] [G loss: 0.944214, KL Divergence: 0.944211, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7245 [D loss: 0.839019, acc.: 64.05%, KL Divergence: 0.198549] [G loss: 0.944633, KL Divergence: 0.944630, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7246 [D loss: 0.839630, acc.: 64.11%, KL Divergence: 0.198548] [G loss: 1.089079, KL Divergence: 1.089075, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7247 [D loss: 0.837802, acc.: 63.93%, KL Divergence: 0.198548] [G loss: 0.969477, KL Divergence: 0.969474, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7248 [D loss: 0.823908, acc.: 62.54%, KL Divergence: 0.198551] [G loss: 1.028368, KL Divergence: 1.028365, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7249 [D loss: 0.841424, acc.: 64.29%, KL Divergence: 0.198557] [G loss: 0.978337, KL Divergence: 0.978334, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7250 [D loss: 0.853825, acc.: 65.53%, KL Divergence: 0.198546] [G loss: 0.868900, KL Divergence: 0.868897, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7251 [D loss: 0.859225, acc.: 66.07%, KL Divergence: 0.198547] [G loss: 0.867519, KL Divergence: 0.867516, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7252 [D loss: 0.835455, acc.: 63.69%, KL Divergence: 0.198555] [G loss: 0.972840, KL Divergence: 0.972837, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7253 [D loss: 0.845610, acc.: 64.71%, KL Divergence: 0.198550] [G loss: 0.976564, KL Divergence: 0.976561, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7254 [D loss: 0.832597, acc.: 63.41%, KL Divergence: 0.198546] [G loss: 0.940541, KL Divergence: 0.940538, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7255 [D loss: 0.866132, acc.: 66.76%, KL Divergence: 0.198545] [G loss: 0.895522, KL Divergence: 0.895519, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7256 [D loss: 0.858477, acc.: 65.99%, KL Divergence: 0.198548] [G loss: 0.916493, KL Divergence: 0.916490, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7257 [D loss: 0.878213, acc.: 67.97%, KL Divergence: 0.198545] [G loss: 0.874348, KL Divergence: 0.874345, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7258 [D loss: 0.856266, acc.: 65.77%, KL Divergence: 0.198552] [G loss: 0.929744, KL Divergence: 0.929742, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7259 [D loss: 0.836566, acc.: 63.80%, KL Divergence: 0.198549] [G loss: 0.963340, KL Divergence: 0.963337, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7260 [D loss: 0.823313, acc.: 62.48%, KL Divergence: 0.198546] [G loss: 0.974336, KL Divergence: 0.974333, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7261 [D loss: 0.824644, acc.: 62.61%, KL Divergence: 0.198555] [G loss: 1.014661, KL Divergence: 1.014657, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7262 [D loss: 0.838407, acc.: 63.99%, KL Divergence: 0.198548] [G loss: 0.938994, KL Divergence: 0.938991, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7263 [D loss: 0.841671, acc.: 64.31%, KL Divergence: 0.198556] [G loss: 0.924295, KL Divergence: 0.924292, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7264 [D loss: 0.859991, acc.: 66.14%, KL Divergence: 0.198558] [G loss: 0.906966, KL Divergence: 0.906963, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7265 [D loss: 0.829669, acc.: 63.11%, KL Divergence: 0.198554] [G loss: 0.968461, KL Divergence: 0.968458, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7266 [D loss: 0.846966, acc.: 64.84%, KL Divergence: 0.198547] [G loss: 0.913374, KL Divergence: 0.913371, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7267 [D loss: 0.828680, acc.: 63.01%, KL Divergence: 0.198549] [G loss: 0.931317, KL Divergence: 0.931314, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7268 [D loss: 0.858974, acc.: 66.04%, KL Divergence: 0.198556] [G loss: 0.880580, KL Divergence: 0.880577, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7269 [D loss: 0.856552, acc.: 65.80%, KL Divergence: 0.198545] [G loss: 0.840379, KL Divergence: 0.840377, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7270 [D loss: 0.863050, acc.: 66.45%, KL Divergence: 0.198545] [G loss: 0.898369, KL Divergence: 0.898367, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7271 [D loss: 0.853209, acc.: 65.47%, KL Divergence: 0.198548] [G loss: 0.970685, KL Divergence: 0.970682, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7272 [D loss: 0.862087, acc.: 66.35%, KL Divergence: 0.198548] [G loss: 1.013722, KL Divergence: 1.013719, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7273 [D loss: 0.830791, acc.: 63.22%, KL Divergence: 0.198545] [G loss: 0.988164, KL Divergence: 0.988161, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7274 [D loss: 0.831081, acc.: 63.25%, KL Divergence: 0.198547] [G loss: 1.004577, KL Divergence: 1.004574, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7275 [D loss: 0.839165, acc.: 64.06%, KL Divergence: 0.198558] [G loss: 0.907853, KL Divergence: 0.907851, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7276 [D loss: 0.855744, acc.: 65.72%, KL Divergence: 0.198551] [G loss: 0.909903, KL Divergence: 0.909900, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7277 [D loss: 0.852462, acc.: 65.39%, KL Divergence: 0.198556] [G loss: 0.904237, KL Divergence: 0.904234, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7278 [D loss: 0.863876, acc.: 66.53%, KL Divergence: 0.198559] [G loss: 0.978663, KL Divergence: 0.978660, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7279 [D loss: 0.859359, acc.: 66.08%, KL Divergence: 0.198546] [G loss: 0.947368, KL Divergence: 0.947365, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7280 [D loss: 0.840918, acc.: 64.24%, KL Divergence: 0.198545] [G loss: 1.011517, KL Divergence: 1.011515, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7281 [D loss: 0.840986, acc.: 64.24%, KL Divergence: 0.198547] [G loss: 0.965672, KL Divergence: 0.965669, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7282 [D loss: 0.851019, acc.: 65.25%, KL Divergence: 0.198544] [G loss: 0.866173, KL Divergence: 0.866170, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7283 [D loss: 0.867504, acc.: 66.90%, KL Divergence: 0.198547] [G loss: 0.929619, KL Divergence: 0.929616, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7284 [D loss: 0.839927, acc.: 64.14%, KL Divergence: 0.198550] [G loss: 0.903445, KL Divergence: 0.903442, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7285 [D loss: 0.847342, acc.: 64.88%, KL Divergence: 0.198556] [G loss: 1.030481, KL Divergence: 1.030478, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7286 [D loss: 0.836957, acc.: 63.84%, KL Divergence: 0.198565] [G loss: 0.990352, KL Divergence: 0.990348, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7287 [D loss: 0.837497, acc.: 63.89%, KL Divergence: 0.198556] [G loss: 0.976139, KL Divergence: 0.976136, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7288 [D loss: 0.835015, acc.: 63.64%, KL Divergence: 0.198584] [G loss: 1.036886, KL Divergence: 1.036882, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7289 [D loss: 0.841006, acc.: 64.24%, KL Divergence: 0.198558] [G loss: 0.927561, KL Divergence: 0.927558, FID: 40.371419]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7290 [D loss: 0.835431, acc.: 63.69%, KL Divergence: 0.198561] [G loss: 1.014365, KL Divergence: 1.014362, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7291 [D loss: 0.853639, acc.: 65.51%, KL Divergence: 0.198559] [G loss: 0.866028, KL Divergence: 0.866024, FID: 40.371419]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7292 [D loss: 0.857224, acc.: 65.87%, KL Divergence: 0.198559] [G loss: 0.983322, KL Divergence: 0.983319, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7293 [D loss: 0.827688, acc.: 62.91%, KL Divergence: 0.198551] [G loss: 1.096931, KL Divergence: 1.096927, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7294 [D loss: 0.836364, acc.: 63.78%, KL Divergence: 0.198552] [G loss: 1.109774, KL Divergence: 1.109771, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7295 [D loss: 0.836346, acc.: 63.78%, KL Divergence: 0.198552] [G loss: 0.975330, KL Divergence: 0.975327, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7296 [D loss: 0.858317, acc.: 65.98%, KL Divergence: 0.198549] [G loss: 0.936580, KL Divergence: 0.936577, FID: 40.371419]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7297 [D loss: 0.845484, acc.: 64.69%, KL Divergence: 0.198552] [G loss: 0.930862, KL Divergence: 0.930859, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7298 [D loss: 0.872194, acc.: 67.36%, KL Divergence: 0.198548] [G loss: 0.888616, KL Divergence: 0.888613, FID: 40.371419]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7299 [D loss: 0.837837, acc.: 63.93%, KL Divergence: 0.198545] [G loss: 0.964566, KL Divergence: 0.964563, FID: 40.371419]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 2s 81ms/step
4/4 [==============================] - 2s 76ms/step
7300 [D loss: 0.830606, acc.: 63.21%, KL Divergence: 0.198547] [G loss: 0.980405, KL Divergence: 0.980402, FID: 49.373547]
1/1 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 78ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
7301 [D loss: 0.826475, acc.: 62.79%, KL Divergence: 0.198546] [G loss: 0.925485, KL Divergence: 0.925482, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7302 [D loss: 0.833217, acc.: 63.47%, KL Divergence: 0.198547] [G loss: 0.860199, KL Divergence: 0.860197, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7303 [D loss: 0.838757, acc.: 64.02%, KL Divergence: 0.198555] [G loss: 0.952453, KL Divergence: 0.952450, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
7304 [D loss: 0.864987, acc.: 66.64%, KL Divergence: 0.198556] [G loss: 0.921523, KL Divergence: 0.921520, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7305 [D loss: 0.853497, acc.: 65.49%, KL Divergence: 0.198552] [G loss: 1.009874, KL Divergence: 1.009870, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7306 [D loss: 0.839817, acc.: 64.13%, KL Divergence: 0.198552] [G loss: 0.956156, KL Divergence: 0.956153, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7307 [D loss: 0.845074, acc.: 64.65%, KL Divergence: 0.198551] [G loss: 0.953351, KL Divergence: 0.953348, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7308 [D loss: 0.831853, acc.: 63.33%, KL Divergence: 0.198553] [G loss: 0.984451, KL Divergence: 0.984448, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7309 [D loss: 0.821287, acc.: 62.27%, KL Divergence: 0.198558] [G loss: 1.022477, KL Divergence: 1.022474, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7310 [D loss: 0.833728, acc.: 63.52%, KL Divergence: 0.198549] [G loss: 0.977620, KL Divergence: 0.977617, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7311 [D loss: 0.844958, acc.: 64.64%, KL Divergence: 0.198559] [G loss: 0.913725, KL Divergence: 0.913723, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7312 [D loss: 0.836207, acc.: 63.77%, KL Divergence: 0.198549] [G loss: 0.928544, KL Divergence: 0.928541, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7313 [D loss: 0.835482, acc.: 63.69%, KL Divergence: 0.198547] [G loss: 0.920610, KL Divergence: 0.920607, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7314 [D loss: 0.831539, acc.: 63.30%, KL Divergence: 0.198557] [G loss: 0.975178, KL Divergence: 0.975174, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7315 [D loss: 0.853475, acc.: 65.49%, KL Divergence: 0.198601] [G loss: 0.962911, KL Divergence: 0.962906, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7316 [D loss: 0.859345, acc.: 66.08%, KL Divergence: 0.198575] [G loss: 0.886873, KL Divergence: 0.886869, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7317 [D loss: 0.870226, acc.: 67.17%, KL Divergence: 0.198560] [G loss: 0.903763, KL Divergence: 0.903760, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7318 [D loss: 0.839631, acc.: 64.10%, KL Divergence: 0.198594] [G loss: 0.967448, KL Divergence: 0.967445, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7319 [D loss: 0.839327, acc.: 64.07%, KL Divergence: 0.198622] [G loss: 0.905198, KL Divergence: 0.905195, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7320 [D loss: 0.823342, acc.: 62.48%, KL Divergence: 0.198581] [G loss: 1.049083, KL Divergence: 1.049079, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7321 [D loss: 0.837645, acc.: 63.90%, KL Divergence: 0.198629] [G loss: 0.972674, KL Divergence: 0.972670, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7322 [D loss: 0.851090, acc.: 65.25%, KL Divergence: 0.198582] [G loss: 0.901088, KL Divergence: 0.901084, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7323 [D loss: 0.842308, acc.: 64.37%, KL Divergence: 0.198573] [G loss: 0.931692, KL Divergence: 0.931689, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7324 [D loss: 0.835936, acc.: 63.74%, KL Divergence: 0.198579] [G loss: 1.027880, KL Divergence: 1.027876, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7325 [D loss: 0.837831, acc.: 63.93%, KL Divergence: 0.198566] [G loss: 0.983243, KL Divergence: 0.983239, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7326 [D loss: 0.859676, acc.: 66.11%, KL Divergence: 0.198582] [G loss: 0.891003, KL Divergence: 0.890999, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7327 [D loss: 0.839131, acc.: 64.05%, KL Divergence: 0.198616] [G loss: 0.950247, KL Divergence: 0.950243, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7328 [D loss: 0.870929, acc.: 67.24%, KL Divergence: 0.198573] [G loss: 0.892900, KL Divergence: 0.892897, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7329 [D loss: 0.852589, acc.: 65.40%, KL Divergence: 0.198584] [G loss: 0.926428, KL Divergence: 0.926425, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7330 [D loss: 0.840742, acc.: 64.22%, KL Divergence: 0.198565] [G loss: 1.038978, KL Divergence: 1.038974, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7331 [D loss: 0.816044, acc.: 61.75%, KL Divergence: 0.198563] [G loss: 0.983447, KL Divergence: 0.983444, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7332 [D loss: 0.827167, acc.: 62.86%, KL Divergence: 0.198566] [G loss: 0.991312, KL Divergence: 0.991309, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7333 [D loss: 0.837137, acc.: 63.86%, KL Divergence: 0.198552] [G loss: 0.938723, KL Divergence: 0.938720, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7334 [D loss: 0.856408, acc.: 65.79%, KL Divergence: 0.198547] [G loss: 0.960110, KL Divergence: 0.960107, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7335 [D loss: 0.857864, acc.: 65.93%, KL Divergence: 0.198546] [G loss: 0.907204, KL Divergence: 0.907201, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7336 [D loss: 0.840526, acc.: 64.20%, KL Divergence: 0.198548] [G loss: 0.968707, KL Divergence: 0.968704, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7337 [D loss: 0.835624, acc.: 63.71%, KL Divergence: 0.198549] [G loss: 1.024400, KL Divergence: 1.024397, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7338 [D loss: 0.845032, acc.: 64.65%, KL Divergence: 0.198547] [G loss: 0.958085, KL Divergence: 0.958083, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7339 [D loss: 0.846497, acc.: 64.80%, KL Divergence: 0.198544] [G loss: 0.929968, KL Divergence: 0.929966, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7340 [D loss: 0.856018, acc.: 65.75%, KL Divergence: 0.198542] [G loss: 0.892610, KL Divergence: 0.892608, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7341 [D loss: 0.861874, acc.: 66.33%, KL Divergence: 0.198545] [G loss: 0.918707, KL Divergence: 0.918704, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7342 [D loss: 0.831627, acc.: 63.31%, KL Divergence: 0.198543] [G loss: 0.998000, KL Divergence: 0.997996, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7343 [D loss: 0.843456, acc.: 64.49%, KL Divergence: 0.198547] [G loss: 0.978860, KL Divergence: 0.978857, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7344 [D loss: 0.832207, acc.: 63.37%, KL Divergence: 0.198548] [G loss: 0.974747, KL Divergence: 0.974743, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7345 [D loss: 0.873122, acc.: 67.46%, KL Divergence: 0.198552] [G loss: 0.893647, KL Divergence: 0.893645, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7346 [D loss: 0.859759, acc.: 66.12%, KL Divergence: 0.198557] [G loss: 0.942909, KL Divergence: 0.942906, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7347 [D loss: 0.817323, acc.: 61.88%, KL Divergence: 0.198548] [G loss: 1.017688, KL Divergence: 1.017685, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7348 [D loss: 0.828905, acc.: 63.03%, KL Divergence: 0.198574] [G loss: 0.951872, KL Divergence: 0.951869, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7349 [D loss: 0.858056, acc.: 65.95%, KL Divergence: 0.198575] [G loss: 0.896266, KL Divergence: 0.896263, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7350 [D loss: 0.854974, acc.: 65.64%, KL Divergence: 0.198550] [G loss: 0.861015, KL Divergence: 0.861013, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7351 [D loss: 0.841450, acc.: 64.29%, KL Divergence: 0.198544] [G loss: 0.916993, KL Divergence: 0.916991, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7352 [D loss: 0.836048, acc.: 63.75%, KL Divergence: 0.198549] [G loss: 0.946877, KL Divergence: 0.946874, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7353 [D loss: 0.836388, acc.: 63.78%, KL Divergence: 0.198546] [G loss: 0.990614, KL Divergence: 0.990611, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
7354 [D loss: 0.828624, acc.: 63.01%, KL Divergence: 0.198553] [G loss: 1.044929, KL Divergence: 1.044926, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7355 [D loss: 0.847768, acc.: 64.92%, KL Divergence: 0.198549] [G loss: 0.983429, KL Divergence: 0.983426, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7356 [D loss: 0.829778, acc.: 63.12%, KL Divergence: 0.198557] [G loss: 0.965230, KL Divergence: 0.965227, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7357 [D loss: 0.838630, acc.: 64.01%, KL Divergence: 0.198546] [G loss: 0.936301, KL Divergence: 0.936299, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7358 [D loss: 0.845225, acc.: 64.67%, KL Divergence: 0.198546] [G loss: 0.867861, KL Divergence: 0.867858, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7359 [D loss: 0.858410, acc.: 65.99%, KL Divergence: 0.198553] [G loss: 0.897022, KL Divergence: 0.897019, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7360 [D loss: 0.850439, acc.: 65.19%, KL Divergence: 0.198547] [G loss: 0.957497, KL Divergence: 0.957495, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7361 [D loss: 0.854112, acc.: 65.56%, KL Divergence: 0.198542] [G loss: 0.939901, KL Divergence: 0.939899, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7362 [D loss: 0.849229, acc.: 65.07%, KL Divergence: 0.198543] [G loss: 0.918481, KL Divergence: 0.918478, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7363 [D loss: 0.835099, acc.: 63.66%, KL Divergence: 0.198546] [G loss: 0.932373, KL Divergence: 0.932370, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7364 [D loss: 0.849878, acc.: 65.13%, KL Divergence: 0.198548] [G loss: 0.908827, KL Divergence: 0.908825, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7365 [D loss: 0.841380, acc.: 64.28%, KL Divergence: 0.198544] [G loss: 0.969243, KL Divergence: 0.969240, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7366 [D loss: 0.846984, acc.: 64.84%, KL Divergence: 0.198545] [G loss: 0.905252, KL Divergence: 0.905249, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7367 [D loss: 0.835340, acc.: 63.68%, KL Divergence: 0.198544] [G loss: 0.998245, KL Divergence: 0.998242, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7368 [D loss: 0.843260, acc.: 64.47%, KL Divergence: 0.198543] [G loss: 0.981765, KL Divergence: 0.981762, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7369 [D loss: 0.857010, acc.: 65.85%, KL Divergence: 0.198546] [G loss: 0.910600, KL Divergence: 0.910597, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7370 [D loss: 0.848975, acc.: 65.04%, KL Divergence: 0.198552] [G loss: 0.911729, KL Divergence: 0.911726, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 6ms/step
7371 [D loss: 0.831135, acc.: 63.26%, KL Divergence: 0.198546] [G loss: 0.991990, KL Divergence: 0.991988, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7372 [D loss: 0.835782, acc.: 63.72%, KL Divergence: 0.198545] [G loss: 0.901552, KL Divergence: 0.901549, FID: 49.373547]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7373 [D loss: 0.846016, acc.: 64.75%, KL Divergence: 0.198547] [G loss: 0.966626, KL Divergence: 0.966624, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7374 [D loss: 0.849470, acc.: 65.09%, KL Divergence: 0.198544] [G loss: 0.865466, KL Divergence: 0.865463, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7375 [D loss: 0.838990, acc.: 64.04%, KL Divergence: 0.198545] [G loss: 0.963026, KL Divergence: 0.963023, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7376 [D loss: 0.867609, acc.: 66.91%, KL Divergence: 0.198543] [G loss: 0.936209, KL Divergence: 0.936206, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
7377 [D loss: 0.840444, acc.: 64.19%, KL Divergence: 0.198548] [G loss: 1.049392, KL Divergence: 1.049389, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7378 [D loss: 0.835291, acc.: 63.67%, KL Divergence: 0.198545] [G loss: 1.040793, KL Divergence: 1.040790, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7379 [D loss: 0.852663, acc.: 65.41%, KL Divergence: 0.198544] [G loss: 0.946870, KL Divergence: 0.946867, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7380 [D loss: 0.837254, acc.: 63.87%, KL Divergence: 0.198544] [G loss: 0.970409, KL Divergence: 0.970407, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7381 [D loss: 0.836358, acc.: 63.78%, KL Divergence: 0.198544] [G loss: 0.979258, KL Divergence: 0.979256, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7382 [D loss: 0.830873, acc.: 63.23%, KL Divergence: 0.198546] [G loss: 1.068337, KL Divergence: 1.068334, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7383 [D loss: 0.820844, acc.: 62.23%, KL Divergence: 0.198545] [G loss: 1.056743, KL Divergence: 1.056741, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7384 [D loss: 0.809754, acc.: 61.12%, KL Divergence: 0.198548] [G loss: 1.006244, KL Divergence: 1.006241, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
7385 [D loss: 0.870110, acc.: 67.16%, KL Divergence: 0.198543] [G loss: 0.873651, KL Divergence: 0.873648, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7386 [D loss: 0.843027, acc.: 64.45%, KL Divergence: 0.198546] [G loss: 0.915057, KL Divergence: 0.915055, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7387 [D loss: 0.841922, acc.: 64.34%, KL Divergence: 0.198548] [G loss: 0.971389, KL Divergence: 0.971386, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7388 [D loss: 0.841323, acc.: 64.28%, KL Divergence: 0.198546] [G loss: 0.932876, KL Divergence: 0.932874, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7389 [D loss: 0.837147, acc.: 63.86%, KL Divergence: 0.198549] [G loss: 0.946886, KL Divergence: 0.946883, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7390 [D loss: 0.837100, acc.: 63.86%, KL Divergence: 0.198548] [G loss: 0.914810, KL Divergence: 0.914807, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7391 [D loss: 0.839423, acc.: 64.09%, KL Divergence: 0.198561] [G loss: 0.937928, KL Divergence: 0.937926, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7392 [D loss: 0.863741, acc.: 66.52%, KL Divergence: 0.198556] [G loss: 0.909985, KL Divergence: 0.909983, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7393 [D loss: 0.850396, acc.: 65.19%, KL Divergence: 0.198541] [G loss: 0.863859, KL Divergence: 0.863857, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7394 [D loss: 0.842618, acc.: 64.41%, KL Divergence: 0.198546] [G loss: 0.986907, KL Divergence: 0.986905, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7395 [D loss: 0.832960, acc.: 63.44%, KL Divergence: 0.198542] [G loss: 0.956499, KL Divergence: 0.956496, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7396 [D loss: 0.832895, acc.: 63.43%, KL Divergence: 0.198546] [G loss: 0.927578, KL Divergence: 0.927575, FID: 49.373547]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7397 [D loss: 0.827782, acc.: 62.92%, KL Divergence: 0.198547] [G loss: 0.967323, KL Divergence: 0.967321, FID: 49.373547]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7398 [D loss: 0.835388, acc.: 63.68%, KL Divergence: 0.198543] [G loss: 0.956147, KL Divergence: 0.956144, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7399 [D loss: 0.837341, acc.: 63.88%, KL Divergence: 0.198543] [G loss: 0.930725, KL Divergence: 0.930723, FID: 49.373547]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 2s 118ms/step
4/4 [==============================] - 2s 113ms/step
7400 [D loss: 0.865598, acc.: 66.71%, KL Divergence: 0.198543] [G loss: 0.898113, KL Divergence: 0.898111, FID: 40.068606]
1/1 [==============================] - 0s 28ms/step
4/4 [==============================] - 0s 75ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
7401 [D loss: 0.859947, acc.: 66.14%, KL Divergence: 0.198542] [G loss: 0.956476, KL Divergence: 0.956474, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7402 [D loss: 0.849362, acc.: 65.08%, KL Divergence: 0.198542] [G loss: 0.966205, KL Divergence: 0.966202, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7403 [D loss: 0.881061, acc.: 68.25%, KL Divergence: 0.198541] [G loss: 0.870449, KL Divergence: 0.870447, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7404 [D loss: 0.835605, acc.: 63.71%, KL Divergence: 0.198545] [G loss: 1.067052, KL Divergence: 1.067049, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 11ms/step
7405 [D loss: 0.837454, acc.: 63.89%, KL Divergence: 0.198540] [G loss: 0.944710, KL Divergence: 0.944707, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7406 [D loss: 0.847859, acc.: 64.93%, KL Divergence: 0.198541] [G loss: 0.902224, KL Divergence: 0.902222, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7407 [D loss: 0.829763, acc.: 63.12%, KL Divergence: 0.198547] [G loss: 0.957713, KL Divergence: 0.957710, FID: 40.068606]
4/4 [==============================] - 0s 29ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7408 [D loss: 0.838041, acc.: 63.95%, KL Divergence: 0.198552] [G loss: 0.863503, KL Divergence: 0.863500, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7409 [D loss: 0.846161, acc.: 64.76%, KL Divergence: 0.198548] [G loss: 0.912992, KL Divergence: 0.912989, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7410 [D loss: 0.866947, acc.: 66.84%, KL Divergence: 0.198551] [G loss: 0.889348, KL Divergence: 0.889346, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7411 [D loss: 0.852298, acc.: 65.37%, KL Divergence: 0.198548] [G loss: 0.989554, KL Divergence: 0.989550, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7412 [D loss: 0.831321, acc.: 63.28%, KL Divergence: 0.198553] [G loss: 1.041559, KL Divergence: 1.041556, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7413 [D loss: 0.830563, acc.: 63.20%, KL Divergence: 0.198545] [G loss: 0.917827, KL Divergence: 0.917824, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7414 [D loss: 0.821629, acc.: 62.31%, KL Divergence: 0.198549] [G loss: 1.004016, KL Divergence: 1.004013, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7415 [D loss: 0.825600, acc.: 62.70%, KL Divergence: 0.198570] [G loss: 1.063047, KL Divergence: 1.063044, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7416 [D loss: 0.847580, acc.: 64.90%, KL Divergence: 0.198545] [G loss: 0.901542, KL Divergence: 0.901540, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7417 [D loss: 0.854460, acc.: 65.59%, KL Divergence: 0.198543] [G loss: 0.899361, KL Divergence: 0.899359, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7418 [D loss: 0.863805, acc.: 66.53%, KL Divergence: 0.198546] [G loss: 0.901352, KL Divergence: 0.901350, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7419 [D loss: 0.872240, acc.: 67.37%, KL Divergence: 0.198543] [G loss: 0.906335, KL Divergence: 0.906333, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7420 [D loss: 0.835248, acc.: 63.67%, KL Divergence: 0.198540] [G loss: 0.957580, KL Divergence: 0.957578, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7421 [D loss: 0.845517, acc.: 64.70%, KL Divergence: 0.198539] [G loss: 0.957408, KL Divergence: 0.957406, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7422 [D loss: 0.861689, acc.: 66.31%, KL Divergence: 0.198543] [G loss: 0.924297, KL Divergence: 0.924295, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7423 [D loss: 0.858857, acc.: 66.03%, KL Divergence: 0.198546] [G loss: 0.889931, KL Divergence: 0.889929, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7424 [D loss: 0.827200, acc.: 62.87%, KL Divergence: 0.198547] [G loss: 1.016429, KL Divergence: 1.016426, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7425 [D loss: 0.853458, acc.: 65.49%, KL Divergence: 0.198545] [G loss: 0.913306, KL Divergence: 0.913304, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7426 [D loss: 0.854676, acc.: 65.61%, KL Divergence: 0.198544] [G loss: 0.888178, KL Divergence: 0.888176, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
7427 [D loss: 0.843005, acc.: 64.45%, KL Divergence: 0.198542] [G loss: 0.941566, KL Divergence: 0.941563, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
7428 [D loss: 0.843508, acc.: 64.50%, KL Divergence: 0.198542] [G loss: 0.891042, KL Divergence: 0.891039, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7429 [D loss: 0.844566, acc.: 64.60%, KL Divergence: 0.198544] [G loss: 0.929810, KL Divergence: 0.929808, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7430 [D loss: 0.852822, acc.: 65.43%, KL Divergence: 0.198543] [G loss: 0.925542, KL Divergence: 0.925540, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7431 [D loss: 0.839533, acc.: 64.10%, KL Divergence: 0.198548] [G loss: 0.956401, KL Divergence: 0.956399, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7432 [D loss: 0.847264, acc.: 64.87%, KL Divergence: 0.198543] [G loss: 0.865461, KL Divergence: 0.865459, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7433 [D loss: 0.843216, acc.: 64.47%, KL Divergence: 0.198552] [G loss: 0.919040, KL Divergence: 0.919037, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7434 [D loss: 0.847781, acc.: 64.92%, KL Divergence: 0.198552] [G loss: 0.905181, KL Divergence: 0.905178, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7435 [D loss: 0.848593, acc.: 65.00%, KL Divergence: 0.198545] [G loss: 0.914412, KL Divergence: 0.914409, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7436 [D loss: 0.853713, acc.: 65.52%, KL Divergence: 0.198550] [G loss: 1.021304, KL Divergence: 1.021302, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7437 [D loss: 0.826894, acc.: 62.83%, KL Divergence: 0.198554] [G loss: 0.995997, KL Divergence: 0.995995, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7438 [D loss: 0.861572, acc.: 66.30%, KL Divergence: 0.198547] [G loss: 0.950068, KL Divergence: 0.950065, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7439 [D loss: 0.840529, acc.: 64.20%, KL Divergence: 0.198554] [G loss: 0.945318, KL Divergence: 0.945315, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7440 [D loss: 0.847352, acc.: 64.88%, KL Divergence: 0.198548] [G loss: 1.015672, KL Divergence: 1.015669, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7441 [D loss: 0.852563, acc.: 65.40%, KL Divergence: 0.198545] [G loss: 0.951310, KL Divergence: 0.951308, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7442 [D loss: 0.864801, acc.: 66.63%, KL Divergence: 0.198541] [G loss: 0.905239, KL Divergence: 0.905237, FID: 40.068606]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7443 [D loss: 0.847311, acc.: 64.88%, KL Divergence: 0.198540] [G loss: 0.936219, KL Divergence: 0.936217, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7444 [D loss: 0.835304, acc.: 63.68%, KL Divergence: 0.198541] [G loss: 0.998166, KL Divergence: 0.998163, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7445 [D loss: 0.862377, acc.: 66.38%, KL Divergence: 0.198541] [G loss: 0.904387, KL Divergence: 0.904384, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7446 [D loss: 0.820728, acc.: 62.22%, KL Divergence: 0.198543] [G loss: 1.053336, KL Divergence: 1.053333, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7447 [D loss: 0.846576, acc.: 64.80%, KL Divergence: 0.198541] [G loss: 0.885259, KL Divergence: 0.885257, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7448 [D loss: 0.842072, acc.: 64.35%, KL Divergence: 0.198544] [G loss: 0.996994, KL Divergence: 0.996991, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
7449 [D loss: 0.840467, acc.: 64.19%, KL Divergence: 0.198547] [G loss: 0.890513, KL Divergence: 0.890511, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7450 [D loss: 0.842354, acc.: 64.38%, KL Divergence: 0.198547] [G loss: 0.926798, KL Divergence: 0.926795, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7451 [D loss: 0.856808, acc.: 65.83%, KL Divergence: 0.198542] [G loss: 0.854118, KL Divergence: 0.854116, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7452 [D loss: 0.849036, acc.: 65.05%, KL Divergence: 0.198546] [G loss: 0.954025, KL Divergence: 0.954023, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7453 [D loss: 0.842451, acc.: 64.39%, KL Divergence: 0.198544] [G loss: 0.937613, KL Divergence: 0.937610, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7454 [D loss: 0.856393, acc.: 65.78%, KL Divergence: 0.198544] [G loss: 0.918121, KL Divergence: 0.918119, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7455 [D loss: 0.825957, acc.: 62.74%, KL Divergence: 0.198563] [G loss: 0.998831, KL Divergence: 0.998828, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7456 [D loss: 0.830525, acc.: 63.20%, KL Divergence: 0.198558] [G loss: 1.002649, KL Divergence: 1.002646, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7457 [D loss: 0.852733, acc.: 65.42%, KL Divergence: 0.198546] [G loss: 0.901952, KL Divergence: 0.901950, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7458 [D loss: 0.841366, acc.: 64.28%, KL Divergence: 0.198545] [G loss: 0.937344, KL Divergence: 0.937342, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7459 [D loss: 0.877575, acc.: 67.90%, KL Divergence: 0.198542] [G loss: 0.852437, KL Divergence: 0.852435, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7460 [D loss: 0.842312, acc.: 64.38%, KL Divergence: 0.198543] [G loss: 0.987379, KL Divergence: 0.987376, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7461 [D loss: 0.845409, acc.: 64.69%, KL Divergence: 0.198541] [G loss: 0.996360, KL Divergence: 0.996358, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7462 [D loss: 0.843928, acc.: 64.54%, KL Divergence: 0.198541] [G loss: 0.929031, KL Divergence: 0.929029, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7463 [D loss: 0.840877, acc.: 64.23%, KL Divergence: 0.198546] [G loss: 0.888699, KL Divergence: 0.888696, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7464 [D loss: 0.846052, acc.: 64.75%, KL Divergence: 0.198551] [G loss: 0.943772, KL Divergence: 0.943770, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7465 [D loss: 0.859216, acc.: 66.07%, KL Divergence: 0.198542] [G loss: 0.895295, KL Divergence: 0.895293, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7466 [D loss: 0.857868, acc.: 65.93%, KL Divergence: 0.198545] [G loss: 0.922917, KL Divergence: 0.922914, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7467 [D loss: 0.829882, acc.: 63.13%, KL Divergence: 0.198551] [G loss: 1.040788, KL Divergence: 1.040786, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7468 [D loss: 0.845897, acc.: 64.73%, KL Divergence: 0.198547] [G loss: 0.992179, KL Divergence: 0.992176, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7469 [D loss: 0.829370, acc.: 63.08%, KL Divergence: 0.198547] [G loss: 0.950854, KL Divergence: 0.950851, FID: 40.068606]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7470 [D loss: 0.853270, acc.: 65.47%, KL Divergence: 0.198548] [G loss: 0.906806, KL Divergence: 0.906803, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7471 [D loss: 0.845822, acc.: 64.73%, KL Divergence: 0.198543] [G loss: 0.890249, KL Divergence: 0.890246, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7472 [D loss: 0.837155, acc.: 63.86%, KL Divergence: 0.198542] [G loss: 1.005027, KL Divergence: 1.005025, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7473 [D loss: 0.859422, acc.: 66.09%, KL Divergence: 0.198540] [G loss: 0.846196, KL Divergence: 0.846194, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7474 [D loss: 0.844465, acc.: 64.59%, KL Divergence: 0.198545] [G loss: 0.967244, KL Divergence: 0.967242, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7475 [D loss: 0.834753, acc.: 63.62%, KL Divergence: 0.198547] [G loss: 1.006403, KL Divergence: 1.006401, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7476 [D loss: 0.858487, acc.: 65.99%, KL Divergence: 0.198549] [G loss: 0.964841, KL Divergence: 0.964838, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7477 [D loss: 0.856231, acc.: 65.77%, KL Divergence: 0.198557] [G loss: 0.914959, KL Divergence: 0.914956, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7478 [D loss: 0.837531, acc.: 63.90%, KL Divergence: 0.198560] [G loss: 0.975127, KL Divergence: 0.975124, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7479 [D loss: 0.841826, acc.: 64.33%, KL Divergence: 0.198551] [G loss: 0.984189, KL Divergence: 0.984186, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7480 [D loss: 0.861913, acc.: 66.33%, KL Divergence: 0.198589] [G loss: 0.921134, KL Divergence: 0.921131, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
7481 [D loss: 0.830459, acc.: 63.19%, KL Divergence: 0.198577] [G loss: 0.977611, KL Divergence: 0.977607, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7482 [D loss: 0.838134, acc.: 63.96%, KL Divergence: 0.198560] [G loss: 1.052966, KL Divergence: 1.052964, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7483 [D loss: 0.818443, acc.: 61.99%, KL Divergence: 0.198576] [G loss: 1.110799, KL Divergence: 1.110796, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7484 [D loss: 0.832139, acc.: 63.36%, KL Divergence: 0.198556] [G loss: 0.907213, KL Divergence: 0.907209, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7485 [D loss: 0.840719, acc.: 64.22%, KL Divergence: 0.198565] [G loss: 0.928592, KL Divergence: 0.928589, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7486 [D loss: 0.881436, acc.: 68.29%, KL Divergence: 0.198554] [G loss: 0.887687, KL Divergence: 0.887684, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7487 [D loss: 0.844223, acc.: 64.57%, KL Divergence: 0.198555] [G loss: 1.017080, KL Divergence: 1.017077, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7488 [D loss: 0.844168, acc.: 64.56%, KL Divergence: 0.198553] [G loss: 0.969270, KL Divergence: 0.969267, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7489 [D loss: 0.840241, acc.: 64.17%, KL Divergence: 0.198569] [G loss: 1.002241, KL Divergence: 1.002238, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7490 [D loss: 0.826880, acc.: 62.83%, KL Divergence: 0.198580] [G loss: 0.925500, KL Divergence: 0.925497, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7491 [D loss: 0.838355, acc.: 63.98%, KL Divergence: 0.198584] [G loss: 0.860593, KL Divergence: 0.860590, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7492 [D loss: 0.830759, acc.: 63.21%, KL Divergence: 0.198644] [G loss: 0.946891, KL Divergence: 0.946887, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7493 [D loss: 0.837401, acc.: 63.88%, KL Divergence: 0.198588] [G loss: 0.927725, KL Divergence: 0.927721, FID: 40.068606]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7494 [D loss: 0.852382, acc.: 65.38%, KL Divergence: 0.198563] [G loss: 0.855334, KL Divergence: 0.855331, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
7495 [D loss: 0.845098, acc.: 64.65%, KL Divergence: 0.198595] [G loss: 0.934412, KL Divergence: 0.934408, FID: 40.068606]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7496 [D loss: 0.842572, acc.: 64.39%, KL Divergence: 0.198641] [G loss: 1.021790, KL Divergence: 1.021785, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7497 [D loss: 0.850991, acc.: 65.24%, KL Divergence: 0.198617] [G loss: 1.000954, KL Divergence: 1.000949, FID: 40.068606]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7498 [D loss: 0.839995, acc.: 64.14%, KL Divergence: 0.198632] [G loss: 1.007672, KL Divergence: 1.007668, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7499 [D loss: 0.856183, acc.: 65.76%, KL Divergence: 0.198574] [G loss: 0.918026, KL Divergence: 0.918023, FID: 40.068606]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 2s 121ms/step
4/4 [==============================] - 3s 85ms/step
7500 [D loss: 0.843813, acc.: 64.52%, KL Divergence: 0.198605] [G loss: 0.987544, KL Divergence: 0.987540, FID: 40.116837]
1/1 [==============================] - 0s 39ms/step
4/4 [==============================] - 0s 82ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7501 [D loss: 0.831568, acc.: 63.30%, KL Divergence: 0.198581] [G loss: 0.899682, KL Divergence: 0.899679, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7502 [D loss: 0.842755, acc.: 64.42%, KL Divergence: 0.198560] [G loss: 0.899915, KL Divergence: 0.899913, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7503 [D loss: 0.841293, acc.: 64.27%, KL Divergence: 0.198546] [G loss: 0.911905, KL Divergence: 0.911903, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7504 [D loss: 0.846500, acc.: 64.80%, KL Divergence: 0.198547] [G loss: 0.970601, KL Divergence: 0.970598, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7505 [D loss: 0.854810, acc.: 65.63%, KL Divergence: 0.198550] [G loss: 0.977497, KL Divergence: 0.977494, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
7506 [D loss: 0.852245, acc.: 65.37%, KL Divergence: 0.198546] [G loss: 1.016949, KL Divergence: 1.016946, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7507 [D loss: 0.853106, acc.: 65.46%, KL Divergence: 0.198547] [G loss: 0.900663, KL Divergence: 0.900661, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
7508 [D loss: 0.835018, acc.: 63.65%, KL Divergence: 0.198558] [G loss: 0.972885, KL Divergence: 0.972883, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7509 [D loss: 0.845492, acc.: 64.69%, KL Divergence: 0.198556] [G loss: 0.981958, KL Divergence: 0.981955, FID: 40.116837]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7510 [D loss: 0.845437, acc.: 64.69%, KL Divergence: 0.198543] [G loss: 0.933581, KL Divergence: 0.933579, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7511 [D loss: 0.847532, acc.: 64.90%, KL Divergence: 0.198546] [G loss: 0.948003, KL Divergence: 0.948000, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7512 [D loss: 0.853434, acc.: 65.49%, KL Divergence: 0.198542] [G loss: 0.862215, KL Divergence: 0.862213, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 6ms/step
7513 [D loss: 0.854661, acc.: 65.61%, KL Divergence: 0.198540] [G loss: 0.895014, KL Divergence: 0.895012, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7514 [D loss: 0.824048, acc.: 62.55%, KL Divergence: 0.198542] [G loss: 1.027677, KL Divergence: 1.027674, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7515 [D loss: 0.842019, acc.: 64.35%, KL Divergence: 0.198542] [G loss: 0.970538, KL Divergence: 0.970536, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7516 [D loss: 0.844291, acc.: 64.57%, KL Divergence: 0.198541] [G loss: 0.949782, KL Divergence: 0.949780, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7517 [D loss: 0.829805, acc.: 63.13%, KL Divergence: 0.198544] [G loss: 1.027193, KL Divergence: 1.027190, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7518 [D loss: 0.845527, acc.: 64.70%, KL Divergence: 0.198544] [G loss: 0.938406, KL Divergence: 0.938404, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7519 [D loss: 0.855824, acc.: 65.73%, KL Divergence: 0.198547] [G loss: 0.911367, KL Divergence: 0.911364, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7520 [D loss: 0.848570, acc.: 65.00%, KL Divergence: 0.198541] [G loss: 0.934344, KL Divergence: 0.934341, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7521 [D loss: 0.844042, acc.: 64.55%, KL Divergence: 0.198539] [G loss: 0.947083, KL Divergence: 0.947081, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7522 [D loss: 0.855820, acc.: 65.73%, KL Divergence: 0.198543] [G loss: 0.894557, KL Divergence: 0.894555, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7523 [D loss: 0.842891, acc.: 64.43%, KL Divergence: 0.198547] [G loss: 1.000084, KL Divergence: 1.000082, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7524 [D loss: 0.842664, acc.: 64.41%, KL Divergence: 0.198542] [G loss: 0.983438, KL Divergence: 0.983436, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7525 [D loss: 0.827357, acc.: 62.88%, KL Divergence: 0.198543] [G loss: 0.969803, KL Divergence: 0.969801, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7526 [D loss: 0.819609, acc.: 62.11%, KL Divergence: 0.198545] [G loss: 0.989524, KL Divergence: 0.989522, FID: 40.116837]
4/4 [==============================] - 0s 10ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7527 [D loss: 0.838732, acc.: 64.02%, KL Divergence: 0.198547] [G loss: 0.939787, KL Divergence: 0.939785, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7528 [D loss: 0.855357, acc.: 65.68%, KL Divergence: 0.198547] [G loss: 0.901262, KL Divergence: 0.901260, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7529 [D loss: 0.853034, acc.: 65.45%, KL Divergence: 0.198542] [G loss: 0.926809, KL Divergence: 0.926807, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7530 [D loss: 0.846560, acc.: 64.80%, KL Divergence: 0.198545] [G loss: 0.963571, KL Divergence: 0.963569, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7531 [D loss: 0.831804, acc.: 63.33%, KL Divergence: 0.198547] [G loss: 0.995316, KL Divergence: 0.995313, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7532 [D loss: 0.828133, acc.: 62.96%, KL Divergence: 0.198556] [G loss: 0.997444, KL Divergence: 0.997441, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7533 [D loss: 0.836054, acc.: 63.75%, KL Divergence: 0.198549] [G loss: 0.962381, KL Divergence: 0.962378, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7534 [D loss: 0.846813, acc.: 64.83%, KL Divergence: 0.198545] [G loss: 0.896461, KL Divergence: 0.896459, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7535 [D loss: 0.859512, acc.: 66.10%, KL Divergence: 0.198539] [G loss: 0.885723, KL Divergence: 0.885720, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7536 [D loss: 0.825873, acc.: 62.73%, KL Divergence: 0.198542] [G loss: 1.014036, KL Divergence: 1.014034, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7537 [D loss: 0.845183, acc.: 64.66%, KL Divergence: 0.198540] [G loss: 0.948769, KL Divergence: 0.948767, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
7538 [D loss: 0.854088, acc.: 65.55%, KL Divergence: 0.198539] [G loss: 0.891727, KL Divergence: 0.891725, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7539 [D loss: 0.849371, acc.: 65.08%, KL Divergence: 0.198543] [G loss: 1.002340, KL Divergence: 1.002337, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7540 [D loss: 0.852851, acc.: 65.43%, KL Divergence: 0.198563] [G loss: 0.979900, KL Divergence: 0.979897, FID: 40.116837]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7541 [D loss: 0.865304, acc.: 66.67%, KL Divergence: 0.198562] [G loss: 0.910821, KL Divergence: 0.910818, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7542 [D loss: 0.842241, acc.: 64.37%, KL Divergence: 0.198544] [G loss: 0.989477, KL Divergence: 0.989474, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7543 [D loss: 0.850079, acc.: 65.15%, KL Divergence: 0.198568] [G loss: 0.960280, KL Divergence: 0.960277, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7544 [D loss: 0.822965, acc.: 62.44%, KL Divergence: 0.198564] [G loss: 0.994316, KL Divergence: 0.994313, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7545 [D loss: 0.816975, acc.: 61.84%, KL Divergence: 0.198554] [G loss: 0.934490, KL Divergence: 0.934488, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7546 [D loss: 0.829976, acc.: 63.14%, KL Divergence: 0.198550] [G loss: 1.038814, KL Divergence: 1.038812, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7547 [D loss: 0.853281, acc.: 65.47%, KL Divergence: 0.198543] [G loss: 0.873570, KL Divergence: 0.873567, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7548 [D loss: 0.849260, acc.: 65.07%, KL Divergence: 0.198542] [G loss: 0.907887, KL Divergence: 0.907885, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7549 [D loss: 0.849203, acc.: 65.07%, KL Divergence: 0.198540] [G loss: 0.951557, KL Divergence: 0.951554, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7550 [D loss: 0.854249, acc.: 65.57%, KL Divergence: 0.198555] [G loss: 0.927189, KL Divergence: 0.927186, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7551 [D loss: 0.849086, acc.: 65.05%, KL Divergence: 0.198575] [G loss: 0.945297, KL Divergence: 0.945294, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7552 [D loss: 0.842882, acc.: 64.43%, KL Divergence: 0.198600] [G loss: 0.950388, KL Divergence: 0.950385, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7553 [D loss: 0.848625, acc.: 65.01%, KL Divergence: 0.198548] [G loss: 0.923567, KL Divergence: 0.923564, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7554 [D loss: 0.851607, acc.: 65.30%, KL Divergence: 0.198574] [G loss: 0.963525, KL Divergence: 0.963523, FID: 40.116837]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7555 [D loss: 0.841471, acc.: 64.29%, KL Divergence: 0.198563] [G loss: 0.941645, KL Divergence: 0.941642, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7556 [D loss: 0.829705, acc.: 63.12%, KL Divergence: 0.198549] [G loss: 1.001396, KL Divergence: 1.001394, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7557 [D loss: 0.823431, acc.: 62.49%, KL Divergence: 0.198572] [G loss: 0.962651, KL Divergence: 0.962647, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7558 [D loss: 0.856252, acc.: 65.77%, KL Divergence: 0.198544] [G loss: 0.848951, KL Divergence: 0.848949, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7559 [D loss: 0.871099, acc.: 67.26%, KL Divergence: 0.198543] [G loss: 0.849248, KL Divergence: 0.849246, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7560 [D loss: 0.847348, acc.: 64.88%, KL Divergence: 0.198544] [G loss: 0.956837, KL Divergence: 0.956835, FID: 40.116837]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7561 [D loss: 0.854394, acc.: 65.59%, KL Divergence: 0.198541] [G loss: 0.989436, KL Divergence: 0.989433, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7562 [D loss: 0.858114, acc.: 65.96%, KL Divergence: 0.198541] [G loss: 0.958522, KL Divergence: 0.958520, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7563 [D loss: 0.837725, acc.: 63.92%, KL Divergence: 0.198543] [G loss: 0.986800, KL Divergence: 0.986798, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7564 [D loss: 0.844273, acc.: 64.57%, KL Divergence: 0.198548] [G loss: 0.989901, KL Divergence: 0.989898, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7565 [D loss: 0.876204, acc.: 67.77%, KL Divergence: 0.198541] [G loss: 0.946985, KL Divergence: 0.946983, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7566 [D loss: 0.832632, acc.: 63.41%, KL Divergence: 0.198536] [G loss: 0.970664, KL Divergence: 0.970662, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7567 [D loss: 0.823105, acc.: 62.46%, KL Divergence: 0.198538] [G loss: 1.017973, KL Divergence: 1.017971, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7568 [D loss: 0.822347, acc.: 62.38%, KL Divergence: 0.198537] [G loss: 0.951121, KL Divergence: 0.951119, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 8ms/step
7569 [D loss: 0.840295, acc.: 64.18%, KL Divergence: 0.198539] [G loss: 0.972983, KL Divergence: 0.972981, FID: 40.116837]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
7570 [D loss: 0.865757, acc.: 66.72%, KL Divergence: 0.198540] [G loss: 0.836814, KL Divergence: 0.836812, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
7571 [D loss: 0.871395, acc.: 67.29%, KL Divergence: 0.198541] [G loss: 0.911673, KL Divergence: 0.911670, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7572 [D loss: 0.843656, acc.: 64.51%, KL Divergence: 0.198541] [G loss: 0.983252, KL Divergence: 0.983250, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
7573 [D loss: 0.832870, acc.: 63.43%, KL Divergence: 0.198538] [G loss: 1.003864, KL Divergence: 1.003862, FID: 40.116837]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
7574 [D loss: 0.829063, acc.: 63.05%, KL Divergence: 0.198538] [G loss: 0.920919, KL Divergence: 0.920917, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7575 [D loss: 0.818755, acc.: 62.02%, KL Divergence: 0.198543] [G loss: 1.008224, KL Divergence: 1.008222, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7576 [D loss: 0.855286, acc.: 65.67%, KL Divergence: 0.198548] [G loss: 0.881500, KL Divergence: 0.881497, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7577 [D loss: 0.866103, acc.: 66.76%, KL Divergence: 0.198542] [G loss: 0.865893, KL Divergence: 0.865891, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
7578 [D loss: 0.841814, acc.: 64.33%, KL Divergence: 0.198540] [G loss: 0.993779, KL Divergence: 0.993777, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7579 [D loss: 0.825803, acc.: 62.73%, KL Divergence: 0.198541] [G loss: 1.034315, KL Divergence: 1.034313, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
7580 [D loss: 0.829794, acc.: 63.13%, KL Divergence: 0.198542] [G loss: 0.968838, KL Divergence: 0.968836, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7581 [D loss: 0.838802, acc.: 64.03%, KL Divergence: 0.198550] [G loss: 0.957364, KL Divergence: 0.957362, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7582 [D loss: 0.850046, acc.: 65.15%, KL Divergence: 0.198545] [G loss: 0.881992, KL Divergence: 0.881990, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7583 [D loss: 0.879116, acc.: 68.06%, KL Divergence: 0.198545] [G loss: 0.878358, KL Divergence: 0.878356, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7584 [D loss: 0.855738, acc.: 65.72%, KL Divergence: 0.198540] [G loss: 1.031860, KL Divergence: 1.031857, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7585 [D loss: 0.837909, acc.: 63.94%, KL Divergence: 0.198543] [G loss: 1.015845, KL Divergence: 1.015843, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
7586 [D loss: 0.813421, acc.: 61.48%, KL Divergence: 0.198573] [G loss: 1.047474, KL Divergence: 1.047471, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7587 [D loss: 0.823891, acc.: 62.53%, KL Divergence: 0.198547] [G loss: 0.957944, KL Divergence: 0.957942, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7588 [D loss: 0.835966, acc.: 63.74%, KL Divergence: 0.198555] [G loss: 1.025444, KL Divergence: 1.025441, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
7589 [D loss: 0.839225, acc.: 64.07%, KL Divergence: 0.198548] [G loss: 0.884358, KL Divergence: 0.884356, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7590 [D loss: 0.849592, acc.: 65.10%, KL Divergence: 0.198548] [G loss: 0.964052, KL Divergence: 0.964049, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7591 [D loss: 0.849955, acc.: 65.14%, KL Divergence: 0.198550] [G loss: 0.954638, KL Divergence: 0.954636, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7592 [D loss: 0.834208, acc.: 63.57%, KL Divergence: 0.198552] [G loss: 0.991451, KL Divergence: 0.991448, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7593 [D loss: 0.809847, acc.: 61.13%, KL Divergence: 0.198559] [G loss: 1.048281, KL Divergence: 1.048278, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7594 [D loss: 0.846882, acc.: 64.83%, KL Divergence: 0.198551] [G loss: 0.950116, KL Divergence: 0.950114, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7595 [D loss: 0.851487, acc.: 65.29%, KL Divergence: 0.198570] [G loss: 0.907105, KL Divergence: 0.907102, FID: 40.116837]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7596 [D loss: 0.843750, acc.: 64.52%, KL Divergence: 0.198553] [G loss: 0.899125, KL Divergence: 0.899123, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7597 [D loss: 0.840712, acc.: 64.22%, KL Divergence: 0.198540] [G loss: 0.949077, KL Divergence: 0.949075, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7598 [D loss: 0.837537, acc.: 63.90%, KL Divergence: 0.198541] [G loss: 0.978210, KL Divergence: 0.978208, FID: 40.116837]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7599 [D loss: 0.834498, acc.: 63.60%, KL Divergence: 0.198544] [G loss: 0.888716, KL Divergence: 0.888713, FID: 40.116837]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 1s 75ms/step
4/4 [==============================] - 1s 87ms/step
7600 [D loss: 0.859152, acc.: 66.06%, KL Divergence: 0.198544] [G loss: 0.961832, KL Divergence: 0.961829, FID: 36.611832]
1/1 [==============================] - 0s 35ms/step
4/4 [==============================] - 0s 81ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7601 [D loss: 0.851311, acc.: 65.28%, KL Divergence: 0.198546] [G loss: 0.982846, KL Divergence: 0.982844, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7602 [D loss: 0.838100, acc.: 63.96%, KL Divergence: 0.198539] [G loss: 1.027663, KL Divergence: 1.027661, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7603 [D loss: 0.845262, acc.: 64.67%, KL Divergence: 0.198543] [G loss: 0.926449, KL Divergence: 0.926447, FID: 36.611832]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7604 [D loss: 0.840142, acc.: 64.16%, KL Divergence: 0.198575] [G loss: 0.965300, KL Divergence: 0.965297, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7605 [D loss: 0.864740, acc.: 66.62%, KL Divergence: 0.198555] [G loss: 0.899156, KL Divergence: 0.899154, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7606 [D loss: 0.852312, acc.: 65.38%, KL Divergence: 0.198547] [G loss: 0.924422, KL Divergence: 0.924420, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7607 [D loss: 0.844719, acc.: 64.62%, KL Divergence: 0.198544] [G loss: 0.961830, KL Divergence: 0.961828, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7608 [D loss: 0.857797, acc.: 65.93%, KL Divergence: 0.198540] [G loss: 0.912455, KL Divergence: 0.912453, FID: 36.611832]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7609 [D loss: 0.842285, acc.: 64.37%, KL Divergence: 0.198539] [G loss: 0.972924, KL Divergence: 0.972922, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7610 [D loss: 0.851646, acc.: 65.31%, KL Divergence: 0.198540] [G loss: 0.928367, KL Divergence: 0.928365, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7611 [D loss: 0.821615, acc.: 62.31%, KL Divergence: 0.198550] [G loss: 1.053093, KL Divergence: 1.053091, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7612 [D loss: 0.832782, acc.: 63.42%, KL Divergence: 0.198553] [G loss: 1.013601, KL Divergence: 1.013598, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
7613 [D loss: 0.840820, acc.: 64.23%, KL Divergence: 0.198546] [G loss: 0.974281, KL Divergence: 0.974279, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
7614 [D loss: 0.852039, acc.: 65.35%, KL Divergence: 0.198557] [G loss: 0.909122, KL Divergence: 0.909120, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7615 [D loss: 0.831449, acc.: 63.29%, KL Divergence: 0.198560] [G loss: 0.942747, KL Divergence: 0.942745, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7616 [D loss: 0.856939, acc.: 65.84%, KL Divergence: 0.198538] [G loss: 0.879365, KL Divergence: 0.879363, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7617 [D loss: 0.846695, acc.: 64.82%, KL Divergence: 0.198537] [G loss: 0.863555, KL Divergence: 0.863553, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7618 [D loss: 0.866002, acc.: 66.75%, KL Divergence: 0.198537] [G loss: 0.903521, KL Divergence: 0.903519, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7619 [D loss: 0.846654, acc.: 64.81%, KL Divergence: 0.198538] [G loss: 0.994863, KL Divergence: 0.994861, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7620 [D loss: 0.841559, acc.: 64.30%, KL Divergence: 0.198537] [G loss: 0.955937, KL Divergence: 0.955935, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7621 [D loss: 0.846393, acc.: 64.79%, KL Divergence: 0.198539] [G loss: 0.971444, KL Divergence: 0.971442, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 10ms/step
7622 [D loss: 0.823045, acc.: 62.45%, KL Divergence: 0.198542] [G loss: 1.026947, KL Divergence: 1.026945, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7623 [D loss: 0.841733, acc.: 64.32%, KL Divergence: 0.198540] [G loss: 0.945755, KL Divergence: 0.945753, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7624 [D loss: 0.831577, acc.: 63.30%, KL Divergence: 0.198544] [G loss: 1.027120, KL Divergence: 1.027117, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7625 [D loss: 0.853801, acc.: 65.53%, KL Divergence: 0.198544] [G loss: 0.867566, KL Divergence: 0.867564, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
7626 [D loss: 0.848063, acc.: 64.95%, KL Divergence: 0.198538] [G loss: 0.889464, KL Divergence: 0.889462, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7627 [D loss: 0.854008, acc.: 65.55%, KL Divergence: 0.198539] [G loss: 0.921522, KL Divergence: 0.921521, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7628 [D loss: 0.841598, acc.: 64.31%, KL Divergence: 0.198539] [G loss: 0.929401, KL Divergence: 0.929399, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7629 [D loss: 0.825058, acc.: 62.65%, KL Divergence: 0.198541] [G loss: 1.062237, KL Divergence: 1.062234, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7630 [D loss: 0.826712, acc.: 62.82%, KL Divergence: 0.198546] [G loss: 0.988824, KL Divergence: 0.988821, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7631 [D loss: 0.852408, acc.: 65.39%, KL Divergence: 0.198540] [G loss: 0.866467, KL Divergence: 0.866465, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7632 [D loss: 0.849580, acc.: 65.10%, KL Divergence: 0.198542] [G loss: 0.862641, KL Divergence: 0.862638, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7633 [D loss: 0.853210, acc.: 65.46%, KL Divergence: 0.198563] [G loss: 0.983554, KL Divergence: 0.983551, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7634 [D loss: 0.856665, acc.: 65.81%, KL Divergence: 0.198559] [G loss: 0.935977, KL Divergence: 0.935974, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7635 [D loss: 0.863286, acc.: 66.47%, KL Divergence: 0.198546] [G loss: 0.931892, KL Divergence: 0.931890, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7636 [D loss: 0.840936, acc.: 64.24%, KL Divergence: 0.198542] [G loss: 0.960441, KL Divergence: 0.960439, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7637 [D loss: 0.842531, acc.: 64.40%, KL Divergence: 0.198553] [G loss: 0.969423, KL Divergence: 0.969421, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7638 [D loss: 0.854891, acc.: 65.63%, KL Divergence: 0.198567] [G loss: 0.905397, KL Divergence: 0.905395, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7639 [D loss: 0.850339, acc.: 65.18%, KL Divergence: 0.198541] [G loss: 0.863915, KL Divergence: 0.863913, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7640 [D loss: 0.836913, acc.: 63.84%, KL Divergence: 0.198556] [G loss: 0.948801, KL Divergence: 0.948798, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7641 [D loss: 0.828996, acc.: 63.04%, KL Divergence: 0.198560] [G loss: 0.939200, KL Divergence: 0.939198, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7642 [D loss: 0.847980, acc.: 64.94%, KL Divergence: 0.198540] [G loss: 0.902414, KL Divergence: 0.902412, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7643 [D loss: 0.845097, acc.: 64.66%, KL Divergence: 0.198540] [G loss: 0.934029, KL Divergence: 0.934027, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7644 [D loss: 0.878534, acc.: 68.00%, KL Divergence: 0.198540] [G loss: 0.915182, KL Divergence: 0.915180, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7645 [D loss: 0.844513, acc.: 64.60%, KL Divergence: 0.198547] [G loss: 1.011428, KL Divergence: 1.011426, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7646 [D loss: 0.848644, acc.: 65.01%, KL Divergence: 0.198539] [G loss: 0.954941, KL Divergence: 0.954939, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7647 [D loss: 0.828407, acc.: 62.99%, KL Divergence: 0.198542] [G loss: 1.009860, KL Divergence: 1.009858, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7648 [D loss: 0.836260, acc.: 63.77%, KL Divergence: 0.198546] [G loss: 0.907954, KL Divergence: 0.907952, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7649 [D loss: 0.838854, acc.: 64.03%, KL Divergence: 0.198545] [G loss: 0.966587, KL Divergence: 0.966585, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7650 [D loss: 0.851763, acc.: 65.32%, KL Divergence: 0.198539] [G loss: 0.902122, KL Divergence: 0.902120, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7651 [D loss: 0.843705, acc.: 64.52%, KL Divergence: 0.198545] [G loss: 0.914631, KL Divergence: 0.914629, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7652 [D loss: 0.841079, acc.: 64.25%, KL Divergence: 0.198544] [G loss: 0.994643, KL Divergence: 0.994641, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7653 [D loss: 0.823336, acc.: 62.48%, KL Divergence: 0.198541] [G loss: 1.054382, KL Divergence: 1.054380, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
7654 [D loss: 0.865370, acc.: 66.68%, KL Divergence: 0.198537] [G loss: 0.922029, KL Divergence: 0.922027, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7655 [D loss: 0.844990, acc.: 64.65%, KL Divergence: 0.198539] [G loss: 1.022576, KL Divergence: 1.022574, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7656 [D loss: 0.827834, acc.: 62.93%, KL Divergence: 0.198539] [G loss: 0.938012, KL Divergence: 0.938010, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7657 [D loss: 0.843274, acc.: 64.47%, KL Divergence: 0.198537] [G loss: 0.901474, KL Divergence: 0.901472, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7658 [D loss: 0.848559, acc.: 65.00%, KL Divergence: 0.198537] [G loss: 0.869978, KL Divergence: 0.869977, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
7659 [D loss: 0.848369, acc.: 64.98%, KL Divergence: 0.198537] [G loss: 0.958600, KL Divergence: 0.958598, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7660 [D loss: 0.848928, acc.: 65.04%, KL Divergence: 0.198540] [G loss: 0.903953, KL Divergence: 0.903951, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7661 [D loss: 0.833464, acc.: 63.49%, KL Divergence: 0.198541] [G loss: 0.971311, KL Divergence: 0.971309, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7662 [D loss: 0.819438, acc.: 62.09%, KL Divergence: 0.198543] [G loss: 1.010630, KL Divergence: 1.010628, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7663 [D loss: 0.821089, acc.: 62.26%, KL Divergence: 0.198539] [G loss: 0.968194, KL Divergence: 0.968192, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7664 [D loss: 0.838329, acc.: 63.98%, KL Divergence: 0.198540] [G loss: 0.876797, KL Divergence: 0.876795, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7665 [D loss: 0.869373, acc.: 67.08%, KL Divergence: 0.198540] [G loss: 0.953525, KL Divergence: 0.953523, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
7666 [D loss: 0.853044, acc.: 65.45%, KL Divergence: 0.198539] [G loss: 0.909855, KL Divergence: 0.909853, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7667 [D loss: 0.875553, acc.: 67.70%, KL Divergence: 0.198538] [G loss: 0.941096, KL Divergence: 0.941094, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7668 [D loss: 0.858420, acc.: 65.99%, KL Divergence: 0.198540] [G loss: 1.075904, KL Divergence: 1.075901, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7669 [D loss: 0.834827, acc.: 63.63%, KL Divergence: 0.198548] [G loss: 0.977194, KL Divergence: 0.977191, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7670 [D loss: 0.833570, acc.: 63.50%, KL Divergence: 0.198541] [G loss: 0.964863, KL Divergence: 0.964861, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7671 [D loss: 0.839931, acc.: 64.14%, KL Divergence: 0.198536] [G loss: 0.956669, KL Divergence: 0.956667, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7672 [D loss: 0.852897, acc.: 65.44%, KL Divergence: 0.198539] [G loss: 0.888468, KL Divergence: 0.888467, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7673 [D loss: 0.846890, acc.: 64.84%, KL Divergence: 0.198537] [G loss: 0.886825, KL Divergence: 0.886823, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7674 [D loss: 0.827587, acc.: 62.90%, KL Divergence: 0.198537] [G loss: 0.923089, KL Divergence: 0.923087, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7675 [D loss: 0.845404, acc.: 64.69%, KL Divergence: 0.198535] [G loss: 0.926980, KL Divergence: 0.926979, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7676 [D loss: 0.835726, acc.: 63.72%, KL Divergence: 0.198535] [G loss: 0.932605, KL Divergence: 0.932604, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7677 [D loss: 0.857840, acc.: 65.93%, KL Divergence: 0.198535] [G loss: 0.898806, KL Divergence: 0.898804, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7678 [D loss: 0.870740, acc.: 67.22%, KL Divergence: 0.198535] [G loss: 0.869250, KL Divergence: 0.869248, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7679 [D loss: 0.855185, acc.: 65.66%, KL Divergence: 0.198537] [G loss: 0.936470, KL Divergence: 0.936468, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7680 [D loss: 0.835445, acc.: 63.69%, KL Divergence: 0.198539] [G loss: 0.997397, KL Divergence: 0.997396, FID: 36.611832]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7681 [D loss: 0.823014, acc.: 62.45%, KL Divergence: 0.198550] [G loss: 1.030754, KL Divergence: 1.030752, FID: 36.611832]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7682 [D loss: 0.822244, acc.: 62.37%, KL Divergence: 0.198549] [G loss: 0.961190, KL Divergence: 0.961188, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7683 [D loss: 0.842278, acc.: 64.37%, KL Divergence: 0.198541] [G loss: 0.933008, KL Divergence: 0.933006, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7684 [D loss: 0.839359, acc.: 64.08%, KL Divergence: 0.198539] [G loss: 0.933125, KL Divergence: 0.933123, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7685 [D loss: 0.871861, acc.: 67.33%, KL Divergence: 0.198542] [G loss: 0.931125, KL Divergence: 0.931122, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7686 [D loss: 0.843961, acc.: 64.54%, KL Divergence: 0.198540] [G loss: 1.009246, KL Divergence: 1.009244, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7687 [D loss: 0.841926, acc.: 64.34%, KL Divergence: 0.198538] [G loss: 1.043956, KL Divergence: 1.043954, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7688 [D loss: 0.837146, acc.: 63.86%, KL Divergence: 0.198541] [G loss: 0.950229, KL Divergence: 0.950227, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7689 [D loss: 0.823081, acc.: 62.45%, KL Divergence: 0.198541] [G loss: 1.045602, KL Divergence: 1.045599, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7690 [D loss: 0.843973, acc.: 64.54%, KL Divergence: 0.198548] [G loss: 0.948394, KL Divergence: 0.948392, FID: 36.611832]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7691 [D loss: 0.855565, acc.: 65.70%, KL Divergence: 0.198547] [G loss: 0.905045, KL Divergence: 0.905043, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7692 [D loss: 0.863257, acc.: 66.47%, KL Divergence: 0.198547] [G loss: 0.914073, KL Divergence: 0.914071, FID: 36.611832]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7693 [D loss: 0.860393, acc.: 66.18%, KL Divergence: 0.198551] [G loss: 0.928929, KL Divergence: 0.928927, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7694 [D loss: 0.821536, acc.: 62.30%, KL Divergence: 0.198552] [G loss: 1.028332, KL Divergence: 1.028329, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7695 [D loss: 0.837254, acc.: 63.87%, KL Divergence: 0.198551] [G loss: 0.970385, KL Divergence: 0.970382, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
7696 [D loss: 0.837326, acc.: 63.88%, KL Divergence: 0.198559] [G loss: 0.911324, KL Divergence: 0.911321, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7697 [D loss: 0.863273, acc.: 66.47%, KL Divergence: 0.198571] [G loss: 0.875464, KL Divergence: 0.875462, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7698 [D loss: 0.840253, acc.: 64.17%, KL Divergence: 0.198583] [G loss: 1.000512, KL Divergence: 1.000509, FID: 36.611832]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7699 [D loss: 0.822480, acc.: 62.39%, KL Divergence: 0.198560] [G loss: 0.985680, KL Divergence: 0.985677, FID: 36.611832]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 1s 92ms/step
4/4 [==============================] - 1s 72ms/step
7700 [D loss: 0.817026, acc.: 61.85%, KL Divergence: 0.198554] [G loss: 1.010477, KL Divergence: 1.010475, FID: 39.762747]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 80ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7701 [D loss: 0.831472, acc.: 63.29%, KL Divergence: 0.198548] [G loss: 0.976663, KL Divergence: 0.976661, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7702 [D loss: 0.839455, acc.: 64.09%, KL Divergence: 0.198544] [G loss: 0.872166, KL Divergence: 0.872164, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7703 [D loss: 0.855010, acc.: 65.65%, KL Divergence: 0.198542] [G loss: 0.939518, KL Divergence: 0.939516, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7704 [D loss: 0.846450, acc.: 64.79%, KL Divergence: 0.198543] [G loss: 1.027275, KL Divergence: 1.027272, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7705 [D loss: 0.869261, acc.: 67.07%, KL Divergence: 0.198554] [G loss: 0.895905, KL Divergence: 0.895903, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7706 [D loss: 0.842164, acc.: 64.36%, KL Divergence: 0.198545] [G loss: 0.998898, KL Divergence: 0.998896, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7707 [D loss: 0.838218, acc.: 63.97%, KL Divergence: 0.198544] [G loss: 0.972362, KL Divergence: 0.972360, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7708 [D loss: 0.854078, acc.: 65.55%, KL Divergence: 0.198553] [G loss: 0.862671, KL Divergence: 0.862669, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7709 [D loss: 0.847567, acc.: 64.90%, KL Divergence: 0.198559] [G loss: 0.881693, KL Divergence: 0.881691, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7710 [D loss: 0.846717, acc.: 64.82%, KL Divergence: 0.198549] [G loss: 0.927992, KL Divergence: 0.927990, FID: 39.762747]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7711 [D loss: 0.833761, acc.: 63.52%, KL Divergence: 0.198540] [G loss: 0.965941, KL Divergence: 0.965939, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7712 [D loss: 0.853461, acc.: 65.49%, KL Divergence: 0.198571] [G loss: 0.956548, KL Divergence: 0.956546, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7713 [D loss: 0.832647, acc.: 63.40%, KL Divergence: 0.198614] [G loss: 0.946993, KL Divergence: 0.946990, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7714 [D loss: 0.850027, acc.: 65.15%, KL Divergence: 0.198571] [G loss: 0.921927, KL Divergence: 0.921924, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7715 [D loss: 0.858379, acc.: 65.98%, KL Divergence: 0.198548] [G loss: 0.906575, KL Divergence: 0.906573, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7716 [D loss: 0.859577, acc.: 66.10%, KL Divergence: 0.198539] [G loss: 0.855725, KL Divergence: 0.855723, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7717 [D loss: 0.871564, acc.: 67.30%, KL Divergence: 0.198544] [G loss: 0.916169, KL Divergence: 0.916166, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7718 [D loss: 0.855375, acc.: 65.68%, KL Divergence: 0.198556] [G loss: 0.889670, KL Divergence: 0.889668, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7719 [D loss: 0.821730, acc.: 62.32%, KL Divergence: 0.198566] [G loss: 0.977854, KL Divergence: 0.977851, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7720 [D loss: 0.838952, acc.: 64.04%, KL Divergence: 0.198546] [G loss: 1.041200, KL Divergence: 1.041198, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7721 [D loss: 0.833095, acc.: 63.46%, KL Divergence: 0.198543] [G loss: 0.909286, KL Divergence: 0.909284, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7722 [D loss: 0.850732, acc.: 65.22%, KL Divergence: 0.198547] [G loss: 0.923272, KL Divergence: 0.923270, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7723 [D loss: 0.869807, acc.: 67.13%, KL Divergence: 0.198540] [G loss: 0.903804, KL Divergence: 0.903802, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7724 [D loss: 0.812667, acc.: 61.41%, KL Divergence: 0.198540] [G loss: 1.048583, KL Divergence: 1.048581, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7725 [D loss: 0.840655, acc.: 64.21%, KL Divergence: 0.198546] [G loss: 0.990287, KL Divergence: 0.990285, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7726 [D loss: 0.866856, acc.: 66.83%, KL Divergence: 0.198542] [G loss: 0.851751, KL Divergence: 0.851749, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7727 [D loss: 0.842164, acc.: 64.36%, KL Divergence: 0.198538] [G loss: 0.960500, KL Divergence: 0.960498, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7728 [D loss: 0.854768, acc.: 65.62%, KL Divergence: 0.198538] [G loss: 1.002280, KL Divergence: 1.002278, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7729 [D loss: 0.863000, acc.: 66.45%, KL Divergence: 0.198541] [G loss: 0.960071, KL Divergence: 0.960069, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7730 [D loss: 0.856092, acc.: 65.76%, KL Divergence: 0.198536] [G loss: 0.900165, KL Divergence: 0.900163, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7731 [D loss: 0.836852, acc.: 63.83%, KL Divergence: 0.198536] [G loss: 1.007643, KL Divergence: 1.007641, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7732 [D loss: 0.833651, acc.: 63.51%, KL Divergence: 0.198540] [G loss: 0.992246, KL Divergence: 0.992244, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
7733 [D loss: 0.859062, acc.: 66.05%, KL Divergence: 0.198538] [G loss: 0.927688, KL Divergence: 0.927686, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7734 [D loss: 0.815813, acc.: 61.73%, KL Divergence: 0.198539] [G loss: 0.959351, KL Divergence: 0.959349, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
7735 [D loss: 0.861589, acc.: 66.30%, KL Divergence: 0.198545] [G loss: 0.941914, KL Divergence: 0.941912, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7736 [D loss: 0.877819, acc.: 67.93%, KL Divergence: 0.198544] [G loss: 0.842095, KL Divergence: 0.842093, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7737 [D loss: 0.855293, acc.: 65.68%, KL Divergence: 0.198536] [G loss: 0.934995, KL Divergence: 0.934993, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7738 [D loss: 0.837314, acc.: 63.88%, KL Divergence: 0.198538] [G loss: 0.982089, KL Divergence: 0.982087, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7739 [D loss: 0.817804, acc.: 61.93%, KL Divergence: 0.198536] [G loss: 0.980671, KL Divergence: 0.980669, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7740 [D loss: 0.827464, acc.: 62.89%, KL Divergence: 0.198538] [G loss: 1.107387, KL Divergence: 1.107385, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7741 [D loss: 0.849767, acc.: 65.12%, KL Divergence: 0.198538] [G loss: 0.872589, KL Divergence: 0.872586, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7742 [D loss: 0.841796, acc.: 64.32%, KL Divergence: 0.198552] [G loss: 0.891392, KL Divergence: 0.891390, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7743 [D loss: 0.869220, acc.: 67.07%, KL Divergence: 0.198545] [G loss: 0.921372, KL Divergence: 0.921370, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7744 [D loss: 0.862477, acc.: 66.39%, KL Divergence: 0.198537] [G loss: 0.899776, KL Divergence: 0.899774, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7745 [D loss: 0.837591, acc.: 63.91%, KL Divergence: 0.198541] [G loss: 1.050197, KL Divergence: 1.050195, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7746 [D loss: 0.826524, acc.: 62.80%, KL Divergence: 0.198545] [G loss: 0.981852, KL Divergence: 0.981849, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7747 [D loss: 0.840084, acc.: 64.15%, KL Divergence: 0.198545] [G loss: 0.922193, KL Divergence: 0.922191, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7748 [D loss: 0.849270, acc.: 65.07%, KL Divergence: 0.198550] [G loss: 0.931263, KL Divergence: 0.931261, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7749 [D loss: 0.840896, acc.: 64.24%, KL Divergence: 0.198545] [G loss: 0.993455, KL Divergence: 0.993453, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7750 [D loss: 0.841774, acc.: 64.32%, KL Divergence: 0.198542] [G loss: 0.981105, KL Divergence: 0.981103, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
7751 [D loss: 0.846841, acc.: 64.83%, KL Divergence: 0.198550] [G loss: 0.968634, KL Divergence: 0.968632, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7752 [D loss: 0.853475, acc.: 65.49%, KL Divergence: 0.198539] [G loss: 0.923829, KL Divergence: 0.923827, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7753 [D loss: 0.850644, acc.: 65.21%, KL Divergence: 0.198539] [G loss: 1.018443, KL Divergence: 1.018441, FID: 39.762747]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7754 [D loss: 0.823813, acc.: 62.53%, KL Divergence: 0.198547] [G loss: 1.040718, KL Divergence: 1.040716, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7755 [D loss: 0.848612, acc.: 65.01%, KL Divergence: 0.198542] [G loss: 0.940262, KL Divergence: 0.940260, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7756 [D loss: 0.844002, acc.: 64.55%, KL Divergence: 0.198540] [G loss: 0.937991, KL Divergence: 0.937989, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7757 [D loss: 0.863813, acc.: 66.52%, KL Divergence: 0.198565] [G loss: 0.915102, KL Divergence: 0.915099, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7758 [D loss: 0.849788, acc.: 65.12%, KL Divergence: 0.198564] [G loss: 0.930981, KL Divergence: 0.930978, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7759 [D loss: 0.833061, acc.: 63.45%, KL Divergence: 0.198536] [G loss: 0.954438, KL Divergence: 0.954436, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7760 [D loss: 0.839620, acc.: 64.11%, KL Divergence: 0.198544] [G loss: 0.982778, KL Divergence: 0.982776, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7761 [D loss: 0.834287, acc.: 63.57%, KL Divergence: 0.198539] [G loss: 0.920050, KL Divergence: 0.920048, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7762 [D loss: 0.832562, acc.: 63.40%, KL Divergence: 0.198536] [G loss: 1.001784, KL Divergence: 1.001782, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7763 [D loss: 0.842222, acc.: 64.37%, KL Divergence: 0.198546] [G loss: 0.923497, KL Divergence: 0.923495, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7764 [D loss: 0.849626, acc.: 65.11%, KL Divergence: 0.198547] [G loss: 0.964951, KL Divergence: 0.964949, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7765 [D loss: 0.853571, acc.: 65.50%, KL Divergence: 0.198547] [G loss: 0.930325, KL Divergence: 0.930323, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7766 [D loss: 0.856477, acc.: 65.79%, KL Divergence: 0.198541] [G loss: 0.949991, KL Divergence: 0.949989, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7767 [D loss: 0.843062, acc.: 64.45%, KL Divergence: 0.198539] [G loss: 0.985865, KL Divergence: 0.985863, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7768 [D loss: 0.848394, acc.: 64.99%, KL Divergence: 0.198539] [G loss: 0.990283, KL Divergence: 0.990281, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7769 [D loss: 0.828595, acc.: 63.00%, KL Divergence: 0.198546] [G loss: 0.967789, KL Divergence: 0.967786, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7770 [D loss: 0.818885, acc.: 62.03%, KL Divergence: 0.198553] [G loss: 1.034242, KL Divergence: 1.034239, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7771 [D loss: 0.822560, acc.: 62.40%, KL Divergence: 0.198544] [G loss: 1.014555, KL Divergence: 1.014553, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7772 [D loss: 0.875324, acc.: 67.68%, KL Divergence: 0.198551] [G loss: 0.885100, KL Divergence: 0.885097, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7773 [D loss: 0.886644, acc.: 68.81%, KL Divergence: 0.198577] [G loss: 0.864317, KL Divergence: 0.864312, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7774 [D loss: 0.842129, acc.: 64.35%, KL Divergence: 0.198617] [G loss: 0.986742, KL Divergence: 0.986733, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7775 [D loss: 0.828152, acc.: 62.96%, KL Divergence: 0.198578] [G loss: 1.044422, KL Divergence: 1.044418, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7776 [D loss: 0.851534, acc.: 65.29%, KL Divergence: 0.198626] [G loss: 0.990611, KL Divergence: 0.990605, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7777 [D loss: 0.875124, acc.: 67.64%, KL Divergence: 0.198693] [G loss: 0.906866, KL Divergence: 0.906860, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7778 [D loss: 0.837407, acc.: 63.88%, KL Divergence: 0.198591] [G loss: 1.077238, KL Divergence: 1.077234, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7779 [D loss: 0.865991, acc.: 66.73%, KL Divergence: 0.198673] [G loss: 0.897784, KL Divergence: 0.897780, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7780 [D loss: 0.827199, acc.: 62.86%, KL Divergence: 0.198584] [G loss: 0.930537, KL Divergence: 0.930533, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7781 [D loss: 0.843557, acc.: 64.49%, KL Divergence: 0.198609] [G loss: 1.015171, KL Divergence: 1.015167, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
7782 [D loss: 0.853406, acc.: 65.48%, KL Divergence: 0.198585] [G loss: 0.910841, KL Divergence: 0.910839, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7783 [D loss: 0.844460, acc.: 64.59%, KL Divergence: 0.198551] [G loss: 0.984436, KL Divergence: 0.984434, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7784 [D loss: 0.833742, acc.: 63.52%, KL Divergence: 0.198542] [G loss: 0.945419, KL Divergence: 0.945417, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7785 [D loss: 0.849664, acc.: 65.11%, KL Divergence: 0.198550] [G loss: 0.925092, KL Divergence: 0.925090, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7786 [D loss: 0.839021, acc.: 64.05%, KL Divergence: 0.198551] [G loss: 0.855877, KL Divergence: 0.855875, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7787 [D loss: 0.871835, acc.: 67.33%, KL Divergence: 0.198544] [G loss: 0.953881, KL Divergence: 0.953879, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7788 [D loss: 0.846020, acc.: 64.75%, KL Divergence: 0.198540] [G loss: 0.974656, KL Divergence: 0.974654, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7789 [D loss: 0.824836, acc.: 62.63%, KL Divergence: 0.198549] [G loss: 0.937094, KL Divergence: 0.937092, FID: 39.762747]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
7790 [D loss: 0.830271, acc.: 63.17%, KL Divergence: 0.198542] [G loss: 1.025893, KL Divergence: 1.025891, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7791 [D loss: 0.851226, acc.: 65.27%, KL Divergence: 0.198534] [G loss: 0.957007, KL Divergence: 0.957005, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7792 [D loss: 0.855405, acc.: 65.69%, KL Divergence: 0.198535] [G loss: 0.930812, KL Divergence: 0.930811, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7793 [D loss: 0.838911, acc.: 64.04%, KL Divergence: 0.198538] [G loss: 0.967997, KL Divergence: 0.967996, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7794 [D loss: 0.806749, acc.: 60.82%, KL Divergence: 0.198540] [G loss: 1.057695, KL Divergence: 1.057693, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7795 [D loss: 0.845739, acc.: 64.72%, KL Divergence: 0.198534] [G loss: 0.942160, KL Divergence: 0.942159, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7796 [D loss: 0.821214, acc.: 62.27%, KL Divergence: 0.198536] [G loss: 0.945892, KL Divergence: 0.945890, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7797 [D loss: 0.850836, acc.: 65.23%, KL Divergence: 0.198539] [G loss: 0.882888, KL Divergence: 0.882887, FID: 39.762747]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7798 [D loss: 0.845070, acc.: 64.65%, KL Divergence: 0.198538] [G loss: 0.916394, KL Divergence: 0.916393, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
7799 [D loss: 0.864468, acc.: 66.59%, KL Divergence: 0.198536] [G loss: 0.922695, KL Divergence: 0.922694, FID: 39.762747]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 2s 103ms/step
4/4 [==============================] - 2s 113ms/step
7800 [D loss: 0.846382, acc.: 64.78%, KL Divergence: 0.198538] [G loss: 0.944391, KL Divergence: 0.944390, FID: 46.762828]
1/1 [==============================] - 0s 37ms/step
4/4 [==============================] - 0s 82ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7801 [D loss: 0.856568, acc.: 65.80%, KL Divergence: 0.198535] [G loss: 0.957178, KL Divergence: 0.957176, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7802 [D loss: 0.838597, acc.: 64.01%, KL Divergence: 0.198537] [G loss: 1.002246, KL Divergence: 1.002245, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7803 [D loss: 0.849914, acc.: 65.14%, KL Divergence: 0.198535] [G loss: 0.950142, KL Divergence: 0.950140, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7804 [D loss: 0.845043, acc.: 64.65%, KL Divergence: 0.198536] [G loss: 0.889648, KL Divergence: 0.889647, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7805 [D loss: 0.844802, acc.: 64.63%, KL Divergence: 0.198533] [G loss: 0.924414, KL Divergence: 0.924413, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7806 [D loss: 0.841148, acc.: 64.26%, KL Divergence: 0.198535] [G loss: 0.928249, KL Divergence: 0.928247, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7807 [D loss: 0.852711, acc.: 65.42%, KL Divergence: 0.198544] [G loss: 0.909617, KL Divergence: 0.909615, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7808 [D loss: 0.864335, acc.: 66.58%, KL Divergence: 0.198545] [G loss: 0.846934, KL Divergence: 0.846932, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7809 [D loss: 0.856016, acc.: 65.75%, KL Divergence: 0.198554] [G loss: 0.990269, KL Divergence: 0.990267, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7810 [D loss: 0.849913, acc.: 65.14%, KL Divergence: 0.198537] [G loss: 0.981264, KL Divergence: 0.981263, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7811 [D loss: 0.842428, acc.: 64.39%, KL Divergence: 0.198536] [G loss: 0.925984, KL Divergence: 0.925982, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7812 [D loss: 0.827019, acc.: 62.85%, KL Divergence: 0.198545] [G loss: 0.931354, KL Divergence: 0.931352, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7813 [D loss: 0.862229, acc.: 66.37%, KL Divergence: 0.198546] [G loss: 0.889937, KL Divergence: 0.889935, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7814 [D loss: 0.852058, acc.: 65.35%, KL Divergence: 0.198540] [G loss: 0.895565, KL Divergence: 0.895563, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7815 [D loss: 0.829117, acc.: 63.06%, KL Divergence: 0.198537] [G loss: 0.947866, KL Divergence: 0.947864, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7816 [D loss: 0.832889, acc.: 63.43%, KL Divergence: 0.198544] [G loss: 1.006330, KL Divergence: 1.006328, FID: 46.762828]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7817 [D loss: 0.843401, acc.: 64.49%, KL Divergence: 0.198539] [G loss: 1.051498, KL Divergence: 1.051496, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7818 [D loss: 0.851333, acc.: 65.28%, KL Divergence: 0.198538] [G loss: 0.869043, KL Divergence: 0.869041, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7819 [D loss: 0.872653, acc.: 67.41%, KL Divergence: 0.198535] [G loss: 0.892444, KL Divergence: 0.892443, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7820 [D loss: 0.851418, acc.: 65.29%, KL Divergence: 0.198533] [G loss: 0.924574, KL Divergence: 0.924572, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7821 [D loss: 0.833358, acc.: 63.48%, KL Divergence: 0.198536] [G loss: 1.027813, KL Divergence: 1.027811, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7822 [D loss: 0.838843, acc.: 64.03%, KL Divergence: 0.198536] [G loss: 0.955528, KL Divergence: 0.955526, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
7823 [D loss: 0.834277, acc.: 63.57%, KL Divergence: 0.198536] [G loss: 0.897225, KL Divergence: 0.897223, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7824 [D loss: 0.816225, acc.: 61.77%, KL Divergence: 0.198536] [G loss: 0.983833, KL Divergence: 0.983832, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7825 [D loss: 0.853079, acc.: 65.45%, KL Divergence: 0.198534] [G loss: 0.871131, KL Divergence: 0.871129, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7826 [D loss: 0.859450, acc.: 66.09%, KL Divergence: 0.198539] [G loss: 0.892164, KL Divergence: 0.892162, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7827 [D loss: 0.870773, acc.: 67.22%, KL Divergence: 0.198538] [G loss: 0.955534, KL Divergence: 0.955532, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7828 [D loss: 0.852601, acc.: 65.41%, KL Divergence: 0.198534] [G loss: 1.006914, KL Divergence: 1.006912, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
7829 [D loss: 0.813873, acc.: 61.53%, KL Divergence: 0.198536] [G loss: 1.019345, KL Divergence: 1.019343, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7830 [D loss: 0.838541, acc.: 64.00%, KL Divergence: 0.198539] [G loss: 0.964273, KL Divergence: 0.964271, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7831 [D loss: 0.829899, acc.: 63.14%, KL Divergence: 0.198534] [G loss: 0.934152, KL Divergence: 0.934150, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7832 [D loss: 0.833494, acc.: 63.50%, KL Divergence: 0.198537] [G loss: 1.029835, KL Divergence: 1.029833, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7833 [D loss: 0.845597, acc.: 64.71%, KL Divergence: 0.198536] [G loss: 0.875709, KL Divergence: 0.875708, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7834 [D loss: 0.846448, acc.: 64.79%, KL Divergence: 0.198537] [G loss: 0.978072, KL Divergence: 0.978070, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7835 [D loss: 0.827663, acc.: 62.91%, KL Divergence: 0.198538] [G loss: 0.960401, KL Divergence: 0.960399, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7836 [D loss: 0.852107, acc.: 65.36%, KL Divergence: 0.198533] [G loss: 0.997449, KL Divergence: 0.997447, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7837 [D loss: 0.842750, acc.: 64.42%, KL Divergence: 0.198536] [G loss: 0.966891, KL Divergence: 0.966889, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
7838 [D loss: 0.837921, acc.: 63.94%, KL Divergence: 0.198541] [G loss: 0.966745, KL Divergence: 0.966743, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7839 [D loss: 0.837362, acc.: 63.88%, KL Divergence: 0.198537] [G loss: 0.910197, KL Divergence: 0.910196, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
7840 [D loss: 0.835373, acc.: 63.68%, KL Divergence: 0.198535] [G loss: 0.967621, KL Divergence: 0.967620, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7841 [D loss: 0.835668, acc.: 63.71%, KL Divergence: 0.198536] [G loss: 0.960277, KL Divergence: 0.960275, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
7842 [D loss: 0.864568, acc.: 66.60%, KL Divergence: 0.198534] [G loss: 0.921681, KL Divergence: 0.921679, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7843 [D loss: 0.835563, acc.: 63.70%, KL Divergence: 0.198533] [G loss: 0.995487, KL Divergence: 0.995485, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7844 [D loss: 0.835587, acc.: 63.71%, KL Divergence: 0.198534] [G loss: 0.985247, KL Divergence: 0.985245, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7845 [D loss: 0.835197, acc.: 63.67%, KL Divergence: 0.198536] [G loss: 0.907620, KL Divergence: 0.907618, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7846 [D loss: 0.844506, acc.: 64.60%, KL Divergence: 0.198536] [G loss: 0.918983, KL Divergence: 0.918981, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7847 [D loss: 0.850158, acc.: 65.16%, KL Divergence: 0.198536] [G loss: 0.946982, KL Divergence: 0.946980, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7848 [D loss: 0.882811, acc.: 68.43%, KL Divergence: 0.198534] [G loss: 0.858982, KL Divergence: 0.858981, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7849 [D loss: 0.852597, acc.: 65.41%, KL Divergence: 0.198532] [G loss: 0.986415, KL Divergence: 0.986414, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7850 [D loss: 0.827964, acc.: 62.94%, KL Divergence: 0.198531] [G loss: 1.048733, KL Divergence: 1.048732, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7851 [D loss: 0.819131, acc.: 62.06%, KL Divergence: 0.198532] [G loss: 1.014875, KL Divergence: 1.014874, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7852 [D loss: 0.821167, acc.: 62.26%, KL Divergence: 0.198533] [G loss: 0.992083, KL Divergence: 0.992082, FID: 46.762828]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7853 [D loss: 0.822780, acc.: 62.42%, KL Divergence: 0.198533] [G loss: 1.020812, KL Divergence: 1.020811, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7854 [D loss: 0.853805, acc.: 65.53%, KL Divergence: 0.198537] [G loss: 0.912007, KL Divergence: 0.912005, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7855 [D loss: 0.869737, acc.: 67.12%, KL Divergence: 0.198547] [G loss: 0.877123, KL Divergence: 0.877121, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7856 [D loss: 0.860144, acc.: 66.16%, KL Divergence: 0.198536] [G loss: 0.970078, KL Divergence: 0.970076, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7857 [D loss: 0.828692, acc.: 63.02%, KL Divergence: 0.198538] [G loss: 0.933805, KL Divergence: 0.933804, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7858 [D loss: 0.829552, acc.: 63.10%, KL Divergence: 0.198553] [G loss: 0.889342, KL Divergence: 0.889340, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7859 [D loss: 0.837633, acc.: 63.91%, KL Divergence: 0.198550] [G loss: 0.947474, KL Divergence: 0.947472, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7860 [D loss: 0.850616, acc.: 65.21%, KL Divergence: 0.198543] [G loss: 0.950917, KL Divergence: 0.950915, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7861 [D loss: 0.831616, acc.: 63.30%, KL Divergence: 0.198600] [G loss: 1.022350, KL Divergence: 1.022347, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7862 [D loss: 0.831569, acc.: 63.29%, KL Divergence: 0.198648] [G loss: 0.956518, KL Divergence: 0.956514, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7863 [D loss: 0.852033, acc.: 65.34%, KL Divergence: 0.198606] [G loss: 0.993089, KL Divergence: 0.993085, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7864 [D loss: 0.844712, acc.: 64.62%, KL Divergence: 0.198547] [G loss: 0.891381, KL Divergence: 0.891379, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7865 [D loss: 0.837223, acc.: 63.86%, KL Divergence: 0.198612] [G loss: 0.980600, KL Divergence: 0.980597, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7866 [D loss: 0.843290, acc.: 64.47%, KL Divergence: 0.198613] [G loss: 0.919139, KL Divergence: 0.919135, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7867 [D loss: 0.848505, acc.: 65.00%, KL Divergence: 0.198553] [G loss: 1.008777, KL Divergence: 1.008774, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7868 [D loss: 0.853331, acc.: 65.47%, KL Divergence: 0.198583] [G loss: 0.924071, KL Divergence: 0.924068, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7869 [D loss: 0.835860, acc.: 63.73%, KL Divergence: 0.198539] [G loss: 0.979212, KL Divergence: 0.979210, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7870 [D loss: 0.827915, acc.: 62.94%, KL Divergence: 0.198539] [G loss: 1.011249, KL Divergence: 1.011247, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7871 [D loss: 0.846064, acc.: 64.75%, KL Divergence: 0.198538] [G loss: 0.893161, KL Divergence: 0.893159, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7872 [D loss: 0.838738, acc.: 64.02%, KL Divergence: 0.198542] [G loss: 1.001636, KL Divergence: 1.001634, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7873 [D loss: 0.839608, acc.: 64.11%, KL Divergence: 0.198539] [G loss: 0.966934, KL Divergence: 0.966931, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7874 [D loss: 0.837396, acc.: 63.89%, KL Divergence: 0.198544] [G loss: 0.966891, KL Divergence: 0.966889, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7875 [D loss: 0.853506, acc.: 65.50%, KL Divergence: 0.198534] [G loss: 0.940988, KL Divergence: 0.940986, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7876 [D loss: 0.849885, acc.: 65.14%, KL Divergence: 0.198532] [G loss: 0.969029, KL Divergence: 0.969028, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7877 [D loss: 0.856131, acc.: 65.76%, KL Divergence: 0.198540] [G loss: 0.939877, KL Divergence: 0.939875, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7878 [D loss: 0.845015, acc.: 64.65%, KL Divergence: 0.198545] [G loss: 1.004853, KL Divergence: 1.004851, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7879 [D loss: 0.839896, acc.: 64.14%, KL Divergence: 0.198534] [G loss: 0.970151, KL Divergence: 0.970150, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7880 [D loss: 0.822353, acc.: 62.38%, KL Divergence: 0.198533] [G loss: 1.032191, KL Divergence: 1.032189, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7881 [D loss: 0.837740, acc.: 63.92%, KL Divergence: 0.198534] [G loss: 0.999867, KL Divergence: 0.999865, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7882 [D loss: 0.855826, acc.: 65.73%, KL Divergence: 0.198533] [G loss: 0.919893, KL Divergence: 0.919892, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7883 [D loss: 0.853135, acc.: 65.46%, KL Divergence: 0.198532] [G loss: 0.883983, KL Divergence: 0.883981, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7884 [D loss: 0.868093, acc.: 66.96%, KL Divergence: 0.198536] [G loss: 0.966590, KL Divergence: 0.966589, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7885 [D loss: 0.854006, acc.: 65.55%, KL Divergence: 0.198539] [G loss: 0.926117, KL Divergence: 0.926115, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7886 [D loss: 0.836302, acc.: 63.78%, KL Divergence: 0.198541] [G loss: 0.999887, KL Divergence: 0.999885, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7887 [D loss: 0.830479, acc.: 63.19%, KL Divergence: 0.198534] [G loss: 1.066394, KL Divergence: 1.066393, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7888 [D loss: 0.839880, acc.: 64.13%, KL Divergence: 0.198535] [G loss: 0.931582, KL Divergence: 0.931580, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7889 [D loss: 0.850338, acc.: 65.18%, KL Divergence: 0.198531] [G loss: 0.902605, KL Divergence: 0.902604, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7890 [D loss: 0.858456, acc.: 65.99%, KL Divergence: 0.198533] [G loss: 0.921801, KL Divergence: 0.921799, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7891 [D loss: 0.833996, acc.: 63.55%, KL Divergence: 0.198541] [G loss: 0.977705, KL Divergence: 0.977703, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7892 [D loss: 0.850377, acc.: 65.18%, KL Divergence: 0.198540] [G loss: 0.967004, KL Divergence: 0.967002, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
7893 [D loss: 0.839449, acc.: 64.09%, KL Divergence: 0.198536] [G loss: 0.988307, KL Divergence: 0.988305, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7894 [D loss: 0.851269, acc.: 65.27%, KL Divergence: 0.198537] [G loss: 0.926670, KL Divergence: 0.926669, FID: 46.762828]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 9ms/step
7895 [D loss: 0.840382, acc.: 64.18%, KL Divergence: 0.198534] [G loss: 0.976933, KL Divergence: 0.976932, FID: 46.762828]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7896 [D loss: 0.859194, acc.: 66.07%, KL Divergence: 0.198534] [G loss: 0.923040, KL Divergence: 0.923039, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7897 [D loss: 0.841653, acc.: 64.31%, KL Divergence: 0.198536] [G loss: 0.877331, KL Divergence: 0.877330, FID: 46.762828]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7898 [D loss: 0.830507, acc.: 63.20%, KL Divergence: 0.198533] [G loss: 0.951736, KL Divergence: 0.951734, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7899 [D loss: 0.845783, acc.: 64.72%, KL Divergence: 0.198534] [G loss: 0.944255, KL Divergence: 0.944253, FID: 46.762828]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 2s 110ms/step
4/4 [==============================] - 2s 108ms/step
7900 [D loss: 0.833082, acc.: 63.45%, KL Divergence: 0.198552] [G loss: 0.957543, KL Divergence: 0.957541, FID: 46.477481]
1/1 [==============================] - 0s 27ms/step
4/4 [==============================] - 0s 73ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7901 [D loss: 0.843453, acc.: 64.49%, KL Divergence: 0.198544] [G loss: 0.972123, KL Divergence: 0.972121, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7902 [D loss: 0.845630, acc.: 64.71%, KL Divergence: 0.198537] [G loss: 1.017830, KL Divergence: 1.017828, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7903 [D loss: 0.853923, acc.: 65.54%, KL Divergence: 0.198539] [G loss: 0.941682, KL Divergence: 0.941681, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7904 [D loss: 0.830724, acc.: 63.22%, KL Divergence: 0.198539] [G loss: 1.011123, KL Divergence: 1.011121, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7905 [D loss: 0.829624, acc.: 63.11%, KL Divergence: 0.198534] [G loss: 0.955430, KL Divergence: 0.955429, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7906 [D loss: 0.839197, acc.: 64.07%, KL Divergence: 0.198532] [G loss: 0.935749, KL Divergence: 0.935747, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7907 [D loss: 0.848000, acc.: 64.95%, KL Divergence: 0.198536] [G loss: 1.004367, KL Divergence: 1.004365, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7908 [D loss: 0.838780, acc.: 64.02%, KL Divergence: 0.198536] [G loss: 0.974481, KL Divergence: 0.974480, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7909 [D loss: 0.866179, acc.: 66.76%, KL Divergence: 0.198532] [G loss: 0.961951, KL Divergence: 0.961949, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7910 [D loss: 0.851153, acc.: 65.26%, KL Divergence: 0.198534] [G loss: 0.943267, KL Divergence: 0.943265, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 11ms/step
7911 [D loss: 0.863673, acc.: 66.51%, KL Divergence: 0.198531] [G loss: 0.905483, KL Divergence: 0.905482, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7912 [D loss: 0.860910, acc.: 66.24%, KL Divergence: 0.198532] [G loss: 0.943913, KL Divergence: 0.943911, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7913 [D loss: 0.852376, acc.: 65.38%, KL Divergence: 0.198531] [G loss: 0.963537, KL Divergence: 0.963536, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7914 [D loss: 0.826516, acc.: 62.80%, KL Divergence: 0.198532] [G loss: 1.012596, KL Divergence: 1.012595, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7915 [D loss: 0.833207, acc.: 63.47%, KL Divergence: 0.198533] [G loss: 0.978862, KL Divergence: 0.978860, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7916 [D loss: 0.832791, acc.: 63.43%, KL Divergence: 0.198537] [G loss: 0.907999, KL Divergence: 0.907997, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7917 [D loss: 0.847161, acc.: 64.86%, KL Divergence: 0.198532] [G loss: 0.877609, KL Divergence: 0.877608, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7918 [D loss: 0.859425, acc.: 66.09%, KL Divergence: 0.198536] [G loss: 0.913821, KL Divergence: 0.913820, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7919 [D loss: 0.842148, acc.: 64.36%, KL Divergence: 0.198550] [G loss: 0.937316, KL Divergence: 0.937314, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7920 [D loss: 0.860205, acc.: 66.17%, KL Divergence: 0.198544] [G loss: 0.945163, KL Divergence: 0.945161, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7921 [D loss: 0.835297, acc.: 63.68%, KL Divergence: 0.198540] [G loss: 0.962237, KL Divergence: 0.962235, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7922 [D loss: 0.843459, acc.: 64.49%, KL Divergence: 0.198564] [G loss: 1.022650, KL Divergence: 1.022646, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7923 [D loss: 0.859747, acc.: 66.11%, KL Divergence: 0.198598] [G loss: 0.946577, KL Divergence: 0.946574, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7924 [D loss: 0.821884, acc.: 62.33%, KL Divergence: 0.198550] [G loss: 0.988392, KL Divergence: 0.988390, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7925 [D loss: 0.834301, acc.: 63.57%, KL Divergence: 0.198565] [G loss: 1.025565, KL Divergence: 1.025563, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7926 [D loss: 0.836204, acc.: 63.77%, KL Divergence: 0.198541] [G loss: 0.932078, KL Divergence: 0.932077, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7927 [D loss: 0.835785, acc.: 63.72%, KL Divergence: 0.198540] [G loss: 0.937307, KL Divergence: 0.937305, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7928 [D loss: 0.856839, acc.: 65.83%, KL Divergence: 0.198541] [G loss: 0.847917, KL Divergence: 0.847915, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7929 [D loss: 0.864591, acc.: 66.60%, KL Divergence: 0.198541] [G loss: 0.855082, KL Divergence: 0.855080, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7930 [D loss: 0.837851, acc.: 63.93%, KL Divergence: 0.198546] [G loss: 1.007931, KL Divergence: 1.007928, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7931 [D loss: 0.839514, acc.: 64.10%, KL Divergence: 0.198545] [G loss: 0.918712, KL Divergence: 0.918710, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7932 [D loss: 0.852099, acc.: 65.36%, KL Divergence: 0.198536] [G loss: 0.900114, KL Divergence: 0.900112, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7933 [D loss: 0.834705, acc.: 63.62%, KL Divergence: 0.198544] [G loss: 0.921069, KL Divergence: 0.921068, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7934 [D loss: 0.846598, acc.: 64.81%, KL Divergence: 0.198542] [G loss: 0.882672, KL Divergence: 0.882671, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7935 [D loss: 0.841954, acc.: 64.34%, KL Divergence: 0.198533] [G loss: 0.936367, KL Divergence: 0.936366, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7936 [D loss: 0.848013, acc.: 64.95%, KL Divergence: 0.198534] [G loss: 0.897459, KL Divergence: 0.897457, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7937 [D loss: 0.852192, acc.: 65.37%, KL Divergence: 0.198534] [G loss: 0.913224, KL Divergence: 0.913222, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7938 [D loss: 0.862035, acc.: 66.35%, KL Divergence: 0.198533] [G loss: 0.951282, KL Divergence: 0.951280, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7939 [D loss: 0.844389, acc.: 64.58%, KL Divergence: 0.198550] [G loss: 1.053243, KL Divergence: 1.053241, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7940 [D loss: 0.852083, acc.: 65.35%, KL Divergence: 0.198559] [G loss: 0.943568, KL Divergence: 0.943565, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7941 [D loss: 0.830063, acc.: 63.15%, KL Divergence: 0.198576] [G loss: 1.099080, KL Divergence: 1.099076, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7942 [D loss: 0.830825, acc.: 63.23%, KL Divergence: 0.198551] [G loss: 0.980701, KL Divergence: 0.980699, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7943 [D loss: 0.854124, acc.: 65.55%, KL Divergence: 0.198586] [G loss: 0.918143, KL Divergence: 0.918141, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7944 [D loss: 0.853016, acc.: 65.44%, KL Divergence: 0.198592] [G loss: 0.927559, KL Divergence: 0.927556, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7945 [D loss: 0.853729, acc.: 65.52%, KL Divergence: 0.198537] [G loss: 0.894586, KL Divergence: 0.894584, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7946 [D loss: 0.854341, acc.: 65.58%, KL Divergence: 0.198540] [G loss: 0.931971, KL Divergence: 0.931969, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7947 [D loss: 0.855447, acc.: 65.69%, KL Divergence: 0.198538] [G loss: 0.909843, KL Divergence: 0.909842, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7948 [D loss: 0.839780, acc.: 64.12%, KL Divergence: 0.198534] [G loss: 0.901346, KL Divergence: 0.901345, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7949 [D loss: 0.838710, acc.: 64.02%, KL Divergence: 0.198535] [G loss: 0.979122, KL Divergence: 0.979121, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
7950 [D loss: 0.853325, acc.: 65.48%, KL Divergence: 0.198542] [G loss: 0.909110, KL Divergence: 0.909108, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7951 [D loss: 0.844263, acc.: 64.57%, KL Divergence: 0.198543] [G loss: 0.974798, KL Divergence: 0.974796, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7952 [D loss: 0.828899, acc.: 63.04%, KL Divergence: 0.198535] [G loss: 0.965654, KL Divergence: 0.965653, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7953 [D loss: 0.839585, acc.: 64.11%, KL Divergence: 0.198534] [G loss: 1.015779, KL Divergence: 1.015777, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7954 [D loss: 0.850668, acc.: 65.21%, KL Divergence: 0.198538] [G loss: 0.931305, KL Divergence: 0.931303, FID: 46.477481]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7955 [D loss: 0.836474, acc.: 63.79%, KL Divergence: 0.198537] [G loss: 0.943370, KL Divergence: 0.943368, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7956 [D loss: 0.847869, acc.: 64.93%, KL Divergence: 0.198531] [G loss: 0.976804, KL Divergence: 0.976802, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7957 [D loss: 0.852866, acc.: 65.43%, KL Divergence: 0.198531] [G loss: 1.019793, KL Divergence: 1.019792, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
7958 [D loss: 0.846034, acc.: 64.75%, KL Divergence: 0.198532] [G loss: 0.974848, KL Divergence: 0.974846, FID: 46.477481]
4/4 [==============================] - 0s 8ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7959 [D loss: 0.823681, acc.: 62.51%, KL Divergence: 0.198535] [G loss: 1.073517, KL Divergence: 1.073516, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 8ms/step
7960 [D loss: 0.850071, acc.: 65.15%, KL Divergence: 0.198536] [G loss: 0.943146, KL Divergence: 0.943145, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7961 [D loss: 0.872729, acc.: 67.42%, KL Divergence: 0.198532] [G loss: 0.894928, KL Divergence: 0.894926, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7962 [D loss: 0.862286, acc.: 66.38%, KL Divergence: 0.198531] [G loss: 0.950142, KL Divergence: 0.950140, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7963 [D loss: 0.835279, acc.: 63.67%, KL Divergence: 0.198541] [G loss: 1.065685, KL Divergence: 1.065683, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7964 [D loss: 0.823183, acc.: 62.46%, KL Divergence: 0.198545] [G loss: 1.014553, KL Divergence: 1.014551, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7965 [D loss: 0.845689, acc.: 64.72%, KL Divergence: 0.198532] [G loss: 0.949826, KL Divergence: 0.949825, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7966 [D loss: 0.852979, acc.: 65.44%, KL Divergence: 0.198553] [G loss: 0.841624, KL Divergence: 0.841623, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
7967 [D loss: 0.863277, acc.: 66.47%, KL Divergence: 0.198545] [G loss: 0.890157, KL Divergence: 0.890155, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7968 [D loss: 0.851472, acc.: 65.29%, KL Divergence: 0.198541] [G loss: 0.948466, KL Divergence: 0.948464, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7969 [D loss: 0.841913, acc.: 64.34%, KL Divergence: 0.198540] [G loss: 0.969873, KL Divergence: 0.969871, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7970 [D loss: 0.820323, acc.: 62.18%, KL Divergence: 0.198539] [G loss: 1.037389, KL Divergence: 1.037388, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7971 [D loss: 0.843749, acc.: 64.52%, KL Divergence: 0.198548] [G loss: 0.912711, KL Divergence: 0.912710, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7972 [D loss: 0.852673, acc.: 65.41%, KL Divergence: 0.198560] [G loss: 0.895369, KL Divergence: 0.895368, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7973 [D loss: 0.838743, acc.: 64.02%, KL Divergence: 0.198541] [G loss: 0.926027, KL Divergence: 0.926026, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7974 [D loss: 0.855272, acc.: 65.67%, KL Divergence: 0.198539] [G loss: 0.903480, KL Divergence: 0.903479, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7975 [D loss: 0.831493, acc.: 63.29%, KL Divergence: 0.198548] [G loss: 0.924732, KL Divergence: 0.924731, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
7976 [D loss: 0.843129, acc.: 64.46%, KL Divergence: 0.198535] [G loss: 0.935393, KL Divergence: 0.935391, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7977 [D loss: 0.837355, acc.: 63.88%, KL Divergence: 0.198532] [G loss: 0.988416, KL Divergence: 0.988415, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 8ms/step
7978 [D loss: 0.845478, acc.: 64.69%, KL Divergence: 0.198536] [G loss: 0.982639, KL Divergence: 0.982637, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7979 [D loss: 0.849998, acc.: 65.14%, KL Divergence: 0.198548] [G loss: 0.934037, KL Divergence: 0.934035, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7980 [D loss: 0.835616, acc.: 63.70%, KL Divergence: 0.198567] [G loss: 1.010069, KL Divergence: 1.010065, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
7981 [D loss: 0.831188, acc.: 63.26%, KL Divergence: 0.198556] [G loss: 0.999612, KL Divergence: 0.999610, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 11ms/step
7982 [D loss: 0.855674, acc.: 65.71%, KL Divergence: 0.198535] [G loss: 0.924666, KL Divergence: 0.924665, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 4ms/step
7983 [D loss: 0.845086, acc.: 64.66%, KL Divergence: 0.198534] [G loss: 0.932259, KL Divergence: 0.932257, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 8ms/step
7984 [D loss: 0.841446, acc.: 64.29%, KL Divergence: 0.198532] [G loss: 0.919983, KL Divergence: 0.919981, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7985 [D loss: 0.831604, acc.: 63.31%, KL Divergence: 0.198532] [G loss: 0.947916, KL Divergence: 0.947915, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7986 [D loss: 0.861679, acc.: 66.31%, KL Divergence: 0.198532] [G loss: 0.893448, KL Divergence: 0.893446, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7987 [D loss: 0.831558, acc.: 63.30%, KL Divergence: 0.198534] [G loss: 0.987511, KL Divergence: 0.987510, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7988 [D loss: 0.860426, acc.: 66.19%, KL Divergence: 0.198532] [G loss: 0.961805, KL Divergence: 0.961804, FID: 46.477481]
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
7989 [D loss: 0.826256, acc.: 62.77%, KL Divergence: 0.198535] [G loss: 1.025552, KL Divergence: 1.025550, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
7990 [D loss: 0.851985, acc.: 65.35%, KL Divergence: 0.198534] [G loss: 0.947857, KL Divergence: 0.947855, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7991 [D loss: 0.839303, acc.: 64.08%, KL Divergence: 0.198533] [G loss: 0.921342, KL Divergence: 0.921341, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7992 [D loss: 0.857903, acc.: 65.94%, KL Divergence: 0.198533] [G loss: 0.950492, KL Divergence: 0.950490, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 6ms/step
7993 [D loss: 0.833750, acc.: 63.52%, KL Divergence: 0.198536] [G loss: 1.015136, KL Divergence: 1.015134, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 5ms/step
7994 [D loss: 0.840119, acc.: 64.16%, KL Divergence: 0.198534] [G loss: 1.109884, KL Divergence: 1.109882, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 9ms/step
7995 [D loss: 0.837189, acc.: 63.86%, KL Divergence: 0.198539] [G loss: 0.938241, KL Divergence: 0.938239, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 5ms/step
7996 [D loss: 0.806258, acc.: 60.77%, KL Divergence: 0.198536] [G loss: 1.054762, KL Divergence: 1.054760, FID: 46.477481]
4/4 [==============================] - 0s 9ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 6ms/step
7997 [D loss: 0.834660, acc.: 63.61%, KL Divergence: 0.198545] [G loss: 0.962501, KL Divergence: 0.962499, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 5ms/step
4/4 [==============================] - 0s 7ms/step
7998 [D loss: 0.856160, acc.: 65.76%, KL Divergence: 0.198537] [G loss: 0.868891, KL Divergence: 0.868889, FID: 46.477481]
4/4 [==============================] - 0s 7ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 7ms/step
7999 [D loss: 0.848788, acc.: 65.02%, KL Divergence: 0.198569] [G loss: 0.958294, KL Divergence: 0.958292, FID: 46.477481]
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 0s 4ms/step
4/4 [==============================] - 0s 6ms/step
4/4 [==============================] - 2s 75ms/step
4/4 [==============================] - 2s 90ms/step
8000 [D loss: 0.853725, acc.: 65.51%, KL Divergence: 0.198609] [G loss: 0.953995, KL Divergence: 0.953992, FID: 34.963282]
1/1 [==============================] - 0s 27ms/step

Final D loss: 0.8537251055240631
Final G loss: 0.9539953470230103
Final D accuracy: 65.51161408424377%
Final D KL Divergence: 0.19860897958278656
Final G KL Divergence: 0.953992486000061
Final FID: 34.963282400417135

---

Before Training

• D loss: 0.5547
• G loss: 1.9567
• D accuracy: 68.75%
• D KL Divergence: 0.3103
• G KL Divergence: 1.9567
• FID: 38.67

After Training

• D loss: 0.8537
• G loss: 0.9540
• D accuracy: 65.51%
• D KL Divergence: 0.1986
• G KL Divergence: 0.9540
• FID: 34.96

Analysis:

• Discriminator Loss: The D loss has increased from 0.5547 to 0.8537. This increase suggests that the discriminator is finding it more challenging to distinguish between real and generated images after training, which could indicate that the generator's images are becoming more convincing.

• Generator Loss: The G loss has significantly decreased from 1.9567 to 0.9540, showing a substantial improvement in the generator’s performance. The generator is now better at producing images that can fool the discriminator.

• Discriminator Accuracy: The D accuracy has slightly decreased from 68.75% to 65.51%, which, in combination with the higher D loss, indicates that the discriminator is having a harder time distinguishing between real and generated images, implying improved performance of the generator.

• Discriminator KL Divergence: The D KL divergence has decreased from 0.3103 to 0.1986, suggesting that the discriminator's learned distribution is closer to the true distribution of real images.

• Generator KL Divergence: The G KL divergence has significantly decreased from 1.9567 to 0.9540, aligning with the generator loss, indicating that the generator's output distribution is much closer to the target distribution.

• FID (Fréchet Inception Distance): The FID has decreased from 38.67 to 34.96, showing an improvement in the quality and diversity of the generated images. Lower FID scores are better, and this decrease indicates that the images produced by the generator are closer to real images.

Summary:

There is a noticeable improvement in the generator's performance, as evidenced by the reduced G loss, G KL divergence, and FID. Although the discriminator loss and accuracy have worsened, this is often expected as the generator improves. The overall improvements in the generator’s performance and the quality of the generated images are reflected in the lowered FID score. This indicates that my training process is effective in enhancing the generator's ability to produce realistic images.

---

Visually inspect images for evalauation

# Create GIF after training
create_gif('generated_SN_FM_LS_CGAN', 'generated_SN_FM_LS_CGAN_progression.gif')

# Path to the GIF file
gif_path = 'generated_SN_FM_LS_CGAN_progression.gif'

# Display the GIF
display(Image(filename=gif_path))

C:\Users\caleb\AppData\Local\Temp\ipykernel_18652\1462898483.py:15: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.
  frames.append(imageio.imread(img_path))

GIF saved at generated_SN_FM_LS_CGAN_progression.gif

<IPython.core.display.Image object>

---

If GIF does not work you can view it in the folder with the name of the GIF file above.

---

Checking image generation after Model Improvement

Generate images of a specific class (Letter)

# Load the pre-trained generator weights
SN_FM_LS_cgan.generator.load_weights('best_CGAN_generator_weights.h5')

def generate_images(generator, latent_dim, num_classes, target_class, num_images=10):
    # Generate random noise
    noise = np.random.normal(0, 1, (num_images, latent_dim))
    
    # Create labels for the target class
    labels = np.full((num_images, 1), target_class)
    
    # Generate images
    generated_images = generator.predict([noise, labels])
    
    # Plot the generated images
    plt.figure(figsize=(10, 10))
    for i in range(num_images):
        plt.subplot(1, num_images, i + 1)
        plt.imshow(generated_images[i, :, :, 0], cmap='gray')
        plt.axis('off')
    plt.show()

# To generate images generate images of class 1 (Letter A)
generate_images(SN_FM_LS_cgan.generator, SN_FM_LS_cgan.latent_dim, SN_FM_LS_cgan.num_classes, target_class=1, num_images=10)

1/1 [==============================] - 0s 14ms/step

# To generate images generate images of class 3 (Letter C)
generate_images(SN_FM_LS_cgan.generator, SN_FM_LS_cgan.latent_dim, SN_FM_LS_cgan.num_classes, target_class=3, num_images=10)

1/1 [==============================] - 0s 20ms/step

# To generate images of class 8 (Letter H)
generate_images(SN_FM_LS_cgan.generator, SN_FM_LS_cgan.latent_dim, SN_FM_LS_cgan.num_classes, target_class=8, num_images=10)

1/1 [==============================] - 0s 15ms/step

# To generate images of class 15 (Letter O)
generate_images(SN_FM_LS_cgan.generator, SN_FM_LS_cgan.latent_dim, SN_FM_LS_cgan.num_classes, target_class=15, num_images=10)

1/1 [==============================] - 0s 16ms/step

Generating images of every class (Letter)

import os
import numpy as np
import matplotlib.pyplot as plt

def generate_images(generator, latent_dim, num_classes, num_images_per_class=10):
    # Create a directory to save the generated images
    os.makedirs('final_generated_images', exist_ok=True)
    
    all_images = []
    all_labels = []
    
    # Generate valid class labels
    valid_classes = list(range(1, num_classes))
    
    for target_class in valid_classes:
        # Generate random noise
        noise = np.random.normal(0, 1, (num_images_per_class, latent_dim))
        
        # Create labels for the target class
        labels = np.full((num_images_per_class, 1), target_class)
        
        # Generate images
        generated_images = generator.predict([noise, labels])
        
        # Collect all images and labels
        all_images.append(generated_images)
        all_labels.append(labels)
    
    # Concatenate all images and labels
    all_images = np.vstack(all_images)
    all_labels = np.vstack(all_labels).flatten()
    
    # Plot the generated images
    fig, axs = plt.subplots(len(valid_classes), num_images_per_class + 1, figsize=(num_images_per_class + 1, len(valid_classes)))
    fig.tight_layout(pad=1.0)
    
    for i, label in enumerate(valid_classes):
        # Label the first column with the alphabet starting from 'A'
        axs[i, 0].text(0.5, 0.5, chr(65 + (label - 1)), fontsize=18, ha='center', va='center')
        axs[i, 0].axis('off')
        for j in range(num_images_per_class):
            axs[i, j + 1].imshow(all_images[i * num_images_per_class + j, :, :, 0], cmap='gray')
            axs[i, j + 1].axis('off')
    
    # Save the final plot
    plt.savefig('final_generated_images/all_classes.png')
    plt.show()

# Generate 10 images for each class
generate_images(SN_FM_LS_cgan.generator, SN_FM_LS_cgan.latent_dim, 27, num_images_per_class=10)

1/1 [==============================] - 0s 16ms/step
1/1 [==============================] - 0s 12ms/step
1/1 [==============================] - 0s 16ms/step
1/1 [==============================] - 0s 17ms/step
1/1 [==============================] - 0s 15ms/step
1/1 [==============================] - 0s 16ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 15ms/step
1/1 [==============================] - 0s 15ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 17ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 14ms/step
1/1 [==============================] - 0s 17ms/step
1/1 [==============================] - 0s 14ms/step

Conclusion

---

1. If you are asked to generate coloured images instead of black-and-white ones, do you think it would be easier or harder to produce better quality results?

Colored images would be harder to generate and produce better results than black-and-white images.

Colored Images has increased complexity such as:

• Data Dimensions: Colored images have three channels (RGB), whereas black-and-white images have just one channel. This means the generator and discriminator networks need to handle more complex data, which requires more capacity and potentially more training data.

Colored Images also face issues such as higher variability where:

• Color Variations: Colors add an additional layer of variability and complexity in how patterns and textures are represented. For instance, a slight change in color can drastically alter the perceived quality of an image.

Colored Images face also training stability issues:

• Training Dynamics: With more complex data, the training dynamics of GANs can become more unstable. Generating colored images might require more careful tuning of hyperparameters and network architectures.

In this case for the EMNIST dataset:

• EMNIST images are grayscale by default. Converting them to color (e.g., using RGB channels) would introduce complexity because you would need to generate color variations that make sense for handwritten characters. This might not add significant value because the natural color of handwritten letters is grayscale.
• The model complexity will increase as it needs to handle three color channels instead of one. This requires more sophisticated network architectures and potentially more training data.

1. What class(es) is/are relatively easier/harder to generate? Why?

Classes that are harder to generate are those with similar looking characters or cause of the variablity of the writing styles.

In this case for the EMNIST dataset:

• Similar looking characters
  • Characters that are more similar in shape and structure (e.g. E & F, R & K) can be harder to generate accurately because the model needs to capture subtle distinctions. Furthermore, the EMNIST dataset contains both lower and upper case characters. This makes it even harder due to characters such as (e.g. lower case l and upper case I or lower case i) looking alike, or characters that are totally different from their lower case or upper case counterparts (e.g. D,d and E,e and R,r and G,g)
• Variations in handwriting styles
  • Differences in stroke thickness or character slant, can introduce additional complexity. People have different handwritings and writing styles. Characters such as lower case letter a has multiple ways that can be written.

Classes that are easier to generate are those with distinct letters and consistent writing styles

• Distinct letters
  • Characters with more distinctive shapes might be easier to generate because they have clearer structural patterns. (e.g., 'A', 'Q')
• Consistent writing styles
  • Characters that are more uniform in style and structure within the dataset will be easier for the model to learn and generate. Some examples are V,v and Z,z and X,x.

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